Terminal developer experience

Diff-reviewed edits in Atlas (2026)

Atlas, the terminal-native AI coding agent, provides diff-reviewed edits, computing a unified diff for every file change and surfacing it for developer approval before writing. Ensure code quality and control.

Atlas TUI Theme System in 2026

Explore Atlas's TUI theme system in 2026. Atlas ships with a charcoal-and-blue default theme and many presets, rendered via SolidJS and OpenTUI for a personalized terminal experience.

Debug a Single Failing Test in Kotlin With Atlas (2026)

Fix the code, not the assertion. Atlas isolates one failing Kotlin test with gradle test, walks the call graph with lsp, and repairs the production code with edit.

Self-Review Your Working Diff Before Committing in Java with Atlas (2026)

Self-review an uncommitted Java diff with Atlas in 2026. Read every changed class, grep for debug leftovers, revert from snapshots, then run JUnit 5 via mvn test.

Onboard to an Unfamiliar Deno Codebase with Atlas in 2026

Deno developers in 2026 can use Atlas to quickly build a mental model of new codebases. Leverage Deno's toolchain, `deno.json`, and semantic search to understand projects without reading every file.

Rename a symbol across the repo in Three.js with Atlas in 2026

Refactor Three.js code with Atlas in 2026. Rename functions, classes, or constants across your entire repository, ensuring all references are updated, including those missed by `grep` alone. Atlas uses `lsp`, `grep`

Rename a symbol across the repo in dbt with Atlas in 2026

Effortlessly rename dbt macros, models, or columns across your entire project with Atlas. Leverage semantic understanding and dbt's toolchain for safe, accurate refactoring in 2026.

Audit an Actix Web Repository with Parallel Subagents in Atlas, 2026

Sweep your Actix Web repository for problems without context window limits using Atlas's parallel subagents. Leverage `cargo`, `rustfmt`, and `actix_web::test` for efficient, targeted audits in 2026.

Research a Third-Party API Before Integrating it in Flask with Atlas in 2026

Leverage Atlas in 2026 to research external APIs for your Flask application. Get real-time API shapes, integrate with pytest (app.test_client), and format with ruff format for robust development.

Write unit tests for untested code in Electron with Atlas in 2026

Learn how Atlas helps Electron developers in 2026 add robust unit tests to untested modules. Leverage @playwright/test and npm to match existing repo conventions, ensuring secure and reliable Electron applications.

Document an Echo Module with a README in 2026 using Atlas

In 2026, Echo developers use Atlas to generate accurate README documentation directly from source code. Atlas leverages `lsp`, `read`, and `grep` to describe what your Echo handlers and middleware actually do today

Extract a Shared Helper from Duplicated Code in Echo with Atlas in 2026

Streamline your Echo codebase in 2026 by extracting duplicated logic into a shared, tested helper using Atlas. Leverage `go test (httptest)` and `gofumpt` for a clean refactor.

Upgrade a Dependency and Fix Breakage in Phoenix with Atlas in 2026

Phoenix developers in 2026 use Atlas to direct upgrade dependencies and resolve compile and test failures. Atlas drives Hex, ExUnit, and mix format, ensuring a smooth transition for your Phoenix applications.

Diagnose a hanging or long-running command in Tauri with Atlas in 2026

In 2026, Atlas helps Tauri developers quickly diagnose and unblock hanging `cargo` builds or `pnpm` scripts. Identify if a command is genuinely slow or silently blocked on input, and get it unstuck with precise guidance.

Onboard to an Unfamiliar Fortran Codebase in 2026 with Atlas

Quickly build a working mental model of any Fortran repository using Atlas. Leverage semantic search, `fpm` package layouts, and `fprettify` formatting for rapid understanding and safe code exploration in 2026.

Rename a symbol across the repo in Remix with Atlas in 2026

In 2026, Atlas helps Remix developers rename functions, classes, or constants across their entire codebase, ensuring accuracy with LSP and grep, then validating with vitest and prettier.

Rename a SQL Symbol Across Your Repo with Atlas in 2026

In 2026, Atlas helps SQL developers rename functions, classes, or constants across their entire codebase, integrating with pgTAP, Flyway, and sqlfluff for verified refactoring.

Run the Actix Web Test Suite and Triage Failures with Atlas in 2026

Streamline Actix Web test triage in 2026 with Atlas. Turn overwhelming `cargo test` output into a prioritized list of distinct root causes, ensuring efficient debugging and fixes.

Onboard to an Unfamiliar Phoenix Codebase with Atlas in 2026

Quickly build a mental model of any Phoenix codebase in 2026 with Atlas. Leverage semantic search, AST indexing, and permission-gated tools to understand contexts, LiveView, and Ecto without reading every file.

Run the Fortran Test Suite and Triage Failures with Atlas in 2026

In 2026, Fortran developers use Atlas to run fpm test suites, triage failures into distinct root causes, and track fixes. Streamline your Fortran debugging workflow.

Review a Pull Request in PyTorch with Atlas in 2026

In 2026, PyTorch developers use Atlas to review pull requests, catching subtle bugs related to device placement, autograd, and DataLoader worker counts. Atlas integrates with pytest, uv, and ruff format.

Document an Actix Web Module with a README in 2026

Learn how Atlas helps Actix Web developers in 2026 generate accurate READMEs for modules, ensuring documentation reflects current code using cargo and rustfmt.

Write Unit Tests for Untested Code in Erlang with Atlas in 2026

In 2026, Erlang developers use Atlas to write unit tests for untested modules, leveraging `rebar3 eunit` and `erlfmt` to match existing project conventions and ensure code quality.

Write unit tests for untested code in Godot with Atlas in 2026

Add real unit tests to your Godot projects with Atlas in 2026. Learn how Atlas uses GUT (Godot Unit Test) and gdformat (gdtoolkit) to match existing conventions and ensure code quality.

Document a module with a README in Phoenix with Atlas in 2026

In 2026, Atlas helps Phoenix developers generate accurate README documentation for modules. It reads your LiveView, Ecto, and context code, ensuring docs reflect current implementation, not outdated plans.

Add a Regression Test for a Solidity Bug Fix with Atlas in 2026

Lock in Solidity bug fixes with Atlas by adding regression tests. Learn how Atlas uses `forge test` to confirm failures and passes, ensuring robust smart contract development in 2026.

Automate GitHub Issue and Pull Request Triage in Axum with Atlas in 2026

Streamline GitHub issue and pull request triage for your Axum applications using Atlas. Configure secure, trusted automation with real Axum toolchain integration.

Automate GitHub Issue and Pull Request Triage in Nuxt with Atlas in 2026

Streamline GitHub issue and pull request triage for your Nuxt 3 projects in 2026 using Atlas. Configure `atlas github` in workflows, enforce trusted users, and leverage Nuxt-specific tooling like `pnpm` and `vitest`.

Diagnose a Hanging or Long-Running Gin Command with Atlas in 2026

Gin developers in 2026 can use Atlas to diagnose hanging `go test` runs or slow `go mod` operations. Pinpoint if a command is genuinely slow or silently blocked on input, and get it unstuck quickly.

Diagnose a hanging or long-running command in OCaml with Atlas in 2026

Diagnose hanging OCaml `dune` builds or `opam` scripts with Atlas in 2026. Atlas identifies blocked input, suggests non-interactive flags, or recommends timeout adjustments.

Plan a multi-file change before editing in TensorFlow with Atlas in 2026

Design and review multi-file TensorFlow changes with Atlas in 2026. Atlas's plan agent ensures no code is modified until your design is approved, integrating with pytest, uv, and black for a safe workflow.

Self-review Your Working Diff Before Committing in Gin with Atlas in 2026

Catch your own mistakes in uncommitted Gin code diffs before they reach review or CI. Atlas, the terminal-native AI coding agent, helps Gin developers in 2026 review changes, run `go test`, and apply `gofmt` efficiently.

Document a module with a README in Objective-C with Atlas in 2026

In 2026, Atlas helps Objective-C developers generate accurate READMEs for modules by reading .h and .m files, enumerating APIs, and verifying code samples with bash.

Refactor a Legacy Module in Symfony with Atlas in 2026

Streamline legacy Symfony modules in 2026 with Atlas. Safely refactor controllers, services, and Doctrine entities using PHPUnit (WebTestCase) and Composer for robust changes.

Automate GitHub Issue and Pull Request Triage in Tauri with Atlas in 2026

Streamline GitHub issue and pull request triage for your Tauri projects using Atlas. Safely automate responses, run `cargo test`, and manage permissions for trusted users in 2026.

Debug a single failing test in Polars with Atlas in 2026

Pinpoint and fix failing Polars tests quickly with Atlas. Leverage `pytest`, `uv`, and `ruff format` to debug specific issues in your Polars LazyFrame chains and expression API.

Diagnose a Hanging or Long-Running Command in Apache Airflow with Atlas in 2026

In 2026, use Atlas to diagnose and resolve hanging or slow Apache Airflow commands. Identify interactive input blocks or genuinely slow scripts within your DAGs and unblock them efficiently.

Run Atlas Headless in CI for Objective-C in 2026

Automate Atlas sessions in your Objective-C CI pipelines for machine-readable output. Integrate with XCTest, CocoaPods, and clang-format for efficient, non-interactive code tasks.

Self-review Your Working Diff Before Committing in Assembly with Atlas in 2026

Catch your own mistakes in uncommitted Assembly diffs using Atlas in 2026. Integrate with `make check` and `asmfmt` to ensure quality before review or CI.

Extract a shared helper from duplicated code in Nuxt with Atlas in 2026

In 2026, Nuxt developers use Atlas to efficiently extract shared helpers from duplicated code. Leverage semantic search, automated refactoring, and vitest integration to streamline your codebase and maintain high

Automate GitHub Issue and Pull Request Triage in OCaml with Atlas in 2026

Automate GitHub issue and pull request triage for OCaml projects in 2026 using Atlas. Ensure safe, permission-gated responses from trusted users, integrating with `dune` and `opam`.

Diagnose a hanging or long-running command in Three.js with Atlas in 2026

In 2026, use Atlas to diagnose why your Three.js `npm` or `vitest` commands are hanging or running slowly. Identify if a process is genuinely slow or silently blocked on interactive input, and get it unstuck with

Write Unit Tests for Untested PowerShell Code with Atlas in 2026

In 2026, use Atlas to write robust unit tests for your PowerShell modules. Leverage Pester, PSResourceGet, and PSScriptAnalyzer to ensure code quality and test coverage.

Audit a Repo With Parallel Subagents in TypeScript with Atlas (2026)

How to audit a TypeScript monorepo with parallel Atlas subagents in 2026: fan out read-only explore tasks per package, merge findings into todowrite, then run vitest.

Onboard to an Unfamiliar Echo Codebase in 2026 with Atlas

Master an unfamiliar Echo codebase in 2026 using Atlas. Leverage semantic search, `go mod` insights, and `go test (httptest)` to build a mental model without reading every file.

Trace a runtime bug from a stack trace in Remix with Atlas in 2026

Pinpoint and fix runtime bugs in your Remix applications using Atlas, the terminal-native AI coding agent. Go from a production stack trace to a precise line of code and a solution, without attaching a debugger

Document a dbt Module with a README in 2026 using Atlas

Atlas helps dbt developers in 2026 generate accurate READMEs for modules by reading live code, ensuring documentation reflects current behavior. It leverages dbt's own toolchain, including dbt test for verification and

Review a Pull Request in Perl with Atlas in 2026

Review Perl pull requests efficiently in 2026 with Atlas. Catch subtle bugs by examining full file context, running prove (Test2::V0) tests, and ensuring perltidy formatting.

Write unit tests for untested code in Apache Airflow with Atlas in 2026

In 2026, Apache Airflow developers can use Atlas to write robust unit tests for untested modules, adhering to existing repository conventions. Atlas leverages `pytest (DagBag)` and `ruff format` to ensure high-quality

Trace a Runtime Bug from a Stack Trace in Astro with Atlas in 2026

Pinpoint and fix runtime bugs in your Astro projects using Atlas, the terminal-native AI coding agent. Go from a production stack trace to a solution, leveraging Astro's toolchain like vitest and pnpm.

Extract a Shared Helper from Duplicated Code in Django with Atlas in 2026

In 2026, Django developers use Atlas to find and refactor duplicated logic into shared helpers. Leverage semantic search, automated patching, and `pytest-django` for safe, efficient code consolidation.

Run the Test Suite and Triage Failures in Astro with Atlas in 2026

Streamline Astro test failure triage in 2026 with Atlas. Run `vitest` suites, identify distinct root causes from `pnpm` output, and fix issues efficiently with intelligent analysis.

Research a Third-Party API Before Integrating it in Fastify with Atlas in 2026

Streamline Fastify API integrations in 2026 with Atlas. Research external APIs, fetch documentation, and generate Fastify-specific code, all while adhering to `node:test (fastify.inject)` and `prettier` conventions for

Review a pull request in Bun with Atlas in 2026

Streamline your Bun pull request reviews in 2026 with Atlas, the terminal-native AI coding agent. Atlas leverages `bun test`, `bun fmt`, and `bun install` to ensure robust, context-aware code changes.

Diagnose a Hanging or Long-Running Fortran Command with Atlas in 2026

Fortran developers in 2026 can use Atlas to diagnose hanging or slow fpm builds and scripts. Identify if commands are blocked on input or genuinely slow, and get them unstuck efficiently.

Onboard to an Unfamiliar Quarkus Codebase with Atlas in 2026

Quickly build a working mental model of any Quarkus codebase in 2026 with Atlas. Leverage semantic search, AST indexing, and direct interaction with Maven, JUnit 5 (@QuarkusTest), and Spotless to understand unfamiliar

Review a Pull Request in Rust with Atlas (2026)

How to review a Rust pull request with Atlas in 2026: get the diff with bash, read whole modules, check callers with lsp findReferences, and run cargo test.

Refactor a legacy module in Electron with Atlas in 2026

Streamline Electron module refactoring in 2026 with Atlas. Safely restructure old code, maintain behavior, and prevent breaking changes using real Electron tools like npm and Playwright.

Automate GitHub Issue and Pull Request Triage in C++ with Atlas in 2026

Automate GitHub issue and pull request triage for C++ projects using Atlas. Safely respond to events, enforce permissions, and manage context overflow in 2026 with your existing C++ toolchain.

Trace a runtime bug from a stack trace in React Native with Atlas in 2026

Pinpoint and fix runtime bugs in React Native from production stack traces without a debugger. Atlas uses your `package.json` and `ios/Podfile` to quickly identify issues.

Refactor a Legacy Deno Module with Atlas in 2026

Safely refactor legacy Deno modules in 2026 without breaking callers. Atlas uses `deno test`, `deno fmt`, and `deno.json` to ensure structural changes preserve behavior and API contracts.

Debug a single failing test in Qwik with Atlas in 2026

Pinpoint and fix a single failing test in your Qwik application using Atlas. Leverage `vitest`, `pnpm`, and Atlas's AI-powered tools for efficient debugging.

Add a Regression Test for a Terraform HCL Bug Fix with Atlas in 2026

Lock in Terraform HCL bug fixes with robust regression tests using Atlas. Learn how to write failing tests, apply fixes, and verify with `terraform test` and `terraform fmt`.

Self-review your working diff before committing in .NET with Atlas in 2026

In 2026, .NET developers use Atlas to self-review uncommitted diffs, catching mistakes before CI. Leverage `dotnet test`, `dotnet format`, and `NuGet` with AI assistance.

Document a React Native Module with a README in 2026 using Atlas

In 2026, Atlas helps React Native developers generate accurate READMEs for modules by analyzing live code, ensuring documentation reflects current behavior, not outdated plans. It uses `jest`, `yarn`, and `prettier` for

Write Unit Tests for Untested Code in .NET with Atlas in 2026

In 2026, Atlas helps .NET developers add robust xUnit tests to untested modules, automatically matching existing repo conventions and integrating with dotnet test and NuGet.

Rename a symbol across the repo in FastAPI with Atlas in 2026

Effortlessly rename functions, classes, or constants across your FastAPI project in 2026 with Atlas. Leverage lsp, grep, and edit for precise, safe refactoring, ensuring all references, including Pydantic models and

Run the test suite and triage failures in SolidJS with Atlas in 2026

Streamline SolidJS test failure triage in 2026 with Atlas. Quickly turn `vitest` output into a prioritized list of distinct root causes, leveraging `pnpm` and `prettier` for efficient debugging and fixes.

Write Unit Tests for Untested Quarkus Code with Atlas in 2026

In 2026, use Atlas to write robust unit tests for untested Quarkus modules. Atlas understands your existing JUnit 5 (@QuarkusTest) and Maven conventions, ensuring new tests integrate direct.

Plan a Multi-File Change Before Editing in NestJS with Atlas in 2026

Design and review complex, multi-file changes in your NestJS project using Atlas's plan agent. Get feedback on your strategy before modifying a single line of code, integrating with `jest`, `pnpm`, and `prettier`.

Run Atlas Headless in CI in Crystal with Atlas in 2026

Learn how to integrate Atlas into your Crystal CI pipelines in 2026, running headless to automate code tasks, execute `crystal spec`, and format code with `crystal tool format`.

Debug a single failing test in R with Atlas in 2026

In 2026, R developers use Atlas to efficiently debug single failing tests within `testthat` suites. Isolate, analyze, and fix R code with terminal-native AI.

Document an Axum Module with a README in 2026

In 2026, Atlas helps Axum developers generate accurate READMEs for their modules by reading live code. Ensure your Axum documentation reflects current implementation, not outdated plans, using real `cargo`, `cargo

Run the Unity Test Suite and Triage Failures with Atlas in 2026

In 2026, Unity developers use Atlas to efficiently run their Unity Test Framework (NUnit) suites and triage failures. Turn a wall of red output into a prioritized list of distinct root causes for C# gameplay code.

Automate GitHub Issue and Pull Request Triage in dbt with Atlas in 2026

Streamline dbt project maintenance in 2026. Atlas automates GitHub issue and pull request triage, integrating with `dbt test`, `sqlfmt`, and `dbt deps (packages.yml)` for safe, trusted, and efficient dbt development

Diagnose a hanging or long-running command in Terraform HCL with Atlas in 2026

In 2026, diagnose hanging or slow Terraform HCL commands with Atlas. Learn to identify if `terraform plan` or `terraform init` is blocked on input or genuinely slow, and get unstuck.

Document a Deno Module with a README in 2026

In 2026, Atlas helps Deno developers generate accurate README documentation directly from source code. Leverage deno test, deno fmt, and JSR with AI-driven code analysis.

Document a Module with a README in Symfony with Atlas in 2026

Learn how Atlas, the terminal-native AI agent, helps Symfony developers in 2026 generate accurate READMEs for modules. It uses lsp, read, and bash to document current code behavior, not outdated specs, ensuring

Run the test suite and triage the failures in Express with Atlas in 2026

Streamline Express test suite triage in 2026 with Atlas. Turn walls of `mocha (supertest)` output into prioritized root causes, leveraging `npm` and `prettier` for efficient fixes.

Run the test suite and triage failures in R with Atlas in 2026

Efficiently triage R test failures with Atlas. Turn a wall of red testthat output into a prioritized list of distinct root causes, leveraging renv and Air.

Self-review your working diff before committing in COBOL with Atlas (2026)

Catch your own mistakes in COBOL code before they reach a reviewer or CI. Atlas helps COBOL developers in 2026 self-review uncommitted diffs, integrating with GnuCOBOL cobc, COBOL Check, and Z Open Editor formatter.

Trace a scikit-learn Runtime Bug from a Stack Trace with Atlas in 2026

Pinpoint and fix scikit-learn runtime bugs from production stack traces using Atlas, the terminal-native AI coding agent. Leverage `pytest`, `uv`, and `ruff format` for a streamlined workflow.

Rename a symbol across the repo in Deno with Atlas in 2026

Refactor Deno code with Atlas to rename functions, classes, or constants across your repository. Atlas uses Deno's LSP for precise renames, ensuring all references are updated, including those in comments and strings

Atlas: Documenting Kotlin Modules with READMEs in 2026

Leverage Atlas in 2026 to generate accurate READMEs for your Kotlin modules. Atlas uses Gradle and JUnit 5 to document what your code actually does today, not what it was supposed to do a year ago.

Document a module with a README in R with Atlas in 2026

In 2026, R developers use Atlas to generate accurate, up-to-date README documentation for their R packages. Atlas leverages `lsp`, `read`, and `grep` to describe what R code actually does, not what it was intended to

Migrate a deprecated API across every callsite in Qwik with Atlas in 2026

In 2026, migrate deprecated Qwik APIs across your entire codebase using Atlas. Ensure every callsite is updated, leveraging `vitest` and `pnpm` for a safe, complete transition without missing a single caller.

Trace a Runtime Bug from a Stack Trace in Apache Spark with Atlas in 2026

Pinpoint and fix Apache Spark runtime bugs from production stack traces using Atlas. Leverage local SparkSession tests, uv, and ruff format for rapid, AI-assisted debugging in 2026.

Run Atlas headless in CI in Qwik with Atlas in 2026

Automate Atlas in your Qwik CI pipelines for machine-readable output. Learn how to integrate Atlas with pnpm, vitest, and prettier to streamline Qwik development workflows in 2026.

Run the Test Suite and Triage Failures in Apache Spark with Atlas in 2026

Efficiently triage Apache Spark test failures in 2026. Atlas helps PySpark developers turn red `pytest (local SparkSession)` output into prioritized root causes, streamlining debugging.

Automate GitHub Issue and Pull Request Triage in PowerShell with Atlas in 2026

Streamline GitHub issue and pull request triage for PowerShell projects using Atlas. Automate responses, enforce safety, and integrate with your existing PowerShell toolchain in 2026.

Refactor a Legacy NestJS Module with Atlas in 2026

Streamline your NestJS codebase in 2026 by refactoring legacy modules with Atlas. Ensure no breaking changes to callers using `jest` and `prettier` for a robust migration.

Onboard to an Unfamiliar scikit-learn Codebase with Atlas in 2026

Quickly build a mental model of any scikit-learn repository in 2026 with Atlas. Use semantic search, glob, and lsp to understand Pipelines, ColumnTransformers, and the estimator API without reading every file. Leverage

Research a third-party API before integrating it in Godot with Atlas in 2026

Streamline third-party API integration in Godot with Atlas in 2026. Use Atlas to research API documentation, fetch details, and generate Godot-native code, ensuring compatibility with your `project.godot` and `gdformat`

Run the Test Suite and Triage Failures in Symfony with Atlas in 2026

Streamline Symfony test suite triage in 2026 with Atlas. Quickly turn PHPUnit WebTestCase failures into a prioritized list of distinct root causes, leveraging Atlas's AI-powered analysis and local code indexing.

Trace a Runtime Bug from a Stack Trace in JavaScript with Atlas (2026)

Go from a production JavaScript stack trace to the responsible line in 2026 with no debugger attached. Atlas reads each frame at its offset and pins the fix with vitest.

Audit a dbt Repository with Parallel Subagents in Atlas in 2026

Sweep your dbt project for issues without context window limits. Atlas uses parallel subagents to audit `dbt_project.yml` and `schema.yml` files, leveraging `dbt test` and `sqlfmt` for comprehensive review.

Review a Pull Request in Lua with Atlas in 2026

In 2026, Atlas empowers Lua developers to thoroughly review pull requests by analyzing full file context, checking for breaking changes with LSP, and running `busted` tests.

Review a C Pull Request with Atlas in 2026

In 2026, Atlas helps C developers review pull requests by providing deep context beyond the diff. Catch subtle bugs in C code, verify Unity via ctest results, and ensure clang-format compliance.

Refactor a Legacy Module in Remix with Atlas in 2026

Atlas helps Remix developers in 2026 safely restructure legacy modules without changing behavior or breaking callers. Leverage `vitest`, `pnpm`, and `prettier` for a robust refactoring workflow.

Diagnose a Hanging or Long-Running WebAssembly Command with Atlas in 2026

WebAssembly developers in 2026 use Atlas to diagnose hanging or long-running `wasm-pack` builds and scripts. Identify if your WebAssembly command is genuinely slow or silently blocked on input, and get it unstuck

Extract a Shared Helper from Duplicated Clojure Code with Atlas in 2026

Clojure developers in 2026 can use Atlas to identify and refactor duplicated logic into a shared helper, leveraging deps.edn, kaocha, and cljfmt for a streamlined workflow.

Upgrade a dependency and fix the breakage in Remix with Atlas in 2026

Streamline dependency upgrades in your Remix applications with Atlas in 2026. Automatically fix compile and test failures caused by major version bumps, leveraging pnpm, vitest, and prettier.

Rename a symbol across the repo in OCaml with Atlas in 2026

Learn how Atlas renames OCaml functions, classes, and constants across your repository in 2026. Leverage lsp, grep, edit, and dune for precise, verified refactoring.

Run Atlas Headless in CI for Svelte Projects in 2026

Automate Svelte development in 2026 CI pipelines with Atlas. Run Atlas headless to get machine-readable output, leveraging pnpm, Vitest, and prettier-plugin-svelte for robust SvelteKit projects.

Debug a Single Failing Test in Svelte with Atlas in 2026

Pinpoint and fix failing Svelte tests with Atlas in 2026. Leverage Vitest with Testing Library and pnpm for efficient, terminal-native debugging of your SvelteKit components.

Review a Pull Request in GraalVM with Atlas in 2026

In 2026, GraalVM developers use Atlas to review pull requests, catching subtle bugs by examining full file context and checking native-image configurations, ensuring robust native binaries.

Document a Dart Module with a README in 2026 using Atlas

In 2026, Atlas helps Dart developers generate accurate README documentation directly from source code. It uses pub and dart test to ensure docs reflect current module behavior, not outdated plans.

Review a pull request in TensorFlow with Atlas in 2026

Accelerate TensorFlow pull request reviews in 2026 with Atlas. Catch subtle bugs by leveraging deep code context, `pytest`, `uv`, and `black` integration.

Trace a runtime bug from a stack trace in Axum with Atlas in 2026

Pinpoint and fix Axum runtime bugs from production stack traces using Atlas, the terminal-native AI coding agent. Leverage Axum's toolchain for rapid debugging.

Extract a Shared Helper from Duplicated PowerShell Code with Atlas in 2026

Streamline your PowerShell modules in 2026 by extracting duplicated logic into a single, tested helper using Atlas. Leverage Pester and PSScriptAnalyzer for robust refactoring.

Debug a single failing test in C# with Atlas (2026)

Debug one failing xUnit test in C# in 2026 with Atlas: isolate it with a dotnet test filter, walk the call path with the lsp tool, and fix the code, not the assertion.

Extract a Shared Helper from Duplicated Code in SolidJS with Atlas in 2026

Refactor your SolidJS codebase in 2026 by extracting duplicated logic into a shared helper using Atlas. Leverage pnpm, vitest (@solidjs/testing-library), and prettier for a streamlined workflow.

Review a pull request in scikit-learn with Atlas in 2026

In 2026, review scikit-learn pull requests with Atlas. Catch subtle bugs by examining diffs with full context, checking API changes, and running `pytest` and `ruff format`.

Migrate a Deprecated API Across Every Callsite in Groovy with Atlas in 2026

In 2026, use Atlas to systematically migrate deprecated Groovy APIs across your entire codebase. Leverage Spock, Gradle, and Spotless for a safe, verified transition.

Review a Quarkus Pull Request with Atlas in 2026

Review Quarkus pull requests with Atlas in 2026. Atlas uses AI to analyze diffs, run JUnit 5 (@QuarkusTest) tests via Maven, and apply Spotless formatting, catching subtle bugs.

Automate GitHub Issue and Pull Request Triage in C# with Atlas in 2026

Automate GitHub issue and pull request triage for C# projects in 2026 using Atlas. Safely manage workflows, enforce trusted user access, and integrate with dotnet tools like xUnit and NuGet.

Run Atlas Headless in CI for React Projects in 2026

Automate Atlas in your React CI/CD pipeline in 2026. Get machine-readable output for tasks like converting class components or adding Vitest with React Testing Library tests.

Plan a Multi-File Change Before Editing in Blazor with Atlas in 2026

Design and review complex, multi-file Blazor changes with Atlas in 2026, ensuring architectural integrity and team alignment before writing a single line of C# or .razor code. Leverage Atlas's plan agent for safe

Diagnose a hanging or long-running command in Spring with Atlas in 2026

In 2026, Spring developers use Atlas to diagnose hanging or slow Maven builds, JUnit 5 tests, and Spotless formatting tasks, ensuring their projects remain unblocked and efficient.

Run Atlas Headless in CI for Unity Projects in 2026

Automate C# code changes in Unity CI pipelines with Atlas. Run Atlas headless to refactor MonoBehaviour scripts, add Unity Test Framework tests, and format code with dotnet format, getting machine-readable output.

Onboard to an Unfamiliar Symfony Codebase with Atlas in 2026

Atlas helps Symfony developers quickly build a mental model of unfamiliar code. Semantic search, code navigation, and safe exploration reveal services, entities, and controllers.

Review a Pull Request in Apache Spark with Atlas in 2026

Streamline Apache Spark pull request reviews in 2026 with Atlas. Catch critical PySpark bugs like skewed joins or accidental collect() calls using real toolchain commands.

Automate GitHub Issue and Pull Request Triage in Kotlin with Atlas in 2026

Automate GitHub issue and pull request triage in Kotlin with Atlas. Learn how Atlas integrates with Gradle and ktlint to safely manage PRs and issues for trusted users in 2026.

Self-Review Your Working Diff Before Committing in Python With Atlas (2026)

How to self-review a Python working diff before committing with Atlas in 2026: read the whole diff, grep for leftover breakpoints, then run pytest and ruff format.

Audit a Remix Repo with Parallel Subagents in Atlas (2026)

Sweep your Remix repository for issues without context window limits. Atlas uses parallel subagents to audit `loader` and `action` exports, `vitest` configurations, and `prettier` formatting across your codebase

Upgrade a Dependency and Fix Breakage in Echo with Atlas in 2026

Learn how Atlas helps Echo developers in 2026 upgrade major dependencies, automatically fixing `go mod` conflicts, compiler errors, and `go test (httptest)` failures. Streamline your Echo migration workflow.

Plan a Multi-File Change Before Editing in PyTorch with Atlas in 2026

Design and review complex, multi-file PyTorch changes with Atlas's plan agent before modifying a single line of code. Leverage real PyTorch tools like pytest and uv.

Automate GitHub Issue and Pull Request Triage in Expo with Atlas in 2026

Streamline GitHub issue and PR triage for Expo apps in 2026 using Atlas. Automate responses safely, ensuring only trusted users trigger actions within your app.json or app.config.ts projects.

Automate GitHub Issue and Pull Request Triage in Perl with Atlas in 2026

Streamline GitHub issue and pull request triage for your Perl projects in 2026 using Atlas. Automate responses safely with `cpanm`, `prove (Test2::V0)`, and `perltidy` integration, ensuring trusted user control.

Audit an Astro Repository with Parallel Subagents in Atlas in 2026

Sweep an entire Astro repository for problems without exceeding your main session's context window using Atlas's parallel subagents. Leverage `pnpm`, `vitest`, and `prettier` for efficient, focused audits.

Automate GitHub issue and pull request triage in Dart with Atlas in 2026

Automate GitHub issue and pull request triage for your Dart projects with Atlas. Safely respond to events, manage dependencies with `pub`, and ensure code quality with `dart format`.

Onboard to an Unfamiliar Zig Codebase with Atlas in 2026

In 2026, Atlas helps Zig developers quickly build a mental model of unfamiliar codebases. Leverage semantic search, understand comptime, and integrate with zig build test, zig fetch, and zig fmt.

Refactor a Legacy WebAssembly Module with Atlas in 2026

In 2026, refactor WebAssembly modules safely with Atlas. Map public surfaces, pin behavior with wasm-pack test, and apply structural changes with diff approval.

Rename a symbol across the repo in React Native with Atlas in 2026

Effortlessly rename functions, classes, or constants across your React Native codebase in 2026 with Atlas. Leverage LSP, grep, and precise edits for accurate, safe refactoring.

Locate where a behavior is implemented in Bun with Atlas in 2026

Pinpoint the exact file and symbol responsible for any behavior in your Bun codebase using Atlas. Leverage semantic search, `grep`, and LSP tools for precise results and a streamlined workflow.

Automate GitHub Issue and Pull Request Triage in Python with Atlas (2026)

Wire the atlas github command into a Python repo's workflow in 2026. Require MODEL in provider/model form, gate on write permission, and verify with pytest and ruff format.

Add a Regression Test for a Java Bug Fix with Atlas (2026)

Lock a Java defect down in 2026 with a test that goes red before the fix and green after. Atlas proves both states from the real exit code, then patches with edit.

Refactor a Legacy PowerShell Module with Atlas in 2026

Safely refactor legacy PowerShell modules in 2026 with Atlas, the terminal-native AI coding agent. Maintain behavior, prevent breaking changes, and integrate with Pester and PSScriptAnalyzer.

Document a SolidJS Module with a README in 2026 using Atlas

In 2026, Atlas helps SolidJS developers generate accurate READMEs for modules by analyzing live code, ensuring documentation reflects current implementation, not outdated plans. It integrates with your existing SolidJS

Onboard to an Unfamiliar Blazor Codebase with Atlas in 2026

Quickly build a working mental model of any Blazor repository in 2026 using Atlas. Leverage semantic search, `dotnet test (bUnit)`, and `NuGet` to understand code without reading every file.

Refactor a legacy module in Echo with Atlas in 2026

In 2026, refactor legacy Echo modules with Atlas to restructure code without breaking existing callers. Leverage `go test (httptest)` and `gofumpt` for verified, safe changes, ensuring your Echo service remains robust.

Locate Blazor Behavior Implementations with Atlas in 2026

Discover how Atlas, the terminal-native AI coding agent, helps Blazor developers in 2026 pinpoint exact file and symbol locations for application behaviors, integrating with the .NET toolchain.

Locate Where a Behavior is Implemented in React Native with Atlas in 2026

Pinpoint the exact file and symbol for any React Native behavior using Atlas's semantic search, grep, and LSP tools. Accelerate debugging and feature development in your 2026 React Native projects.

Diagnose a Hanging or Long-Running Command in Flutter with Atlas in 2026

In 2026, Flutter developers use Atlas to diagnose hanging or slow `flutter test` and `pub` commands. Quickly identify if a process is blocked on input or genuinely slow, and get unstuck.

Self-review your working diff before committing in dbt with Atlas in 2026

Catch your own dbt mistakes before they reach review or CI. Atlas helps dbt developers self-review uncommitted changes, run dbt test, and format with sqlfmt in 2026.

Review a Fortran Pull Request with Atlas in 2026

Streamline Fortran pull request reviews in 2026 with Atlas. Leverage `fpm`, `fprettify`, and `gfortran` diagnostics to catch subtle bugs and ensure robust code quality.

Add a Regression Test for a Phoenix Bug Fix with Atlas in 2026

Lock in Phoenix bug fixes with Atlas by writing red-green regression tests. Use `mix test (ExUnit)` and `mix format` to ensure code quality and prevent future regressions in your Phoenix application.

Review a COBOL Pull Request with Atlas in 2026

Review COBOL pull requests efficiently with Atlas in 2026. Leverage Atlas's AI to understand PIC clauses, run COBOL Check tests, and ensure fixed-format compliance for your mainframe applications.

Run Atlas Headless in CI for Vue Projects in 2026

Automate Vue development workflows in CI with Atlas. Learn how to run Atlas headless, integrate with pnpm and Vitest, and get machine-readable output for your Vue.js projects.

Automate GitHub Issue and Pull Request Triage in React with Atlas in 2026

Streamline GitHub issue and pull request triage for your React projects in 2026 using Atlas. Automate responses, enforce safety, and integrate with your existing pnpm, Vitest, and Prettier workflows.

Audit a Polars Repository with Parallel Subagents in Atlas, 2026

In 2026, Polars developers use Atlas to sweep entire repositories for code issues. Leverage parallel subagents to audit Polars LazyFrame chains and optimize queries without blowing your context window.

Upgrade a Dependency and Fix Breakage in Expo with Atlas in 2026

Streamline dependency upgrades in your Expo projects with Atlas in 2026. Automatically bump major versions, fix compile errors, and repair jest-expo test failures using real Expo tools and workflows.

Debug a single failing test in Haskell with Atlas in 2026

Pinpoint and fix failing Haskell tests with Atlas, the terminal-native AI coding agent. Leverage hspec, cabal, and fourmolu for precise, type-aware debugging.

Trace a runtime bug from a stack trace in Three.js with Atlas in 2026

Pinpoint Three.js runtime bugs from production stack traces using Atlas in 2026. Go from a file:line error to a fix and regression test, all without attaching a debugger.

Review a Pull Request in Solidity with Atlas in 2026

Atlas helps Solidity developers in 2026 review pull requests by providing deep context, running `forge test`, and checking for vulnerabilities. Catch subtle bugs in your smart contracts and ensure robust code quality.

Document a Julia Module with a README using Atlas in 2026

For Julia developers in 2026, Atlas generates accurate README documentation directly from your module's source code, reflecting its current behavior. It leverages Pkg.test (Test.jl) and Project.toml for precise

Rename a symbol across the repo in Assembly with Atlas in 2026

Refactor x86-64 and ARM64 Assembly code with Atlas in 2026. Rename functions, classes, or constants across your entire codebase, ensuring accuracy with `lsp` and `grep`.

Document a Module README in Unreal Engine with Atlas in 2026

Learn how Atlas, the terminal-native AI coding agent, helps Unreal Engine developers in 2026 generate accurate README documentation for modules by analyzing UCLASS, UFUNCTION, and Build.cs files.

Automate GitHub Issue and Pull Request Triage in Qwik with Atlas in 2026

Automate GitHub issue and pull request triage in your Qwik projects with Atlas. Leverage Atlas's AI agent to respond to events, ensuring safety and trusted user access in 2026.

Review a pull request in Groovy with Atlas in 2026

For Groovy developers in 2026, Atlas streamlines pull request reviews by integrating directly with Gradle, Spock, and Spotless. Catch subtle bugs and ensure code quality.

Write Unit Tests for Untested PyTorch Code with Atlas in 2026

Add real unit tests to untested PyTorch modules using Atlas. Leverage pytest, uv, and ruff format to match existing repo conventions and ensure code quality.

Rename a symbol across the repo in Bun with Atlas in 2026

Rename functions, classes, or constants across your Bun project with Atlas in 2026. Atlas uses LSP, grep, and `bun test` for precise, verified refactoring.

Review a Pull Request in F# with Atlas in 2026

In 2026, F# developers use Atlas to review pull requests, leveraging its deep understanding of .fsproj files, discriminated unions, and dotnet test (Expecto) to catch subtle bugs.

Review a Pull Request in Fastify with Atlas in 2026

In 2026, Fastify developers use Atlas to review pull requests, catching subtle bugs beyond line-by-line diffs. Leverage `node:test (fastify.inject)`, `npm`, and `prettier` for comprehensive code quality.

Rename a symbol across the repo in Symfony with Atlas in 2026

Efficiently rename functions, classes, or constants across your Symfony 2026 codebase with Atlas. Leverage LSP, grep, and automated diffs for precise, safe refactoring, ensuring no references are missed.

Research a third-party API before integrating it in Echo with Atlas in 2026

Echo developers in 2026 use Atlas to research third-party APIs, fetching current documentation and integrating it with `go mod` and `go test (httptest)`. Ensure accurate API shape before writing code.

Locate Phoenix Behavior with Atlas in 2026

Phoenix developers in 2026 can use Atlas to pinpoint exact file and symbol implementations for behaviors, leveraging semantic search, grep, and LSP tools across their Elixir and Phoenix codebase.

Rename a symbol across the repo in Fortran with Atlas in 2026

Refactor Fortran code with Atlas in 2026. Rename functions, classes, or constants across your entire repository using fpm, fprettify, and precise AST-based tools.

Onboard to an Unfamiliar Axum Codebase in 2026 with Atlas

Quickly build a mental model of any Axum repository in 2026 using Atlas. Leverage semantic search, real Axum toolchain commands like cargo nextest, and permission-gated AI.

Run the Erlang Test Suite and Triage Failures with Atlas in 2026

Erlang developers in 2026 use Atlas to efficiently triage rebar3 eunit test failures, transforming extensive red output into a prioritized list of distinct root causes for rapid resolution.

Add a Regression Test for an Angular Bug Fix with Atlas in 2026

Lock in Angular bug fixes with Atlas by writing red-first regression tests. Learn how Atlas integrates with ng test, pnpm, and your Angular CLI project.

Automate GitHub issue and pull request triage in Scala with Atlas in 2026

Automate GitHub issue and pull request triage for Scala projects in 2026 using Atlas. Learn how Scala developers can integrate Atlas with sbt and scalafmt for safe, AI-driven workflow automation.

Diagnose a Hanging or Long-Running Command in C# with Atlas (2026)

Work out whether a dotnet build is genuinely slow or silently blocked on input, using Atlas in 2026, and get NuGet restore and dotnet test unstuck for good.

Extract a Shared Helper from Duplicated Code in Apache Airflow with Atlas in 2026

Streamline your Apache Airflow DAGs in 2026 by extracting duplicated logic into a shared, tested helper using Atlas. Find semantic duplicates, create new modules, and apply changes with confidence.

Extract a Shared Helper from Duplicated Apache Spark Code with Atlas in 2026

Atlas helps Apache Spark developers in 2026 refactor duplicated PySpark logic into a single, tested helper. Leverage `pytest`, `uv`, and `ruff format` for efficient, reviewable code consolidation.

Onboard to an Unfamiliar Angular Codebase With Atlas (2026)

Build a mental model of an unfamiliar Angular workspace with Atlas: codebase_search for meaning, glob for the layout, and a read-only explore subagent for wide sweeps.

Research a Third-Party API Before Integrating It in Remix with Atlas in 2026

Streamline third-party API research for your Remix applications with Atlas. Discover how Atlas uses websearch and webfetch to get current API shapes, ensuring accurate integrations into Remix loaders and actions, and

Run the Test Suite and Triage Failures in .NET with Atlas in 2026

In 2026, Atlas helps .NET developers efficiently triage xUnit test failures. Turn a wall of red output from `dotnet test` into a prioritized list of distinct root causes.

Run Atlas headless in CI in R in 2026

Run Atlas headless in your R CI pipelines in 2026 to automate code generation, testing with `testthat`, and formatting with `Air`. Get machine-readable JSON output for direct integration.

Upgrade a dependency and fix the breakage in Perl with Atlas in 2026

Effortlessly upgrade Perl dependencies and resolve breaking changes with Atlas in 2026. Leverage Atlas to manage `cpanm` upgrades, fix `Test2::V0` failures, and apply `perltidy` formatting.

Debug a single failing test in Electron with Atlas in 2026

Pinpoint and fix failing Electron tests quickly in 2026 using Atlas. Leverage `@playwright/test` and `npm` to debug main and renderer processes efficiently, ensuring code quality and security.

Document a Module with a README in Groovy with Atlas in 2026

For Groovy developers in 2026, Atlas generates accurate READMEs by analyzing current source code, integrating with Gradle, Spock, and Spotless for reliable documentation.

Run Atlas Headless in CI for Fiber Applications in 2026

Integrate Atlas into your Fiber CI/CD pipelines in 2026 to automate code tasks. Run Atlas headless, get machine-readable output, and ensure safety with pre-approved permissions for your Fiber codebase.

Extract a Shared Helper from Duplicated Code in Three.js with Atlas in 2026

Refactor your Three.js codebase in 2026 by extracting duplicated logic into a single, tested helper using Atlas. Prevent GPU memory leaks and improve performance.

Upgrade a Dependency and Fix Breakage in scikit-learn with Atlas in 2026

As a scikit-learn developer in 2026, use Atlas to direct upgrade dependencies with uv, fix API breakages, and ensure code quality with pytest and ruff format.

Write unit tests for untested code in Perl with Atlas in 2026

In 2026, use Atlas to write unit tests for untested Perl modules. Atlas understands your cpanm dependencies and Test2::V0 conventions, ensuring new tests fit your existing codebase.

Refactor a legacy module in React with Atlas in 2026

Refactor legacy React modules safely in 2026 with Atlas. Use pnpm, Vitest with React Testing Library, and prettier to restructure code without breaking existing callers, ensuring behavior remains unchanged.

Debug a single failing test in Tauri with Atlas in 2026

Pinpoint and fix failing Tauri tests efficiently with Atlas. Leverage cargo test, lsp navigation, and permission-gated edits to debug Rust core and webview issues.

Run the test suite and triage the failures in Crystal with Atlas in 2026

In 2026, Crystal developers use Atlas to efficiently run `crystal spec`, analyze extensive test output, and prioritize distinct root causes for failures, streamlining the debugging workflow.

Self-review your working diff before committing in MATLAB with Atlas in 2026

Catch your own mistakes in uncommitted MATLAB code diffs before they reach review or CI. Atlas helps MATLAB developers in 2026 self-review changes, run `matlab.unittest (runtests)`, and apply `MATLAB Format Code` for

Extract a Shared Helper from Duplicated Godot Code with Atlas in 2026

Refactor duplicated GDScript logic in Godot projects with Atlas. Find semantic copies, create shared helpers, and replace code with atomic, test-verified patches using GUT and gdformat.

Rename a symbol across the repo in WebAssembly with Atlas in 2026

In 2026, Atlas helps WebAssembly developers rename functions, classes, or constants across their entire codebase with precision. It integrates with `wasm-pack`, `cargo`, and `rustfmt` for verified, safe refactoring.

Locate Where a Behavior is Implemented in PyTorch with Atlas in 2026

Pinpoint the exact file and symbol responsible for a behavior in your PyTorch codebase using Atlas. Leverage semantic search, grep, and LSP tools for precise results.

Review a Pull Request in SQL with Atlas in 2026

In 2026, SQL developers use Atlas to review pull requests, catching subtle bugs beyond line-by-line diffs. Atlas integrates with pgTAP and Flyway migrations for comprehensive SQL code review.

Review a Pull Request in PowerShell with Atlas in 2026

Review PowerShell pull requests efficiently with Atlas in 2026. Leverage Atlas to analyze diffs, check Pester tests, and ensure code quality across your .psm1 modules, catching subtle bugs with deep context.

Extract a shared helper from duplicated code in Electron with Atlas in 2026

In 2026, Electron developers use Atlas to efficiently extract shared helpers from duplicated code, leveraging semantic search to refactor logic across main and renderer processes. Streamline your Electron codebase.

Document a Module with a README in Unity with Atlas in 2026

Generate accurate README documentation for your Unity C# modules in 2026 using Atlas. Ensure docs reflect current code behavior, not outdated plans, leveraging Unity's toolchain.

Trace a runtime bug from a stack trace in Apache Airflow with Atlas in 2026

Pinpoint and fix runtime bugs in Apache Airflow DAGs using Atlas, the terminal-native AI coding agent. Go from a production stack trace to a precise fix without a debugger attached.

Add a Regression Test for a WebAssembly Bug Fix with Atlas in 2026

Lock in WebAssembly bug fixes with Atlas. Learn how to write failing tests, apply fixes, and validate with `wasm-pack test` and `cargo (wasm-bindgen)` for robust Wasm development in 2026.

Review a Pull Request in Deno with Atlas in 2026

In 2026, Deno developers use Atlas to review pull requests, leveraging its deep understanding of `deno.json` and `deno test`. Catch subtle bugs by examining full file context and verifying changes with Deno's built-in

Onboard to an Unfamiliar Clojure Codebase with Atlas in 2026

In 2026, Clojure developers use Atlas to quickly build a mental model of new repositories. Leverage `deps.edn`, `kaocha`, and `cljfmt` with AI-powered code exploration.

Write Unit Tests for Untested Code in Terraform HCL with Atlas in 2026

In 2026, use Atlas to write robust unit tests for your Terraform HCL modules. Atlas leverages `terraform test` and existing repo conventions to ensure high-quality infrastructure code.

Locate Where a Behavior is Implemented in Apache Airflow with Atlas in 2026

Pinpoint the exact file and symbol responsible for any behavior in Apache Airflow using Atlas. Leverage semantic search, grep, and LSP tools for precise code navigation.

Onboard to an unfamiliar codebase in NestJS with Atlas in 2026

Quickly build a mental model of any NestJS codebase using Atlas. Leverage semantic search, AST indexing, and permission-gated tools to understand modules, providers, and DTOs without reading every file.

Self-review your working diff before committing in Lua with Atlas in 2026

Catch your own mistakes in Lua code before committing. Atlas helps Lua developers in 2026 review uncommitted diffs, run `busted` tests, and apply `stylua` formatting.

Run Atlas Headless in CI for Pandas Workflows in 2026

Automate Pandas code improvements in CI with Atlas. Get machine-readable output, integrate with pytest (assert_frame_equal), uv, and ruff format for robust, non-interactive workflows.

Debug a single failing test in WebAssembly with Atlas in 2026

Debug a single failing WebAssembly test efficiently with Atlas in 2026. Learn to use `wasm-pack test` and `cargo wasm-bindgen` to pinpoint and fix code issues at the WebAssembly boundary.

Upgrade a dependency and fix the breakage in Nim with Atlas in 2026

Nim developers in 2026 can use Atlas to direct upgrade dependencies, fixing compile and test failures. Atlas integrates with nimble, nph, and unittest.

Write Unit Tests for Untested Nim Code with Atlas in 2026

In 2026, Nim developers use Atlas to write unit tests for untested modules, leveraging `nimble test` and `nph` to match existing repo conventions and ensure code quality. Atlas integrates direct with the Nim

Run Atlas Headless in CI with TensorFlow in 2026

Automate TensorFlow model optimization and testing in CI pipelines using Atlas. Learn to run Atlas headless with `uv`, `pytest`, and `black` for machine-readable output in 2026.

Self-review your working diff before committing in scikit-learn with Atlas in 2026

Catch your own mistakes in scikit-learn before committing. Atlas helps scikit-learn developers in 2026 self-review uncommitted diffs, run `pytest`, and apply `ruff format` to ensure code quality.

Run Atlas Headless in CI for Perl Projects in 2026

Integrate Atlas into your Perl CI pipeline for headless, non-interactive code changes. Get machine-readable output, manage permissions, and use `cpanm` and `prove (Test2::V0)` with Atlas in 2026.

Run Atlas Headless in CI with Astro in 2026

Automate Astro development workflows in CI with Atlas. Learn to run Atlas headless, integrate with pnpm and vitest, and get machine-readable output for your Astro projects in 2026.

Audit a repo with parallel subagents in Apache Spark with Atlas in 2026

Sweep PySpark repositories for common issues like `collect()` calls or skewed joins using Atlas's parallel subagents. Leverage `pytest` and `ruff format` for robust Spark code audits.

Diagnose a Hanging or Long-Running dbt Command with Atlas in 2026

Diagnose hanging dbt commands in 2026 with Atlas. Quickly determine if your `dbt build` or `dbt test` is genuinely slow or silently blocked on input, and get it unstuck.

Plan a Multi-File Change Before Editing in Flask with Atlas in 2026

Design and review complex, multi-file changes in your Flask application using Atlas's plan agent. Get feedback before modifying a single line of code.

Audit a repo with parallel subagents in MATLAB with Atlas in 2026

Sweep your MATLAB repository for issues without context window limits. Atlas uses parallel subagents to audit .m files, classdef blocks, and matlab.unittest test classes efficiently.

Refactor a legacy module in Nuxt with Atlas in 2026

Streamline your Nuxt 3 project by refactoring legacy modules with Atlas. Safely restructure code, maintain behavior, and prevent breaking changes using `vitest` and `pnpm` in 2026.

Plan a Multi-File Change Before Editing in Astro with Atlas in 2026

Design and review complex, multi-file changes in your Astro project before writing a single line of code. Atlas, the terminal-native AI agent, integrates with pnpm, vitest, and prettier (prettier-plugin-astro) to ensure

Document a Polars Module with a README in 2026 using Atlas

In 2026, Atlas helps Polars developers create accurate READMEs directly from source code. It leverages `pytest`, `uv`, and `ruff format` to ensure documentation reflects current behavior, not outdated plans.

Automate GitHub Issue and Pull Request Triage in Lua with Atlas in 2026

Streamline GitHub issue and pull request triage for your Lua projects using Atlas. Leverage real Lua tools like busted, luarocks, and stylua within a secure, permission-gated workflow.

Debug a single failing test in Axum with Atlas in 2026

Pinpoint and fix failing Axum tests with Atlas. Leverage `cargo nextest` for isolation, `lsp` for call graph analysis, and controlled code edits to ensure robust Axum applications in 2026.

Diagnose a Hanging or Long-Running Command in Bun with Atlas in 2026

Pinpoint why your Bun scripts or builds are stuck in 2026. Atlas helps Bun developers diagnose if a command is genuinely slow or silently blocked on input, providing clear steps to get unstuck.

Migrate a deprecated API across every callsite in Assembly with Atlas in 2026

Migrate deprecated Assembly functions or modules across your entire codebase with Atlas. Ensure no caller is missed, validate changes with make check, and maintain asmfmt consistency.

Plan a multi-file change before editing in PHP with Atlas (2026)

Design a multi-file PHP change before any edit lands. Atlas's plan agent denies edit outside .atlas/plans/*.md, and plan_exit gates the handoff to the build agent.

Rename a symbol across the repo in Expo with Atlas in 2026

In 2026, rename functions, classes, or constants across your Expo project with Atlas. Leverage `lsp` for precise references, `grep` for comments, and `edit` for safe, approved changes, ensuring your `jest-expo` tests

Review a Pull Request in Objective-C with Atlas in 2026

Streamline Objective-C pull request reviews in 2026 with Atlas. Catch subtle bugs by examining full file context, checking `findReferences` for signature changes, and running `XCTest`.

Run Atlas Headless in CI for C Projects in 2026

Automate C code quality and refactoring in CI pipelines with Atlas. Run Atlas headless to get machine-readable output for Unity via ctest, Conan, and clang-format projects in 2026.

Rename a symbol across the repo in R with Atlas in 2026

In 2026, R developers use Atlas to safely rename functions, classes, or constants across their codebase. Atlas leverages `lsp`, `grep`, and `edit` to ensure accurate refactoring, integrating with `testthat` and `renv`

Migrate a Deprecated API Across Every Callsite in NestJS with Atlas in 2026

Efficiently migrate deprecated APIs across your NestJS codebase using Atlas. Leverage `lsp`, `todowrite`, and `apply_patch` to ensure no callsite is missed, with `jest` and `prettier` integration for a robust workflow.

Research a third-party API before integrating it in Nim with Atlas in 2026

Nim developers in 2026 use Atlas to efficiently research third-party APIs. Learn how Atlas leverages websearch and webfetch to get current API shapes, ensuring accurate integrations in your Nim projects.

Trace a Runtime Bug from a Stack Trace in C# with Atlas (2026)

Go from a production C# stack trace to the responsible line with Atlas in 2026, without a debugger attached, then lock the fix in with xUnit via dotnet test.

Automate GitHub Issue and Pull Request Triage in Flask with Atlas in 2026

Streamline GitHub issue and pull request triage in your Flask applications using Atlas. Safely automate responses, enforce trusted user access, and integrate with `uv`, `pytest (app.test_client)`, and `ruff format`

Upgrade a Dependency and Fix Breakage in NestJS with Atlas in 2026

In 2026, Atlas helps NestJS developers upgrade dependencies and resolve compile and test failures. It drives `pnpm`, interprets `jest` output, and applies fixes with precision.

Extract a shared helper from duplicated code in Zig with Atlas in 2026

In 2026, Zig developers use Atlas to identify and refactor duplicated logic into a single, tested helper. Leverage semantic search, precise patching, and integrate with zig build test and zig fmt.

Research a Third-Party API Before Integrating it in dbt with Atlas in 2026

Learn how dbt developers use Atlas in 2026 to research external APIs, fetch documentation, and integrate new data sources with confidence, ensuring proper `ref()` calls and schema tests.

Write unit tests for untested code in Angular with Atlas in 2026

Boost your Angular testing workflow in 2026. Atlas helps Angular developers add unit tests to untested modules, matching existing repo conventions using `ng test` and `pnpm`.

Trace a runtime bug from a stack trace in Flask with Atlas in 2026

Pinpoint Flask runtime bugs from production stack traces in 2026 using Atlas, the terminal-native AI coding agent. Quickly identify the responsible line and apply fixes without a debugger, integrating with pytest and uv.

Write Unit Tests for Untested Next.js Code with Atlas in 2026

In 2026, Atlas helps Next.js developers write unit tests for untested code using Vitest and React Testing Library. Automate test generation, match existing conventions, and ensure code quality in your Next.js projects

Refactor a legacy module in Python with Atlas (2026)

Refactor a legacy Python module with Atlas in 2026: enumerate callsites with lsp findReferences, restructure with apply_patch, and prove behavior with pytest.

Write Unit Tests for Untested Code in Fastify with Atlas in 2026

In 2026, Atlas helps Fastify developers add robust unit tests to untested modules, matching existing repo conventions using node:test (fastify.inject) and npm.

Onboard to an Unfamiliar Express Codebase with Atlas in 2026

Quickly build a working mental model of any Express.js codebase in 2026 using Atlas. Leverage semantic search, `npm` insights, and `mocha (supertest)` to understand middleware and routing without reading every file.

Upgrade a Dependency and Fix Breakage in Astro with Atlas in 2026

In 2026, Astro developers use Atlas to efficiently upgrade dependencies and resolve compile or test failures. Atlas drives pnpm, fetches changelogs, and fixes code across .astro islands and content collections, ensuring

Self-review your working diff before committing in PHP with Atlas in 2026

Catch your own mistakes in PHP code before they reach a reviewer or CI. Atlas helps PHP developers in 2026 self-review uncommitted diffs, run PHPUnit tests, and apply PHP-CS-Fixer formatting.

Refactor a legacy module in TypeScript with Atlas (2026)

Refactor a legacy TypeScript module in 2026 with Atlas: map callsites with lsp findReferences, restructure with apply_patch, and prove behavior with vitest.

Run Atlas Headless in CI with Laravel in 2026

Run Atlas non-interactively in your Laravel CI pipeline in 2026. Get machine-readable output, integrate with Pest and Composer, and ensure safety with pre-approved tools.

Migrate a deprecated API across every callsite in Lua with Atlas in 2026

Migrate deprecated Lua APIs across your entire codebase with Atlas in 2026. Leverage lsp for complete callsite enumeration, apply_patch for safe refactoring, and integrate with busted, luarocks, and stylua for a

Run Atlas Headless in CI in Erlang with Atlas in 2026

Automate Erlang development in CI/CD with Atlas. Run Atlas headless, integrate with rebar3 and erlfmt, and get machine-readable output for Erlang/OTP projects in 2026.

Document a module with a README in PowerShell with Atlas in 2026

In 2026, Atlas helps PowerShell developers generate accurate README documentation directly from module source code. It leverages lsp for API enumeration, read for implementation details, and bash for verification

Automate GitHub Issue and Pull Request Triage in Astro with Atlas for 2026

Automate GitHub issue and pull request triage in your Astro projects with Atlas in 2026. Safely manage contributions, enforce trusted user access, and streamline workflows using `pnpm` and `vitest`.

Upgrade a dependency and fix the breakage in Express with Atlas in 2026

In 2026, Atlas helps Express developers upgrade major dependencies and resolve all resulting compile and test failures. Leverage `npm`, `mocha`, and `prettier` with AI assistance to streamline your migration.

Migrate a deprecated API across every callsite in Solidity with Atlas in 2026

Migrate deprecated Solidity APIs across your entire codebase with Atlas. Leverage forge test, soldeer, and forge fmt for a complete, verified, and safe transition in your Foundry project.

Document a Java Module with a README using Atlas in 2026

In 2026, Atlas helps Java developers create accurate, up-to-date README documentation for modules. It leverages Maven, JUnit 5, and Spotless to reflect current code behavior.

Add a Regression Test for a Bug Fix in FastAPI with Atlas in 2026

Lock in FastAPI bug fixes with Atlas in 2026. Learn to write regression tests that fail before the fix and pass after, using `pytest (httpx AsyncClient)` and `uv` for robust development.

Review a pull request in Apache Airflow with Atlas in 2026

Streamline Apache Airflow pull request reviews in 2026 with Atlas. Catch subtle bugs in DAG definitions, task dependencies, and top-level code using AI-powered context and real Airflow tools.

Automate GitHub Issue and Pull Request Triage in FastAPI with Atlas in 2026

Automate GitHub issue and pull request triage in your FastAPI projects with Atlas. Leverage Pydantic models and `Depends()` for safe, trusted AI responses in 2026.

Onboard to an unfamiliar codebase in Nim with Atlas in 2026

Quickly build a mental model of any Nim codebase in 2026 using Atlas. Leverage nimble, nph, and semantic search to understand new projects without reading every file.

Automate GitHub Issue and Pull Request Triage in PyTorch with Atlas in 2026

Streamline PyTorch issue and PR triage with Atlas in 2026. Automate responses, run `pytest` and `ruff format` safely, and ensure trusted user control in your GitHub workflows.

Refactor a legacy module in Rust with Atlas (2026)

Refactor a legacy Rust module in 2026 with Atlas: enumerate callers with the lsp tool's findReferences, restructure with apply_patch, and prove behavior with cargo test.

Rename a Symbol Across Your Lua Repository with Atlas in 2026

Safely rename Lua functions, classes, or constants across your codebase in 2026 with Atlas. Leverage `busted` for tests, `luarocks` for dependencies, and `stylua` for formatting, ensuring accurate, safe refactoring.

Migrate a deprecated API across every callsite in F# with Atlas in 2026

Efficiently migrate deprecated F# APIs across your entire codebase in 2026 using Atlas. Leverage dotnet test (Expecto), NuGet, and fantomas for a verified, complete transition.

Diagnose a Hanging or Long-Running Command in Vue with Atlas in 2026

For Vue developers in 2026, Atlas helps diagnose hanging or long-running `pnpm` scripts or `Vitest` tests. Quickly identify if a command is slow or blocked on input, and get it unstuck.

Self-review your working diff before committing in TensorFlow with Atlas in 2026

TensorFlow developers in 2026 use Atlas to self-review uncommitted diffs, catching mistakes with `pytest`, `black`, and `uv` before code reaches CI or reviewers.

Extract a Shared Helper from Duplicated Fortran Code with Atlas in 2026

Refactor your Fortran codebase in 2026 by extracting shared helpers from duplicated logic. Atlas uses semantic search to find copies and automates the creation of new modules and replacement of calls, all while

Write Unit Tests for Untested Expo Code with Atlas in 2026

Boost your Expo app's reliability in 2026 by adding unit tests with Atlas. Learn how Atlas uses `jest-expo` and `prettier` to integrate new tests direct into your existing codebase, matching your project's

Diagnose a Hanging or Long-Running Command in Remix with Atlas in 2026

Uncover why your Remix builds or scripts are hanging in 2026. Atlas helps diagnose if `pnpm dev` or `vitest` is genuinely slow or silently blocked on input, providing clear steps to get your development unstuck.

Trace a Runtime Bug from a Stack Trace in Blazor with Atlas in 2026

Pinpoint and fix Blazor runtime bugs from production stack traces using Atlas, the terminal-native AI coding agent. Leverage `dotnet test (bUnit)` and `dotnet format` for a robust workflow.

Researching Third-Party APIs for Objective-C Integration with Atlas in 2026

Objective-C developers in 2026 can leverage Atlas to efficiently research third-party APIs, ensuring accurate integration with tools like XCTest, CocoaPods, and clang-format. Get current API shapes and maintain code

Document a Blazor Module with a README using Atlas in 2026

In 2026, Atlas helps Blazor developers generate accurate READMEs for their modules. It uses dotnet test (bUnit) and NuGet to ensure documentation reflects current code, not outdated plans.

Upgrade a Dependency and Fix Breakage in WebAssembly with Atlas in 2026

Effortlessly upgrade WebAssembly dependencies and resolve compile and test failures using Atlas. Leverage real toolchain commands like cargo, wasm-pack test, and rustfmt for a smooth migration.

Document a module with a README in Expo with Atlas in 2026

In 2026, Atlas helps Expo developers create accurate READMEs for modules. It uses lsp, read, and codebase_search to document current code behavior, ensuring documentation reflects reality.

Run Atlas Headless in CI for Node.js Projects in 2026

Automate Atlas sessions in your Node.js CI/CD pipelines. Get machine-readable output for `npm` and `node:test` projects, ensuring safe, non-interactive code changes and reviews.

Locate where a behavior is implemented in Quarkus with Atlas in 2026

Pinpoint Quarkus behavior implementation with Atlas in 2026. Use semantic search, grep, and LSP to find exact files and symbols in your Maven project, ensuring build-time compatibility and code quality.

Rename a symbol across the repo in Tauri with Atlas in 2026

Refactor your Tauri application with Atlas in 2026. Rename functions, classes, or constants across Rust and webview code, ensuring all references are updated safely and accurately.

Rename a symbol across the repo in PyTorch with Atlas in 2026

Effortlessly rename PyTorch functions, classes, or constants across your entire codebase in 2026 with Atlas. Leverage lsp, grep, and edit for precise, verified refactoring.

Onboard to an Unfamiliar dbt Codebase with Atlas in 2026

Atlas helps dbt developers in 2026 quickly build a mental model of new repositories. Leverage semantic search, `ref()` analysis, `dbt test`, and `sqlfmt` to understand complex dbt projects without reading every file.

Review a Pull Request in Spring with Atlas in 2026

In 2026, Spring developers use Atlas to review pull requests, leveraging its AI to analyze diffs, check `JUnit 5 via mvn test` results, and ensure code quality across controllers and services.

Self-review your working diff before committing in Express with Atlas in 2026

Catch your own mistakes in Express service diffs before committing in 2026. Atlas integrates with npm, mocha (supertest), and prettier to streamline self-review, ensuring clean, tested code reaches your team.

Add a Regression Test for a Three.js Bug Fix with Atlas in 2026

Lock in Three.js bug fixes with Atlas by writing red-first regression tests using vitest and npm, ensuring your scenes remain leak-free and performant.

Trace a Runtime Bug from a Stack Trace in Clojure with Atlas in 2026

Pinpoint and fix Clojure runtime bugs from production stack traces using Atlas, the terminal-native AI coding agent. Leverage `deps.edn`, `kaocha`, and `cljfmt` for rapid, verified fixes.

Debug a single failing test in Pandas with Atlas in 2026

In 2026, Pandas developers use Atlas to debug single failing `pytest` tests. Pinpoint issues with `assert_frame_equal`, navigate code with `lsp`, and fix code using `uv` and `ruff format`.

Upgrade a Next.js Dependency and Fix Breakage with Atlas in 2026

Effortlessly upgrade Next.js dependencies like React or Next.js itself in 2026 with Atlas. Fix compile and test failures using pnpm, Vitest, and real compiler output.

Add a regression test for a bug fix in PHP with Atlas (2026)

Add a PHP regression test for a bug fix in 2026: Atlas proves the PHPUnit test fails red first, applies the fix with edit, and re-runs the same command to prove green.

Atlas: Keeping AI Coding in a Terminal-First Workflow for Platform Engineering Teams

Atlas enables platform engineering teams in 2026 to maintain a terminal-first AI coding workflow. Its Terminal-native TUI, rendered with SolidJS and OpenTUI, provides model assistance directly in the terminal.

Upgrade a dependency and fix the breakage in Symfony with Atlas in 2026

In 2026, Symfony developers use Atlas to direct upgrade dependencies with Composer, fix compile and test failures with PHPUnit, and ensure code quality with PHP-CS-Fixer. Streamline your migration workflow.

Run Atlas Headless in CI for Fastify Applications in 2026

Automate Fastify application development in CI pipelines with Atlas. Learn to run Atlas headless, integrate with `npm` and `node:test (fastify.inject)`, and get machine-readable output for your Fastify projects.

Rename a Symbol Across Your Actix Web Repo with Atlas in 2026

Rename functions, classes, or constants across your Actix Web project with Atlas. Leverage LSP for precise references and `grep` for comprehensive coverage, ensuring accurate refactoring in 2026.

Add a Regression Test for an Apache Spark Bug Fix with Atlas in 2026

Lock in Apache Spark bug fixes with Atlas. Learn how to write failing tests, apply fixes, and verify with pytest (local SparkSession) and uv.

Automate GitHub Issue and Pull Request Triage in Vue with Atlas in 2026

Streamline GitHub issue and pull request triage in your Vue.js projects using Atlas. Configure secure, automated responses for trusted users in 2026, integrating with pnpm, Vitest, and prettier.

Locate Gin Behavior Implementations with Atlas in 2026

For Gin developers in 2026, Atlas pinpoints exact file and symbol locations for behaviors, leveraging semantic search, grep, and LSP tools. Find handler logic, middleware, and binding tag processing with precision.

Add a regression test for a bug fix in SolidJS with Atlas in 2026

Lock in SolidJS bug fixes with Atlas. Add regression tests using `vitest (@solidjs/testing-library)` that fail before and pass after, leveraging `pnpm` and `prettier` for a robust workflow in 2026.

Audit a Solidity Repo with Parallel Subagents in Atlas, 2026

Sweep your Solidity repository for common problems using Atlas's parallel subagents. Identify issues in Foundry projects without blowing your context window, ensuring secure smart contracts.

Debug a single failing test in SolidJS with Atlas in 2026

Pinpoint and fix a single failing SolidJS test using Atlas. Leverage `vitest (@solidjs/testing-library)` and `pnpm` to efficiently debug reactivity issues in your SolidJS applications.

Diagnose a hanging or long-running command in Qwik with Atlas in 2026

In 2026, Qwik developers use Atlas to quickly diagnose why `pnpm build` or `vitest` commands are hanging. Atlas identifies if a script is genuinely slow or blocked on interactive input, providing clear steps to resolve

Audit an F# Repository with Parallel Subagents in Atlas in 2026

Audit F# repositories in 2026 with Atlas's parallel subagents. Sweep code for problems using `dotnet test (Expecto)` and `fantomas` without blowing your main session's context window.

Trace a Runtime Bug from a PowerShell Stack Trace with Atlas in 2026

Pinpoint and fix PowerShell runtime bugs from production stack traces using Atlas. Leverage its AI-powered tools to navigate modules, cmdlets, and Pester tests without a debugger.

Rename a Symbol Across the Repo in Crystal with Atlas in 2026

In 2026, Crystal developers use Atlas to accurately rename functions, classes, and constants across their entire codebase, leveraging `crystal spec` and `shards` for verification.

Trace a runtime bug from a stack trace in Polars with Atlas in 2026

Pinpoint Polars runtime bugs from production stack traces using Atlas. Leverage Atlas's read, grep, and LSP tools to fix issues and add pytest (assert_frame_equal) regression tests.

Trace a runtime bug from a stack trace in dbt with Atlas in 2026

Pinpoint and fix dbt runtime bugs from production stack traces using Atlas, the terminal-native AI coding agent. Leverage `dbt test`, `sqlfmt`, and `dbt deps` for rapid resolution.

Locate Where a Behavior is Implemented in Apache Spark with Atlas in 2026

For Apache Spark developers in 2026, Atlas pinpoints exact file and symbol locations for PySpark behaviors, integrating with your existing `pytest (local SparkSession)` and `ruff format` toolchain.

Diagnose a Hanging or Long-Running Command in Fastify with Atlas in 2026

Quickly diagnose hanging or slow Fastify commands with Atlas. Learn how Atlas identifies blocked input, uses `npm` and `node:test (fastify.inject)` to get your builds unstuck in 2026.

Debug a single failing test in SQL with Atlas in 2026

Debug a single failing SQL test with Atlas in 2026. Use Atlas to pinpoint issues in pgTAP tests, navigate your SQL codebase, and fix production code efficiently. Get precise diffs and approvals.

Automate GitHub Issue and Pull Request Triage in Remix with Atlas in 2026

Streamline GitHub issue and pull request triage for your Remix applications in 2026. Atlas integrates directly into your workflows, using pnpm and vitest to safely automate responses for trusted users.

Debug a single failing test in Symfony with Atlas in 2026

Pinpoint and fix failing Symfony PHPUnit (WebTestCase) tests with Atlas, the terminal-native AI coding agent. Leverage real Symfony commands and file paths.

Write Unit Tests for Untested Code in Fortran with Atlas in 2026

Boost your Fortran codebase in 2026 by adding robust unit tests with Atlas. Learn to use fpm test and fprettify to ensure code quality and maintainability.

Write Unit Tests for Untested Gin Code with Atlas in 2026

In 2026, Atlas helps Gin developers write comprehensive unit tests for existing code. It integrates with `go test` and `httptest` to match repo conventions and ensure robust testing.

Review a Pull Request in Symfony with Atlas in 2026

In 2026, Atlas helps Symfony developers review pull requests by providing deep context beyond the diff. Catch subtle bugs in your bundles, services, and Doctrine entities with intelligent code analysis and real Symfony

Refactor a Legacy Module in Tauri with Atlas in 2026

Streamline legacy module refactoring in Tauri applications with Atlas. Safely restructure Rust and frontend code, ensuring no breaking changes to callers using `cargo test` and `rustfmt`.

Diagnose a Hanging or Long-Running Command in COBOL with Atlas in 2026

Diagnose hanging COBOL commands in 2026 with Atlas. Identify if GnuCOBOL cobc builds or COBOL Check tests are slow or blocked on input, and unblock them using Atlas's AI agent.

Locate Where a Behavior Is Implemented in C with Atlas (2026)

Locate where a behavior is implemented in a C codebase with Atlas in 2026. Combine codebase_search, ripgrep-backed grep, and the lsp tool to find the exact .c file and symbol.

Self-review your working diff before committing in FastAPI with Atlas in 2026

Catch your own mistakes in FastAPI before they reach a reviewer or CI. Learn how Atlas helps FastAPI developers self-review working diffs, run pytest tests, and apply ruff format in 2026.

Self-review your working diff before committing in Objective-C with Atlas in 2026

Catch your own mistakes in Objective-C code before they reach a reviewer or CI. Atlas helps Objective-C developers in 2026 self-review uncommitted diffs, leveraging XCTest, CocoaPods, and clang-format for a robust

Self-Review Your Working Diff Before Committing in TypeScript with Atlas (2026)

How to self-review an uncommitted TypeScript diff with Atlas in 2026: read the working diff, grep for leftovers, revert from snapshots, then run vitest and prettier.

Keeping AI Coding in a Terminal-First Workflow for DevOps Leads with Atlas TUI

Atlas provides terminal-native TUI for DevOps leads in 2026, enabling AI coding within a terminal-first workflow. Maintain model, command, branch, and deployment controls.

Keeping AI Coding in Terminal-First Workflow with TUI Themes for Frontend Engineers in Atlas

Atlas helps frontend engineers in 2026 integrate AI coding into terminal-first workflows. Its TUI theme system, with charcoal-and-blue default, supports direct development.

Atlas for Mobile Developers: Keeping AI Coding in a Terminal-First Workflow with TUI Themes

Atlas helps mobile developers integrate AI coding into a terminal-first workflow using a TUI theme system. Maintain code review and platform build system integrity with Atlas in 2026.

Rename a symbol across the repo in Unreal Engine with Atlas in 2026

Efficiently rename C++ functions, classes, or constants across your Unreal Engine 5.x project in 2026 using Atlas. Leverage LSP, grep, and automated diffs for precise, safe refactoring.

Extract a Shared Helper from Duplicated .NET Code with Atlas in 2026

Refactor duplicated logic in your .NET codebase by extracting shared helpers with Atlas. Leverage semantic search, automated file creation, and atomic patch application for a streamlined workflow in 2026.

Trace a Runtime Bug From a Stack Trace in Elixir with Atlas (2026)

Trace an Elixir runtime bug from a stack trace in 2026 with Atlas: read each frame at its offset, grep for the error message, findReferences the callers, fix, add ExUnit.

Add a Regression Test for a Bug Fix in Dart with Atlas (2026)

Lock in a Dart bug fix in 2026 with red-first discipline. Atlas proves the failure with dart test, records the exit code, applies the fix, and re-runs the same command.

Document a PyTorch Module with a README using Atlas in 2026

In 2026, Atlas helps PyTorch developers generate accurate READMEs for modules by analyzing live code, ensuring documentation reflects current device placement, autograd, and DataLoader configurations.

Diagnose a hanging or long-running command in Scala with Atlas (2026)

Is your sbt build slow or blocked on stdin? Atlas races every command against a timeout and tells you which. A 2026 guide for Scala teams using sbt and scalafmt.

Add a Regression Test for a Bug Fix in Vue with Atlas (2026)

How to add a regression test for a Vue bug fix with Atlas in 2026: write the failing Vitest with Vue Test Utils spec, run it with pnpm, then apply the fix.

Extract a Shared Helper from Duplicated Quarkus Code with Atlas in 2026

Streamline your Quarkus applications in 2026 by extracting duplicated logic into shared, tested helpers using Atlas. Find semantic duplicates, refactor with confidence, and ensure code quality with Maven and JUnit 5.

Document an Astro Module with a README in 2026 using Atlas

Generate accurate, up-to-date READMEs for your Astro modules in 2026 with Atlas. Leverage `pnpm`, `vitest`, and `prettier` to document what your code *actually* does today, not what it was supposed to do a year ago.

Refactor a legacy module in Django with Atlas in 2026

Streamline legacy Django modules in 2026 with Atlas. Safely restructure code, maintain behavior, and prevent breaking changes using `pytest-django`, `uv`, and `ruff format`.

Run Atlas Headless in CI for Express Applications in 2026

Automate Express service development in 2026 CI pipelines with Atlas. Run Atlas headless to get machine-readable output for `mocha (supertest)` tests and `prettier` formatting, ensuring robust Express middleware and

Rename a symbol across the repo in Zig with Atlas in 2026

In 2026, rename Zig functions, classes, or constants across your entire repository with Atlas. Leverage precise LSP references and grep for comprehensive, safe refactoring in your build.zig projects.

Refactor a legacy module in Astro with Atlas in 2026

Learn how Atlas helps Astro developers in 2026 refactor legacy modules. Restructure code, maintain behavior, and prevent breaking changes using `vitest`, `pnpm`, and `prettier` with Atlas's AI-powered tools.

Research a Third-Party API Before Integrating it in Terraform HCL with Atlas in 2026

Terraform HCL developers in 2026 use Atlas to research third-party APIs, understand their shape, and safely integrate them. Atlas leverages websearch, webfetch, and guides you through writing, formatting with `terraform

Research a Third-Party API Before Integrating it in NestJS with Atlas in 2026

Streamline third-party API research for NestJS projects in 2026 with Atlas. Discover how Atlas uses websearch and webfetch to get current API shapes, ensuring your NestJS integration is accurate and secure, then

Debug a Single Failing Test in Fiber with Atlas in 2026

Pinpoint and fix failing Fiber tests using Atlas, the terminal-native AI coding agent. Leverage real Fiber toolchain commands like `go test` and `gofmt` for efficient debugging.

Debug a Single Failing Test in Dart with Atlas (2026)

Debug one failing Dart test with Atlas in 2026: isolate it with dart test, walk the call path with the lsp tool, and fix the code rather than the assertion.

Debug a Single Failing Test in Godot with Atlas in 2026

Pinpoint and fix failing Godot tests with Atlas, the terminal-native AI coding agent. Leverage GUT (Godot Unit Test), GDScript, and gdformat (gdtoolkit) for efficient debugging.

Plan a Multi-File Change Before Editing in Symfony with Atlas in 2026

Design and review complex, multi-file changes in your Symfony application with Atlas, the terminal-native AI coding agent. Get approval before modifying a single line of code.

Run the test suite and triage the failures in Lua with Atlas in 2026

Streamline Lua test triage in 2026. Use Atlas to run `busted` suites, group failures by root cause, and prioritize fixes, transforming a wall of red output into actionable tasks for Lua developers.

Diagnose a Hanging or Long-Running Command in Apache Spark with Atlas in 2026

Quickly diagnose hanging or slow Apache Spark jobs in 2026 with Atlas. Identify if your PySpark script is blocked on input or genuinely slow, then unblock it using Atlas's terminal-native AI agent.

Automate GitHub Issue and Pull Request Triage in Laravel with Atlas in 2026

Streamline GitHub issue and pull request triage for your Laravel projects in 2026 using Atlas. Automate responses safely, ensuring only trusted users trigger actions within your familiar Laravel toolchain.

Automate GitHub Issue and Pull Request Triage in Echo with Atlas in 2026

Streamline GitHub issue and pull request triage for your Echo applications in 2026 using Atlas. Safely automate responses and code changes, ensuring only trusted users trigger workflows and adhering to your `go.mod` and

Review a pull request in Node.js with Atlas in 2026

In 2026, Node.js developers use Atlas to review pull requests, leveraging its AI to fetch diffs, analyze code context, run `node:test` suites, and ensure code quality with `npm` and `prettier`.

Upgrade a Dependency and Fix Breakage in Gin with Atlas in 2026

Atlas empowers Gin developers in 2026 to confidently upgrade major dependencies, automatically resolving compile and test failures using `go mod`, `go test`, and `gofmt`. Streamline your Gin migrations.

Extract a shared helper from duplicated code in Java with Atlas (2026)

How Atlas extracts a shared helper from duplicated Java code in 2026: codebase_search finds semantic copies, apply_patch swaps each callsite, JUnit 5 via mvn test proves it.

Onboard to an Unfamiliar OCaml Codebase with Atlas in 2026

Quickly build a working mental model of any OCaml repository in 2026 using Atlas. Leverage `dune` build rules, `opam` switches, and `.mli` interface files for rapid understanding and safe code exploration.

Audit a Pandas Repository with Parallel Subagents in Atlas, 2026

Sweep your Pandas codebase for common issues like chained assignment or dtype drift using Atlas's parallel subagents. Maintain context and fix problems efficiently in 2026.

Automate GitHub Issue and Pull Request Triage in Deno with Atlas in 2026

Streamline GitHub issue and pull request triage in your Deno projects using Atlas. Leverage Deno's built-in toolchain for secure, permission-gated AI automation directly from GitHub Actions.

Diagnose a hanging or long-running command in scikit-learn with Atlas in 2026

Quickly diagnose hanging or slow scikit-learn commands like `pytest` or `uv` with Atlas. Learn how Atlas identifies blocked input versus genuine slowness to get your build unstuck in 2026.

Rename a symbol across the repo in scikit-learn with Atlas in 2026

Effortlessly rename functions, classes, or constants across your scikit-learn codebase with Atlas in 2026. Leverage LSP, grep, and precise edits for accurate, safe refactoring.

Add a Regression Test for a Bug Fix in Erlang with Atlas in 2026

Lock in Erlang bug fixes with Atlas in 2026. Learn to write failing regression tests using rebar3 eunit, apply fixes, and confirm passes, all with Atlas's terminal-native AI agent.

Locate where a behavior is implemented in SolidJS with Atlas in 2026

In 2026, SolidJS developers use Atlas to pinpoint exact file and symbol implementations. Leverage semantic search, grep, and LSP for `createSignal` and component behaviors.

Trace a runtime bug from a stack trace in Nuxt with Atlas in 2026

Pinpoint Nuxt runtime bugs from production stack traces using Atlas in 2026. Leverage Atlas to navigate `pages/` routes, `composables/` auto-imports, and `server/api/` Nitro handlers, ensuring a swift fix and regression

Audit an Objective-C Repo with Parallel Subagents in 2026 using Atlas

Sweep your Objective-C codebase for issues without blowing your context window. Atlas uses parallel subagents to audit .h and .m files, XCTest, and CocoaPods.

Self-review your working diff before committing in Solidity with Atlas in 2026

Catch your own Solidity mistakes before they reach review or CI. Atlas helps you self-review uncommitted diffs in Foundry projects, integrating with forge test and forge fmt.

Upgrade a Dependency and Fix Breakage in SolidJS with Atlas in 2026

SolidJS developers in 2026 can use Atlas to efficiently upgrade major dependencies, automatically fixing compile and test failures. Atlas integrates with pnpm, vitest, and prettier to streamline your workflow.

Diagnose a Hanging or Long-Running Laravel Command in 2026 with Atlas

Laravel developers in 2026 can use Atlas to diagnose hanging `artisan` commands, `Composer` installs, or `Pest` tests. Quickly identify if a script is blocked on input or genuinely slow, and get it unstuck.

Migrate a deprecated API across every callsite in Vue with Atlas in 2026

Effortlessly migrate deprecated APIs across all Vue single-file components and Composition API calls in 2026. Atlas, the terminal-native AI agent, ensures no callsite is missed, integrating with pnpm, Vitest with Vue

Run Atlas Headless in CI with Deno in 2026

Automate Atlas in your Deno CI pipelines for non-interactive code generation and refactoring. Get machine-readable JSON output, pre-approve Deno toolchain commands like deno test and deno fmt, and ensure secure

Add a Regression Test for a Bug Fix in NestJS with Atlas in 2026

Lock in bug fixes in your NestJS applications with Atlas by adding robust regression tests. Learn how Atlas leverages `jest` and `pnpm` to implement a red-green testing workflow, ensuring your fixes are permanent and

Diagnose a hanging or long-running command in TypeScript with Atlas (2026)

Is your pnpm build slow or blocked on stdin? Atlas's bash timeout message tells you which, in 2026, and how to unstick vitest, tsc, and prettier runs that never finish.

Extract a Shared Helper from Duplicated Blazor Code with Atlas in 2026

Refactor duplicated Blazor logic into a shared helper using Atlas. Find near-identical C# or Razor code, create new files, and replace copies with calls, all with `dotnet test (bUnit)` safety and `dotnet format`.

Migrate a Deprecated API Across Every Callsite in GraalVM with Atlas in 2026

Streamline deprecated API migrations in GraalVM projects using Atlas. Discover how Atlas enumerates all callsites, applies context-aware patches, and validates changes with 'mvn -Pnative test' for robust native-image

Research a Third-Party API for React Native Integration with Atlas in 2026

Streamline third-party API research for React Native apps in 2026 with Atlas. Understand API shapes, integrate safely, and verify changes with yarn, jest, and prettier before committing.

Research a third-party API before integrating it in scikit-learn with Atlas in 2026

Scikit-learn developers in 2026 use Atlas to research third-party APIs, ensuring accurate integration. Leverage websearch, webfetch, pytest, uv, and ruff format for a robust workflow.

Run the Test Suite and Triage Failures in Fastify with Atlas in 2026

Fastify developers in 2026 use Atlas to efficiently run their `node:test` suites, capture full output, and triage failures into a prioritized list of distinct root causes. Streamline your debugging workflow.

Audit a scikit-learn Repo with Parallel Subagents in Atlas (2026)

Audit your scikit-learn codebase in 2026 with Atlas's parallel subagents. Sweep for issues across your Pipelines and estimators without blowing your context window, using `pytest` and `ruff format`.

Run Atlas Headless in CI for Polars Projects in 2026

Automate Atlas in your Polars CI/CD pipelines. Get machine-readable output for non-interactive sessions, integrate with `pytest` and `uv`, and ensure code quality with `ruff format` in 2026.

Debug a Single Failing Test in Deno with Atlas in 2026

In 2026, Deno developers use Atlas to efficiently debug single failing tests. Pinpoint issues in your Deno codebase, fix code, and ensure quality with Atlas's AI-powered agent, integrating direct with `deno test`

Migrate a deprecated API across every callsite in Bun with Atlas in 2026

Effortlessly migrate deprecated APIs across your Bun codebase in 2026 using Atlas. Ensure every callsite is updated with precision, leveraging `bun test` and `bun fmt` for verified changes.

Automate GitHub Issue and Pull Request Triage in Pandas with Atlas in 2026

Automate GitHub issue and pull request triage for your Pandas projects using Atlas in 2026. Safely manage contributions with permission-gated AI, ensuring only trusted users trigger actions and maintaining code quality

Migrate a Deprecated API Across Every Callsite in Unreal Engine with Atlas in 2026

Migrate deprecated Unreal Engine APIs across your entire codebase with Atlas in 2026. Ensure every callsite is updated using `lsp`, `todowrite`, and `apply_patch`, verified by `Unreal Automation Framework` and

Rename a symbol across the repo in GraalVM with Atlas in 2026

Streamline symbol renames in GraalVM projects using Atlas. Leverage LSP for precise refactoring, catch all occurrences with grep, and ensure safety with diff approvals for native-image builds.

Write unit tests for untested code in Vue with Atlas in 2026

Add real unit tests to your untested Vue components in 2026 using Atlas. Leverage Vitest with Vue Test Utils, pnpm, and prettier to match existing repo conventions.

Document a Module with a README in Tauri with Atlas in 2026

In 2026, Atlas helps Tauri developers generate accurate READMEs for Rust modules and webview frontends. It uses `cargo test` and `rustfmt` to verify code, ensuring documentation reflects current implementation.

Review a Pull Request in PHP with Atlas in 2026

Streamline your PHP pull request reviews in 2026 with Atlas, the terminal-native AI agent. Leverage PHPUnit, Composer, and PHP-CS-Fixer for thorough, context-aware code analysis, catching bugs a line-by-line read would

Write Unit Tests for Untested WebAssembly Code with Atlas in 2026

In 2026, Atlas helps WebAssembly developers write unit tests for untested modules, leveraging `wasm-pack test` and `cargo (wasm-bindgen)` to match existing repo conventions safely.

Extract a shared helper from duplicated code in TensorFlow with Atlas in 2026

Refactor TensorFlow code in 2026: Use Atlas to find duplicated logic, extract it into a shared helper, and apply atomic patches. Ensure code quality with `pytest` and `black`.

Write unit tests for untested code in Bun with Atlas in 2026

Learn how Atlas helps Bun developers in 2026 add real unit tests to untested modules, matching existing repo conventions using `bun test`, `bun install`, and `bun fmt`.

Run Atlas Headless in CI for Echo Applications in 2026

Automate Atlas sessions in your Echo CI pipelines. Get machine-readable output, pre-approve tools, and manage code changes for your Echo applications with `atlas run` and `go test (httptest)`.

Run Atlas Headless in CI for Flutter Applications in 2026

Automate Flutter development in 2026 CI pipelines with Atlas. Run Atlas headless to get machine-readable output, integrate with `flutter test`, and manage `pub` dependencies safely.

Plan a multi-file change before editing in Haskell with Atlas in 2026

In 2026, Haskell developers use Atlas to design complex, multi-file changes and get them reviewed before writing a single line of code. Leverage cabal, hspec, and fourmolu for verified planning.

Review a dbt Pull Request with Atlas in 2026

Atlas helps dbt developers in 2026 review pull requests by providing deep context beyond the diff. Catch subtle bugs in dbt models, tests, and materializations with intelligent code analysis and real dbt toolchain

Plan a Multi-File Change Before Editing in Spring with Atlas in 2026

Design and review complex, multi-file changes in your Spring Boot project using Atlas's read-only plan agent, ensuring safety and precision before any code is modified. Leverage real Spring tools like Maven and JUnit 5.

Debug a Single Failing Test in TypeScript with Atlas (2026)

Fix one failing TypeScript test in 2026 without loosening the assertion: Atlas isolates it with pnpm vitest, follows the types with lsp, and edits the module, not the expectation.

Write unit tests for untested code in F# with Atlas in 2026

In 2026, Atlas helps F# developers add unit tests to existing modules, respecting .fsproj file order and using dotnet test (Expecto) and Fantomas.

Locate Julia Behavior Implementations with Atlas in 2026

In 2026, Julia developers use Atlas to pinpoint exact file and symbol locations for behaviors, leveraging semantic search, grep, and LSP for multiple dispatch and type stability.

Self-review your working diff before committing in Svelte with Atlas in 2026

Catch your own mistakes in SvelteKit projects before they reach CI. Atlas helps Svelte developers in 2026 self-review uncommitted diffs, run Vitest tests, and apply prettier-plugin-svelte formatting.

Self-review your working diff before committing in Expo with Atlas in 2026

Catch your own mistakes in uncommitted Expo diffs using Atlas. Review changes, find debugging leftovers, and run jest-expo and prettier before committing.

Add a Regression Test for a Bug Fix in TypeScript with Atlas (2026)

Red first, then green: how Atlas adds a TypeScript regression test in 2026, proving it fails with vitest, applying the fix with edit, and re-running the same command.

Refactor a legacy module in Clojure with Atlas in 2026

Modernize Clojure modules in 2026 without breaking callers. Atlas uses `deps.edn`, `kaocha`, and `cljfmt` to safely restructure code with AI-driven precision.

Trace a runtime bug from a stack trace in Next.js with Atlas in 2026

Pinpoint and fix Next.js runtime bugs from production stack traces without a debugger. Atlas leverages its AI tools to navigate your Next.js codebase, identify root causes, and propose fixes with `Vitest with React

Migrate a deprecated API across every callsite in Scala with Atlas in 2026

Effortlessly migrate deprecated Scala APIs across your entire codebase using Atlas. Discover every callsite, apply context-aware patches, and verify with `sbt test` for a complete, safe transition in 2026.

Extract a Shared Helper from Duplicated Dart Code with Atlas in 2026

Refactor duplicated Dart code into a shared helper using Atlas. Leverage semantic search, reviewable patches, and integrate with `dart test` and `pub` for safe, efficient code consolidation.

Audit a React Repository with Parallel Subagents in Atlas, 2026

In 2026, React developers use Atlas with parallel subagents to sweep entire repositories for code problems without blowing the main session's context window. Leverage pnpm, Vitest, and prettier.

Write unit tests for untested code in C++ with Atlas (2026)

Add GoogleTest coverage to an untested C++ module with Atlas in 2026: enumerate symbols with lsp, copy the repo's conventions, and actually run ctest on the result.

Add a Regression Test for a Bug Fix in Scala with Atlas (2026)

How to add a Scala regression test with Atlas in 2026: reproduce with bash, write the failing ScalaTest case, prove red via exit code, fix with edit, then sbt test.

Debug a single failing test in scikit-learn with Atlas in 2026

Scikit-learn developers in 2026 can debug single failing tests efficiently with Atlas. Use `pytest` and Atlas's AI agent to pinpoint and fix code issues, not just assertions.

Plan a Multi-File Change Before Editing in Java with Atlas (2026)

Plan a Java refactor with Atlas in 2026 before touching src/main/java: plan mode denies edits, the lsp tool maps the class hierarchy, and plan_exit gates the handoff.

Rename a symbol across the repo in Axum with Atlas in 2026

In 2026, Axum developers use Atlas to safely rename functions, classes, or constants across their entire codebase. Leverage `cargo nextest` and `rustfmt` for verified refactoring.

Write Unit Tests for Untested Unreal Engine Code with Atlas in 2026

Learn how Atlas helps Unreal Engine developers in 2026 write unit tests for existing modules. Atlas integrates with Unreal Automation Framework, Build.cs, and clang-format.

Onboard to an Unfamiliar Flutter Codebase with Atlas in 2026

Master unfamiliar Flutter codebases quickly in 2026 with Atlas. Leverage semantic search, `pub` dependencies, and `flutter test` to build a mental model without reading every file.

Refactor a legacy Axum module in 2026 with Atlas

Refactor legacy Axum modules safely in 2026 using Atlas. Map public surfaces, pin behavior with cargo nextest, and apply structural changes with precise diffs. Ensure no breaking changes to your Axum application.

Upgrade a Quarkus Dependency and Fix Breakage with Atlas in 2026

In 2026, Atlas helps Quarkus developers upgrade major dependencies, fixing compile and test failures. It drives Maven, reads compiler output, and repairs code with LSP, ensuring JUnit 5 and Spotless compliance.

Onboard to an Unfamiliar Codebase in TensorFlow with Atlas in 2026

Quickly build a mental model of any TensorFlow repository in 2026 using Atlas. Leverage semantic search, safe exploration, and direct interaction with `pytest`, `uv`, and `black`.

Review a pull request in Phoenix with Atlas in 2026

In 2026, Atlas helps Phoenix developers review pull requests by providing deep context, checking Ecto changesets, LiveView modules, and running mix test (ExUnit) with precision.

Review a Pull Request in Astro with Atlas in 2026

Atlas empowers Astro developers in 2026 to review pull requests comprehensively, catching subtle bugs by integrating with `vitest`, `pnpm`, and `prettier (prettier-plugin-astro)`.

Audit a Nuxt.js Repository with Parallel Subagents in 2026 using Atlas

Sweep your Nuxt.js repository for issues without context window limits. Atlas uses parallel subagents to audit code, respecting Nuxt's file-based routing and auto-imports.

Refactor a Legacy Unreal Engine Module in 2026 with Atlas

Learn how Atlas helps Unreal Engine developers refactor legacy C++ modules in 2026. Safely restructure code, manage dependencies with Build.cs, and verify behavior with Unreal Automation Framework.

Onboard to an Unfamiliar Fiber Codebase in 2026 with Atlas

Quickly build a working mental model of any Fiber codebase in 2026 using Atlas. Leverage semantic search, explore package layouts, and understand `fasthttp` nuances.

Debug a single failing test in Blazor with Atlas in 2026

Pinpoint and fix failing Blazor tests quickly in 2026 using Atlas. Leverage `dotnet test (bUnit)` and Atlas's AI to diagnose issues in .razor components and C# code.

Review a pull request in Terraform HCL with Atlas in 2026

Streamline Terraform HCL pull request reviews in 2026 with Atlas. Catch subtle bugs by reviewing diffs with full context, running `terraform test`, and validating plans before application.

Debug a single failing test in Fastify with Atlas in 2026

In 2026, Fastify developers use Atlas to debug single failing `node:test` cases. Learn how Atlas leverages `fastify.inject()` and `npm` to pinpoint and fix code issues efficiently, ensuring your Fastify application

Locate Expo Behavior Implementations with Atlas in 2026

Pinpoint exact file and symbol locations for any behavior in your Expo application using Atlas. Leverage semantic search, grep, and LSP tools for precise code navigation in 2026.

Review a Pull Request in Nuxt with Atlas in 2026

In 2026, Nuxt developers use Atlas to review pull requests, leveraging its AI to understand diffs with full context. Atlas integrates with `pnpm`, `vitest (@nuxt/test-utils)`, and `prettier` to ensure robust code

Run Atlas Headless in CI for SolidJS Projects in 2026

Automate Atlas in your SolidJS CI pipeline for machine-readable output. Leverage pnpm, vitest, and prettier to integrate AI-driven code changes and testing direct in 2026.

Diagnose a hanging or long-running command in SolidJS with Atlas in 2026

Pinpoint why your SolidJS builds or scripts are stuck or slow in 2026. Atlas, the terminal-native AI agent, uses its bash tool to diagnose interactive input blocks or genuine performance bottlenecks in your pnpm

Debug a single failing test in Express with Atlas in 2026

Pinpoint and fix failing Express tests quickly with Atlas, the terminal-native AI coding agent. Use `mocha (supertest)` and `npm` to isolate issues, then let Atlas guide you to the root cause in your Express middleware

Review a pull request in Nim with Atlas in 2026

Streamline your Nim pull request reviews in 2026 with Atlas. Leverage its AI to fetch branches, analyze diffs, run `nimble test`, and format code with `nph` for comprehensive feedback.

Document a module with a README in Solidity with Atlas in 2026

In 2026, Atlas helps Solidity developers generate accurate READMEs for smart contracts. It uses `forge test`, `soldeer`, and `forge fmt` to reflect current code behavior.

Self-review your working diff before committing in SolidJS with Atlas in 2026

Catch your own mistakes in SolidJS before they reach review or CI. Atlas helps SolidJS developers in 2026 self-review uncommitted diffs, run vitest, prettier, and manage changes.

Onboard to an Unfamiliar Expo Codebase in 2026 with Atlas

Quickly build a mental model of any Expo project in 2026 using Atlas. Leverage semantic search, understand expo-router routes, and manage config plugins safely.

Rename a symbol across the repo in Fiber with Atlas in 2026

Rename functions, classes, or constants across your Fiber codebase with Atlas in 2026. Atlas uses `lsp` for precise references, `grep` for comments, and `edit` for safe, approved changes.

Trace a runtime bug from a stack trace in Crystal with Atlas in 2026

Pinpoint Crystal runtime bugs from production stack traces in 2026 using Atlas, the terminal-native AI agent. Leverage `crystal spec` and `shards` for rapid, debugger-free fixes.

Migrate a Deprecated API Across Every Callsite in Clojure with Atlas in 2026

Effortlessly migrate deprecated APIs across your Clojure codebase using Atlas. Leverage `deps.edn`, `kaocha`, and `cljfmt` for a complete, verified transition.

Locate Where a Behavior is Implemented in Tauri with Atlas in 2026

Pinpoint the exact file and symbol responsible for any behavior in your Tauri application using Atlas's advanced search capabilities, integrating with Rust, webview, and capability files.

Refactor a Legacy Godot Module with Atlas in 2026

Streamline legacy Godot modules in 2026 using Atlas, the terminal-native AI coding agent. Safely restructure GDScript, node paths, and signals without breaking existing callers, leveraging GUT (Godot Unit Test) and

Review a Pull Request in Haskell with Atlas in 2026

In 2026, review Haskell pull requests with Atlas, the terminal-native AI agent. Leverage cabal, hspec, and fourmolu to catch subtle bugs and ensure code quality.

Onboard to an Unfamiliar Assembly Codebase in 2026 with Atlas

In 2026, Atlas helps Assembly developers quickly build a working mental model of unfamiliar x86-64 and ARM64 codebases. Leverage semantic search, AST indexing, and direct interaction with `make check` and `asmfmt`.

Research a third-party API before integrating it in Perl with Atlas in 2026

Perl developers in 2026 can research third-party APIs with Atlas, leveraging websearch and webfetch to get current documentation. Integrate with confidence, verifying code against prove (Test2::V0) and perltidy.

Run the Three.js Test Suite and Triage Failures with Atlas in 2026

For Three.js developers in 2026, Atlas transforms overwhelming vitest output into a prioritized list of distinct root causes, streamlining debugging and ensuring robust scenes.

Onboard to an Unfamiliar Bun Codebase with Atlas in 2026

Quickly build a mental model of any Bun codebase using Atlas, the terminal-native AI coding agent. Understand `bun test`, `bun install`, and `bun fmt` workflows.

Review a Pull Request in Ruby with Atlas (2026)

Review a Ruby pull request in 2026 with Atlas: bash produces the raw patch, read pulls whole files, findReferences checks callers, and RSpec and RuboCop close the loop.

Write unit tests for untested code in MATLAB with Atlas in 2026

Add real unit tests to your MATLAB code in 2026 using Atlas. Learn how Atlas leverages matlab.unittest (runtests) and existing repo conventions for robust testing.

Review a Pull Request in Electron with Atlas in 2026

In 2026, Electron developers use Atlas to review pull requests, ensuring code quality and security. Atlas leverages @playwright/test, npm, and prettier to catch subtle bugs.

Diagnose a hanging or long-running R command with Atlas in 2026

For R developers in 2026, Atlas helps diagnose whether a build or script is genuinely slow or silently blocked on input. Use Atlas to unstick `testthat` suites, `renv` restores, or `Air` formatting, ensuring your R

Upgrade a Java Dependency and Fix Breakage with Atlas in 2026

In 2026, Java developers use Atlas to upgrade Maven dependencies and resolve compile and test failures. Learn how Atlas automates the process, from pom.xml updates to JUnit 5 fixes.

Rename a symbol across the repo in Groovy with Atlas in 2026

Effortlessly rename Groovy functions, classes, or constants across your entire repository in 2026 with Atlas. Leverage lsp, grep, and edit for precise, safe refactoring in Gradle and Spock projects.

Upgrade a Dependency and Fix Breakage in Vue with Atlas in 2026

Effortlessly upgrade Vue dependencies and resolve compile and test failures with Atlas in 2026. Leverage pnpm, Vitest with Vue Test Utils, and real-time compiler feedback.

Document an Express Module with a README in 2026 using Atlas

In 2026, Atlas helps Express developers generate accurate READMEs directly from source code. It leverages `lsp`, `read`, and `write` tools to document middleware, routes, and error handlers, ensuring documentation

Run the pgTAP Test Suite and Triage SQL Failures with Atlas in 2026

SQL developers in 2026 use Atlas to run pgTAP test suites, triage failures with grep, and track fixes with todowrite, turning red output into prioritized tasks.

Self-review your working diff before committing in Polars with Atlas in 2026

Catch your own mistakes in Polars code before committing. Atlas helps Polars developers self-review uncommitted diffs, run `pytest (assert_frame_equal)`, and `ruff format` to ensure quality in 2026.

Upgrade a Nuxt Dependency and Fix Breakage with Atlas in 2026

Effortlessly upgrade Nuxt dependencies to new major versions and resolve compile or test failures using Atlas. Leverage pnpm, vitest, and prettier for a streamlined, safe migration process in 2026.

Run the test suite and triage the failures in Kotlin with Atlas (2026)

How Atlas runs a Kotlin test suite and triages failures in 2026: bash truncates at 2000 lines, retains the full log, and grep groups 60 red tests into distinct root causes.

Diagnose a Hanging or Long-Running Command in TensorFlow with Atlas in 2026

TensorFlow developers in 2026 can use Atlas to diagnose whether a build or script is genuinely slow or silently blocked on input, getting it unstuck quickly.

Review a Pull Request in Flask with Atlas in 2026

In 2026, Flask developers use Atlas to review pull requests, leveraging its AI capabilities to understand context beyond the diff. Atlas integrates with Flask's toolchain, including pytest and ruff format, for

Add a Regression Test for a Godot Bug Fix with Atlas in 2026

Lock in Godot bug fixes with Atlas in 2026. Learn to write failing GUT tests, apply fixes, and confirm passes using Atlas's terminal-native AI agent for GDScript projects.

Refactor a legacy module in Gin with Atlas in 2026

Safely refactor legacy Gin modules in 2026 using Atlas, the terminal-native AI coding agent. Map public surfaces, pin behavior with `go test (httptest)`, and apply structural changes with confidence, ensuring no

Locate Erlang Behavior Implementations with Atlas in 2026

In 2026, Erlang developers use Atlas to quickly find where a behavior is implemented, leveraging semantic search, grep, and LSP tools across rebar3 projects.

Document a Qwik Module with a README in 2026 using Atlas

In 2026, Atlas helps Qwik developers generate accurate READMEs for modules by analyzing live code. Leverage vitest, pnpm, and prettier for verified, up-to-date documentation.

Research a third-party API before integrating it in FastAPI with Atlas in 2026

Streamline third-party API research for FastAPI integrations in 2026 using Atlas. Get current API shapes, generate Pydantic models, and write httpx AsyncClient tests with AI assistance.

Run Atlas Headless in CI for GraalVM Projects in 2026

Streamline GraalVM native-image builds in CI with Atlas. Run Atlas headless, get machine-readable JSON output, and automate reflect-config.json updates using Maven and Spotless.

Migrate a deprecated API across every callsite in Gin with Atlas in 2026

Effortlessly migrate deprecated Gin API calls across your entire Go codebase with Atlas in 2026. Ensure no callsite is missed, leverage go test and gofmt for safety, and streamline your Gin development workflow.

Onboard to an Unfamiliar Pandas Codebase with Atlas in 2026

Pandas developers in 2026 can use Atlas to quickly build a mental model of unfamiliar codebases, leveraging semantic search for DataFrame operations and integrating with `pytest (assert_frame_equal)` and `ruff format`.

Trace a runtime bug from a stack trace in Tauri with Atlas in 2026

Pinpoint Tauri runtime bugs from production stack traces using Atlas. Leverage Atlas's AI to navigate Rust and webview code, identify root causes, and apply fixes without attaching a debugger in 2026.

Debug a single failing test in Unity with Atlas in 2026

Debug Unity C# gameplay tests with Atlas in 2026. Pinpoint failing tests using Unity Test Framework (NUnit) and Atlas's terminal-native AI agent for efficient code fixes.

Document a Ruby Module with a README in 2026 using Atlas

For Ruby developers in 2026, Atlas generates accurate README documentation for modules by analyzing live code, integrating with Bundler and RSpec, and ensuring all examples are verified.

Plan a Multi-File Change Before Editing in Scala With Atlas (2026)

How to plan a multi-file Scala change before editing with Atlas in 2026: the plan agent denies edit for every path except .atlas/plans/*.md until you approve.

Write Unit Tests for Untested Code in OCaml with Atlas in 2026

Learn how Atlas helps OCaml developers in 2026 write unit tests for untested modules. Atlas uses dune runtest, opam, and ocamlformat to integrate with your existing OCaml workflow.

Migrate a Deprecated API Across Every Callsite in Astro with Atlas in 2026

Efficiently migrate deprecated APIs across your Astro codebase in 2026 using Atlas. Enumerate all calls, apply context-anchored patches, and verify with vitest and prettier (prettier-plugin-astro).

Review a Polars Pull Request with Atlas in 2026

In 2026, Atlas helps Polars developers review pull requests by providing deep context beyond the diff. Catch subtle bugs in LazyFrame chains, validate `pytest (assert_frame_equal)` results, and ensure `ruff format`

Run the test suite and triage the failures in Go with Atlas (2026)

Triage a wall of red go test output with Atlas in 2026: bash truncates at 2000 lines or 50 KB, saves the full log, and turns distinct root causes into a todowrite list.

Self-review your working diff before committing in Actix Web with Atlas in 2026

Catch your own mistakes in Actix Web before they reach a reviewer or CI. Atlas helps Actix Web developers self-review uncommitted diffs, run `cargo test`, and `rustfmt`.

Migrate a deprecated API across every callsite in Nuxt with Atlas in 2026

Effortlessly migrate deprecated APIs across your entire Nuxt 3 codebase using Atlas. Ensure every callsite is updated, tested with vitest, and formatted with prettier, leaving no function behind.

Extract a Shared Helper from Duplicated Code in Next.js with Atlas in 2026

Next.js developers in 2026 use Atlas to extract shared helpers from duplicated code across App Router, server components, and API routes, tested with Vitest.

Migrate a deprecated API across every callsite in Dart with Atlas in 2026

In 2026, use Atlas to systematically migrate deprecated Dart APIs across your entire codebase. Leverage `pub`, `dart test`, and `dart format` for a complete, verified transition.

Add a regression test for a bug fix in Echo with Atlas in 2026

Lock in bug fixes in your Echo applications with Atlas. Learn how to add a regression test that fails before your fix and passes after, using `go test (httptest)` and Atlas's powerful TUI in 2026.

Research a Third-Party API for Gin Integration with Atlas in 2026

Streamline third-party API research for Gin applications in 2026 using Atlas. Get current API shapes, generate `httptest` cases, and ensure `go.mod` compliance before integration.

Debug a single failing test in Actix Web with Atlas in 2026

Pinpoint and fix a single failing Actix Web test using Atlas, the terminal-native AI coding agent. Leverage `cargo test`, `lsp`, and precise code edits to resolve issues efficiently.

Onboard to an Unfamiliar Gin Codebase with Atlas in 2026

Quickly build a working mental model of any Gin codebase in 2026 using Atlas. Leverage semantic search, `go mod` insights, and `go test` verification to understand new projects without reading every file.

Write Unit Tests for Untested FastAPI Code with Atlas in 2026

Atlas helps FastAPI developers in 2026 add robust unit tests using `pytest (httpx AsyncClient)`. It learns your repo's conventions, runs tests with `uv`, and formats code with `ruff format`.

Self-review your working diff before committing in Bun with Atlas in 2026

Catch your own mistakes in uncommitted Bun diffs before they reach review or CI. Atlas helps Bun developers in 2026 self-review code, run `bun test`, and `bun fmt`.

Upgrade a Unity Dependency and Fix Breakage with Atlas in 2026

In 2026, Unity developers use Atlas to upgrade major dependencies, automatically fixing compile and test failures. Leverage Atlas to manage Unity Package Manager updates and repair C# code.

Document an Apache Airflow Module with a README in 2026 using Atlas

For Apache Airflow developers in 2026, Atlas generates accurate READMEs for modules by analyzing live code, ensuring documentation reflects current behavior, not outdated plans. It integrates with `pytest (DagBag)` and

Run Atlas Headless in CI for Expo Projects in 2026

Automate Atlas in your Expo CI/CD pipelines by 2026. Get machine-readable output for `jest-expo` and `prettier` tasks, ensuring reproducible builds with `npx expo install`.

Upgrade a dependency and fix breakage in Tauri with Atlas in 2026

Effortlessly upgrade Tauri dependencies and resolve compile and test failures with Atlas. Leverage `cargo (with pnpm frontend)` and `rustfmt` to maintain your Rust and webview code in 2026.

Trace a runtime bug from a stack trace in Pandas with Atlas in 2026

Pinpoint and fix Pandas runtime bugs from production stack traces using Atlas. Leverage pytest, uv, and ruff format to quickly resolve issues without a debugger attached.

Locate where a behavior is implemented in Node.js with Atlas in 2026

Pinpoint Node.js code behavior with Atlas in 2026. Use semantic search, grep, and LSP tools to find exact files and symbols in your npm projects, ensuring precise code navigation and understanding.

Review a Pull Request in Tauri with Atlas in 2026

Efficiently review Tauri pull requests in 2026 with Atlas. Catch subtle bugs by examining Rust core, webview frontend, and capability files with full context and automated checks.

Migrate a deprecated API across every callsite in Actix Web with Atlas in 2026

Effortlessly migrate deprecated Actix Web APIs across your entire codebase using Atlas. Enumerate calls, apply patches, and validate with cargo test and rustfmt, ensuring no callsite is missed.

Diagnose a hanging or long-running command in Unity with Atlas in 2026

Diagnose and resolve hanging or slow Unity commands, like `dotnet format` or `Unity Test Framework (NUnit)`, with Atlas. Quickly identify if a process is genuinely slow or blocked on input, and get it unstuck.

Write Unit Tests for Untested Polars Code with Atlas in 2026

Learn how Atlas helps Polars developers write robust unit tests for untested modules in 2026. Atlas leverages `pytest (assert_frame_equal)` and `ruff format` to match existing repo conventions.

Migrate a Deprecated API Across Every Callsite in Flask with Atlas in 2026

Efficiently migrate deprecated Flask APIs across your entire codebase in 2026 using Atlas. Enumerate all callsites, track progress, and apply safe, tested patches with `pytest (app.test_client)` and `uv`.

Run the test suite and triage the failures in Nim with Atlas in 2026

Efficiently run your Nim test suite and triage failures using Atlas in 2026. Turn a wall of red output into a prioritized list of distinct root causes.

Review a pull request in Unreal Engine with Atlas in 2026

Streamline Unreal Engine pull request reviews in 2026 with Atlas. Leverage its AI to analyze C++ code, UCLASS macros, and Build.cs dependencies, ensuring comprehensive context and catching subtle bugs.

Migrate a Deprecated API Across Every Callsite in React Native with Atlas in 2026

Effortlessly migrate deprecated React Native APIs across your entire codebase with Atlas. Ensure every callsite is updated using precise tooling and automated testing for a smooth transition.

Run Atlas Headless in CI for Three.js Projects in 2026

Automate Three.js code improvements in CI with Atlas. Run Atlas headless to fix memory leaks and optimize render loops, getting machine-readable output for vitest and prettier.

Locate Where a Behavior is Implemented in Solidity with Atlas in 2026

Discover how Atlas helps Solidity developers in 2026 pinpoint exact file and symbol implementations for contract behaviors using Foundry's toolchain, semantic search, and LSP.

Automate GitHub Issue and Pull Request Triage in Flutter with Atlas in 2026

Streamline Flutter project maintenance in 2026. Atlas automates GitHub issue and pull request triage, integrating with `pub` and `flutter test` to keep your Dart codebase pristine and secure.

Debug a Single Failing Test in Flutter with Atlas in 2026

Pinpoint and fix failing Flutter tests quickly in 2026 using Atlas, the terminal-native AI coding agent. Leverage `flutter test` and Atlas's LSP for efficient debugging.

Run the Test Suite and Triage Failures in Clojure with Atlas in 2026

In 2026, Atlas helps Clojure developers efficiently run `kaocha` test suites, triage failures from `deps.edn` projects, and prioritize fixes using AI-powered tools.

Refactor a legacy F# module with Atlas in 2026

Safely refactor legacy F# modules using Atlas, the terminal-native AI coding agent. Pin behavior with `dotnet test (Expecto)`, apply changes, and ensure F# code quality with `fantomas`.

Add a Regression Test for a Clojure Bug Fix with Atlas in 2026

In 2026, Clojure developers use Atlas to lock in bug fixes with regression tests. Learn how Atlas integrates with deps.edn, kaocha, and cljfmt for robust testing workflows.

Upgrade Actix Web Dependencies and Fix Breakage with Atlas in 2026

In 2026, Actix Web developers use Atlas to efficiently upgrade dependencies and resolve breaking changes. Atlas drives `cargo`, reads compiler output, and fixes code with precision, ensuring your Actix Web applications

Audit a Spring Repository with Parallel Subagents in 2026

Sweep your entire Spring Boot repository for code issues in 2026 using Atlas's parallel subagents. Prevent context window overload while leveraging Maven, JUnit 5, and Spotless.

Run the test suite and triage the failures in Polars with Atlas in 2026

Streamline Polars test triage in 2026 with Atlas. Turn overwhelming `pytest` output into a prioritized list of distinct root causes using `bash`, `grep`, and `todowrite` for efficient debugging.

Add a Regression Test for a Bug Fix in Julia with Atlas in 2026

Julia developers in 2026 use Atlas to add robust regression tests. Ensure bug fixes are locked in with tests that fail before and pass after, leveraging Pkg.test (Test.jl) and Project.toml.

Trace a runtime bug from a stack trace in Java with Atlas (2026)

Trace a Java runtime bug from a stack trace in 2026 with Atlas: read each frame at its offset, grep for the message string, and lock the fix with JUnit 5 via mvn test.

Debug a single failing test in React with Atlas in 2026

Pinpoint and fix failing React tests with Atlas, the terminal-native AI coding agent. Use Vitest, React Testing Library, and pnpm to quickly resolve issues in your React codebase.

Write Unit Tests for Untested Assembly Code with Atlas in 2026

In 2026, Assembly developers use Atlas to write unit tests for untested x86-64 and ARM64 modules. Learn how Atlas leverages `make check` and `asmfmt` to integrate new tests direct into your existing Assembly

Upgrade a Dependency and Fix Breakage in Swift with Atlas in 2026

In 2026, Atlas helps Swift developers upgrade dependencies and fix compile/test failures. It uses Swift Package Manager, XCTest, and swift-format.

Extract a Shared Helper from Duplicated Kotlin Code with Atlas in 2026

Streamline your Kotlin codebase in 2026 by extracting duplicated logic into a single, tested helper using Atlas. Leverage Gradle, JUnit 5, and ktlint for robust refactoring.

Self-review your working diff before committing in Dart with Atlas in 2026

Catch your own mistakes in uncommitted Dart code with Atlas. Leverage `dart test`, `dart format`, and `pub` to ensure quality before review or CI in 2026.

Trace a runtime bug from a stack trace in Go with Atlas (2026)

Go from a Go panic stack trace to the responsible line in 2026 with Atlas: read each frame at its offset, grep the error string, and walk callers with lsp findReferences.

Review a Pull Request in Echo with Atlas in 2026

In 2026, Echo developers use Atlas to review pull requests, moving beyond simple diffs. Atlas leverages `go test (httptest)`, `go mod`, and `gofumpt` to find subtle bugs and ensure code quality in your Echo applications.

Plan a Multi-File Change Before Editing in Python with Atlas in 2026

Plan a multi-file Python change before editing in 2026. Atlas's plan agent denies edit for every path except .atlas/plans/*.md, then plan_exit hands off to build.

Audit a Dart Repo with Parallel Subagents in 2026 using Atlas

Sweep your Dart repository for specific problems without overwhelming your main session. Atlas uses parallel subagents to audit Dart code, managing pub packages and null-safe libraries efficiently.

Locate Where a Behavior Is Implemented in JavaScript with Atlas in 2026

Find the exact JavaScript file and symbol behind a behavior in 2026. Atlas pairs codebase_search with grep over ripgrep and the lsp tool's findReferences.

Diagnose a Hanging or Long-Running Blazor Command with Atlas in 2026

Quickly diagnose why your Blazor build, test, or script is hanging or running slowly in 2026. Atlas uses its bash tool to identify blocked input or genuine slowness, guiding you to unblock or optimize your Blazor

Automate GitHub Issue and Pull Request Triage in Fastify with Atlas in 2026

Streamline GitHub issue and pull request triage for your Fastify projects using Atlas. Configure safe, trusted workflows that leverage Fastify's plugin architecture and JSON schemas, integrating with `npm` and

Debug a Single Failing Test in Python with Atlas (2026)

How Atlas debugs one failing pytest test in 2026: run it in isolation with a -k filter, walk the call path with lsp goToDefinition, and fix the code, not the assertion.

Add a Regression Test for a Bug Fix in Rust with Atlas (2026)

How Atlas adds a regression test for a bug fix in Rust in 2026: reproduce with cargo test, write the red test, apply the fix with edit, then re-run cargo test.

Run the Test Suite and Triage Failures in Expo with Atlas in 2026

In 2026, Expo developers use Atlas to efficiently run `jest-expo` test suites, triage failures, and prioritize distinct root causes, streamlining debugging workflows.

Extract a Shared Helper from Duplicated Axum Code in 2026

Streamline your Axum application by extracting duplicated logic into a single, tested helper. Atlas uses semantic search to find copies and automates refactoring with `cargo nextest` and `rustfmt`.

Locate where a behavior is implemented in Unreal Engine with Atlas in 2026

Pinpoint Unreal Engine C++ behavior implementations with Atlas. Use semantic search, grep, and LSP tools to find exact files and symbols in your 2026 projects, integrating with Build.cs and clang-format.

Trace a runtime bug from a stack trace in Node.js with Atlas in 2026

In 2026, Node.js developers use Atlas to trace production runtime bugs from stack traces to a fix without a debugger. Atlas reads frames, greps for errors, and suggests fixes, integrating with npm and node:test.

Audit a Fiber Repository with Parallel Subagents in Atlas (2026)

Sweep your Fiber codebase for problems without context window limits. Atlas uses parallel subagents to audit `app.Group` routes and `fiber.Ctx` handlers, ensuring efficient, focused reviews in 2026.

Self-review your working diff before committing in Echo with Atlas in 2026

Echo developers in 2026 can self-review uncommitted diffs with Atlas, catching mistakes before CI or reviewers. Use `go test (httptest)` and `gofumpt` to ensure quality and maintain Echo's typed Context and custom

Review a Pull Request in Laravel with Atlas in 2026

In 2026, Atlas helps Laravel developers review pull requests by fetching diffs, reading full files, checking LSP references, and running Pest tests for comprehensive bug detection.

Debug a Single Failing Test in Zig with Atlas in 2026

In 2026, Atlas helps Zig developers efficiently debug single failing tests. Use native Zig tools like `zig build test` and `zig fmt` with AI assistance.

Extract a Shared Helper from Duplicated Code in Astro with Atlas in 2026

Refactor duplicated logic in your Astro project into a single, tested helper using Atlas. Find semantic duplicates across .astro files, create new modules, and replace copies with calls, all while integrating with

Debug a single failing test in Clojure with Atlas in 2026

In 2026, Clojure developers use Atlas to efficiently debug failing tests. Learn how Atlas integrates with `deps.edn`, `kaocha`, and `cljfmt` to pinpoint and fix code issues.

Audit a Julia Repository with Parallel Subagents in Atlas, 2026

Sweep Julia codebases for problems without context window limits. Atlas uses parallel subagents to audit Project.toml environments, multiple dispatch, and type stability.

Researching Third-Party APIs in Symfony with Atlas in 2026

Streamline third-party API research for Symfony applications in 2026 using Atlas. Discover how Atlas leverages websearch and webfetch to get current API shapes, ensuring accurate integrations and adherence to Symfony's

Migrate a deprecated API across every callsite in Fortran with Atlas in 2026

Streamline Fortran API migrations in 2026 with Atlas. Enumerate all callers, apply context-anchored patches, and validate changes with fpm test and fprettify for a complete, verified transition.

Automate GitHub Issue and Pull Request Triage in Objective-C with Atlas in 2026

Streamline GitHub issue and PR triage for Objective-C projects using Atlas in 2026. Automate responses, enforce safety, and integrate with your xcodebuild test and CocoaPods workflows.

Add a Regression Test for a Fastify Bug Fix with Atlas in 2026

Lock in Fastify bug fixes with Atlas in 2026. Learn to add regression tests using node:test (fastify.inject) and npm, ensuring your Fastify application remains robust. Atlas automates the red-green testing cycle

Refactor a Legacy SolidJS Module with Atlas in 2026

Streamline your SolidJS codebase in 2026 by refactoring legacy modules with Atlas. Maintain behavior, prevent breaking changes, and leverage your existing pnpm, vitest, and prettier toolchain.

Review a Pull Request in WebAssembly with Atlas in 2026

In 2026, Atlas helps WebAssembly developers review pull requests by providing deep context beyond the diff. It uses `wasm-pack test`, `cargo`, and `rustfmt` to ensure robust, safe code.

Run Atlas Headless in CI for Axum Applications in 2026

Automate Axum development workflows in 2026 by running Atlas headless in your CI pipeline. Get machine-readable output for automated parsing and integrate with `cargo nextest` and `rustfmt`.

Migrate a Deprecated API Across Every Callsite in COBOL with Atlas in 2026

Migrate deprecated COBOL APIs across your entire codebase with Atlas. Ensure every callsite is updated, leveraging `GnuCOBOL cobc` and `COBOL Check` for a complete, verified transition in 2026.

Automate GitHub Issue and Pull Request Triage in SolidJS with Atlas in 2026

Streamline GitHub issue and pull request triage in your SolidJS projects using Atlas. Configure workflows to safely automate responses, enforce trusted user permissions, and integrate with your `pnpm` and `vitest`

Self-review your working diff before committing in Quarkus with Atlas in 2026

Catch your own mistakes in uncommitted Quarkus diffs using Atlas. Integrate with Maven, JUnit 5 (@QuarkusTest), and Spotless for a robust self-review workflow.

Plan a multi-file change before editing in Tauri with Atlas in 2026

Design complex, multi-file Tauri application changes with Atlas in 2026. Plan, research, and get review for src-tauri and frontend code before modifying a single line, ensuring safety with cargo test and rustfmt.

Review a Pull Request in NestJS with Atlas in 2026

NestJS developers in 2026 can use Atlas to review pull requests, catching subtle bugs by examining full file context, checking signature changes, and running `jest` tests, ensuring robust code quality and preventing

Rename a symbol across the repo in Godot with Atlas in 2026

Rename functions, classes, and constants across your Godot project with Atlas in 2026. Use `lsp`, `grep`, and `edit` for precise, safe refactoring, catching all references, even those `grep` alone misses.

Diagnose a hanging or long-running command in Actix Web with Atlas in 2026

Pinpoint why your Actix Web build or script is stuck or slow using Atlas. Get clear diagnostics on interactive input blocks or genuine performance issues, and resolve them efficiently.

Refactor a legacy GraalVM module with Atlas in 2026

Streamline GraalVM module refactoring in 2026 with Atlas. Safely restructure code, manage native-image metadata, and validate changes using mvn -Pnative test and Spotless.

Locate where a behavior is implemented in GraalVM with Atlas in 2026

Pinpoint GraalVM behavior implementation using Atlas. Leverage semantic search, grep, and LSP tools to find exact files and symbols in your native-image projects.

Locate where a behavior is implemented in WebAssembly with Atlas in 2026

Discover how Atlas helps WebAssembly developers in 2026 pinpoint exact code implementations. Leverage semantic search, grep, and LSP tools, integrated with `wasm-pack` and `cargo (wasm-bindgen)`, to find behavior in

Self-review your working diff before committing in Fiber with Atlas in 2026

Catch your own mistakes in Fiber applications before they reach a reviewer or CI. Atlas, the terminal-native AI coding agent, helps Fiber developers in 2026 self-review uncommitted diffs using `go test`, `gofmt`, and

Refactor a legacy module in Unity with Atlas in 2026

Restructure old Unity C# modules without breaking callers using Atlas. Leverage Unity Test Framework (NUnit), UPM, and precise code mapping.

Automate GitHub Issue and Pull Request Triage in Gin with Atlas in 2026

Streamline GitHub issue and pull request triage for your Gin applications using Atlas. Automate responses, enforce safety, and integrate direct with your Go toolchain, including `go mod` and `go test (httptest)`.

Write Unit Tests for Untested React Native Code with Atlas in 2026

Add robust unit tests to your React Native projects in 2026 using Atlas. Leverage jest (@testing-library/react-native), yarn, and prettier to ensure code quality and maintain existing conventions.

Debug a single failing test in Echo with Atlas in 2026

Pinpoint and fix failing Echo tests quickly in 2026 using Atlas. Leverage Atlas's AI to navigate your Echo codebase, run `go test (httptest)`, and apply precise code fixes.

Audit a Blazor Repo with Parallel Subagents in Atlas, 2026

In 2026, Blazor developers use Atlas's parallel subagents to sweep entire repositories for problems without exceeding the main session's context window. Audit .razor components and C# code efficiently.

Self-review Your OCaml Working Diff Before Committing with Atlas in 2026

OCaml developers in 2026 can self-review uncommitted diffs with Atlas, catching mistakes before CI. Leverage dune runtest, ocamlformat, and opam for a clean codebase.

Rename a symbol across the repo in Elixir with Atlas in 2026

Effortlessly rename Elixir functions, modules, or constants across your entire codebase in 2026 using Atlas. Leverage `lsp`, `grep`, and `edit` for precise, verified refactoring, ensuring your `mix test` suite remains

Run the scikit-learn Test Suite and Triage Failures with Atlas in 2026

Efficiently triage scikit-learn test failures in 2026 with Atlas. Turn walls of `pytest` output into prioritized root causes, using `grep` and `todowrite` for focused fixes.

Locate Groovy Behavior in 2026 with Atlas: A Developer's Guide

In 2026, Groovy developers use Atlas to pinpoint behavior implementation. Leverage semantic search, grep, and LSP tools across build.gradle and Spock tests to find exact files and symbols.

Debug a single failing test in Solidity with Atlas in 2026

In 2026, Atlas helps Solidity developers debug single failing forge test cases within Foundry projects. Pinpoint issues, trace call graphs, and fix smart contract code with AI-driven precision and safety.

Plan a Multi-File Change Before Editing in Objective-C with Atlas in 2026

Objective-C developers in 2026 can use Atlas to design complex, multi-file changes, leveraging its read-only plan agent to research code, integrate with XCTest and CocoaPods, and get review before modifying a single

Review a pull request in Go with Atlas (2026)

How Atlas reviews a Go pull request in 2026: bash produces the diff, read pulls whole files, and lsp findReferences catches callers a changed interface broke off-diff.

Plan a Multi-File Change in Perl with Atlas in 2026

Design and review complex, multi-file Perl changes with Atlas's plan agent before modifying a single line of code. Leverage prove, cpanm, and perltidy for safe development.

Locate Where a Behavior Is Implemented in Django with Atlas (2026)

Find the Django view, model, or signal behind a behavior in 2026: Atlas attacks it with codebase_search, grep, and the lsp tool, then confirms with pytest-django.

Document a SQL Module with a README using Atlas in 2026

In 2026, Atlas helps SQL developers generate accurate READMEs for modules by analyzing live code, not outdated specs. It leverages pgTAP, Flyway migrations, and sqlfluff format to ensure documentation reflects the

Rename a symbol across your Phoenix repo in 2026 with Atlas

Rename functions, classes, or constants across your Phoenix codebase with Atlas in 2026. Leverage mix test (ExUnit) and mix format for safe, precise refactoring.

Self-review Your Working Diff Before Committing in Erlang with Atlas in 2026

Erlang developers in 2026 use Atlas to self-review uncommitted diffs, catching mistakes before CI. Leverage rebar3, erlfmt, and eunit with AI assistance.

Plan a Multi-File Change in React Native Before Editing with Atlas in 2026

Plan multi-file changes in React Native with Atlas in 2026. Research your codebase, draft a detailed plan, and get it reviewed before modifying a single line of code, ensuring safety and precision.

Diagnose a Hanging or Long-Running Command in Phoenix with Atlas in 2026

Phoenix developers in 2026 can use Atlas to diagnose hanging `mix test` or `mix deps.get` commands. Learn how Atlas identifies if a process is genuinely slow or blocked on interactive input, helping you unblock your

Trace a runtime bug from a stack trace in FastAPI with Atlas in 2026

Pinpoint and fix FastAPI runtime bugs from production stack traces using Atlas, the terminal-native AI coding agent. Leverage real FastAPI tools like pytest (httpx AsyncClient) and uv.

Diagnose a hanging or long-running command in Haskell with Atlas in 2026

In 2026, use Atlas to diagnose hanging or slow Haskell `cabal` builds or `hspec` test runs. Identify if a command is blocked on input or genuinely slow, and get it unstuck.

Locate where a behavior is implemented in Scala with Atlas (2026)

Find the Scala file and symbol behind a behavior in 2026 with Atlas: codebase_search for meaning, grep through ripgrep for exact text, and the lsp tool for symbols.

Review a TypeScript Pull Request with Atlas (2026)

Review a TypeScript pull request with Atlas in 2026. Get the raw diff with bash, read changed files in full, and check callers with lsp findReferences before running vitest.

Debug a single failing test in Expo with Atlas in 2026

Pinpoint and fix failing `jest-expo` tests in your Expo application using Atlas, the terminal-native AI coding agent. Leverage Atlas's `lsp` and `bash` tools for precise debugging.

Run Atlas Headless in CI in a Python Repo: The 2026 Guide to atlas run

Run Atlas headless in CI on a Python repo in 2026. Use atlas run with --format json, pre-approve tools, and gate the pipeline on pytest, uv, and ruff format.

Locate Where a Behavior Is Implemented in C# with Atlas (2026)

Find the exact C# file and symbol behind a behavior in 2026: Atlas attacks a .sln from three angles with codebase_search, grep through ripgrep, and the lsp tool.

Write unit tests for untested code in scikit-learn with Atlas in 2026

Scikit-learn developers in 2026 can use Atlas to write robust unit tests for untested modules, matching existing pytest conventions and ensuring code quality. Learn how Atlas integrates with uv and ruff format.

Self-review your working diff before committing in Flutter with Atlas in 2026

Catch your own mistakes in Flutter before committing. Atlas helps Flutter developers in 2026 self-review uncommitted diffs, run `flutter test`, and `dart format` to ensure code quality and prevent issues from reaching

Extract a Shared Helper from Duplicated Polars Code with Atlas in 2026

In 2026, Polars developers use Atlas to find and refactor duplicated logic into shared helpers. Leverage semantic search, pytest (assert_frame_equal), and ruff format for robust code.

Trace a runtime bug from a stack trace in Symfony with Atlas in 2026

Pinpoint runtime bugs in Symfony applications from production stack traces using Atlas. Go from error to fix, leveraging Symfony's toolchain like Composer and PHPUnit, without a debugger attached.

Onboard to an Unfamiliar C Codebase With Atlas in 2026

How to onboard to an unfamiliar C codebase with Atlas in 2026: codebase_search maps meaning, glob maps the tree, and the read-only explore subagent does the sweeps.

Write Unit Tests for Untested Code in TensorFlow with Atlas in 2026

Streamline writing unit tests for TensorFlow modules with Atlas. Learn how Atlas uses `pytest`, `uv`, and `black` to add robust tests, matching your repo's conventions in 2026.

Refactor a Legacy PHP Module with Atlas Without Breaking Callers (2026)

How Atlas refactors a legacy PHP module in 2026: map callers with the lsp tool, pin behavior with PHPUnit, restructure with apply_patch, and format with PHP-CS-Fixer.

Locate Where a Behavior Is Implemented in Dart with Atlas (2026)

Find the exact Dart file and symbol behind a behavior with Atlas in 2026, using codebase_search for meaning, grep for text, and the lsp tool for the symbol graph.

Audit a Flutter Repo with Parallel Subagents in Atlas, 2026

In 2026, Flutter developers use Atlas to sweep entire repositories for code problems. Leverage parallel subagents to audit pubspec.yaml dependencies, widget trees, and Dart code without blowing your main context window.

Refactor a Legacy Module in C++ with Atlas (2026)

How to refactor a legacy C++ module with Atlas in 2026: enumerate callsites with the lsp tool, restructure with apply_patch, and prove behavior with GoogleTest via ctest.

Audit an Axum Repo with Parallel Subagents in Atlas (2026)

Sweep your Axum repository for specific issues without context window limits using Atlas's parallel subagents. Leverage `cargo nextest` and `rustfmt` for a robust audit.

Trace a runtime bug from a stack trace in Bun with Atlas in 2026

Pinpoint Bun runtime bugs from production stack traces using Atlas, the terminal-native AI agent. Quickly identify the responsible line and apply fixes without a debugger attached in 2026.

Refactor a Legacy Svelte Module with Atlas in 2026

In 2026, Svelte developers use Atlas to safely refactor legacy modules. Pin behavior with Vitest, track changes with apply_patch, and manage callsites with todowrite.

Document a TensorFlow Module with a README in 2026

Atlas helps TensorFlow developers in 2026 generate accurate READMEs by reading live code, using `lsp` for APIs, and `bash` to verify samples. Ensure your TensorFlow documentation reflects current implementation, not

Audit a Python Repo with Parallel Subagents in Atlas (2026)

Audit a Python repo with parallel Atlas subagents in 2026. Slice by package, launch read-only explore tasks, and merge findings without flooding your context.

Migrate a Deprecated API Across Every Callsite in Angular with Atlas in 2026

In 2026, Atlas helps Angular developers systematically migrate deprecated APIs across entire codebases. Leverage `lsp`, `todowrite`, and `apply_patch` to ensure no callsite is missed, with validation via `ng test` and

Upgrade a C++ Dependency and Fix Breakage with Atlas in 2026

In 2026, C++ developers use Atlas to efficiently upgrade major dependencies with vcpkg, automatically fixing compile and GoogleTest failures. Atlas streamlines the entire migration process.

Diagnose a hanging or long-running command in C with Atlas in 2026

C developers in 2026 use Atlas to diagnose hanging or slow commands like `make` or `Conan`. Quickly identify if a C build is blocked on input or genuinely slow, and get unstuck efficiently.

Rename a symbol across the repo in JavaScript with Atlas (2026)

Rename a JavaScript function, class, or constant repo-wide in 2026 with Atlas: lsp findReferences for real callsites, grep for strings and docs, edit with replaceAll.

Migrate a deprecated API across every callsite in Echo with Atlas in 2026

Streamline deprecated API migrations in Echo applications using Atlas. Enumerate all callsites, apply context-anchored patches, and validate with go test (httptest) for a complete, safe transition.

Refactor a Legacy Module in Angular with Atlas in 2026

Refactor legacy Angular modules safely in 2026 with Atlas. Maintain behavior, track callsites, and ensure code quality using `ng test`, `pnpm`, and `prettier`.

Plan a Multi-File Change Before Editing in C# with Atlas (2026)

Design a C# refactor across many files in 2026 before touching one line. Atlas plan mode denies every edit tool, writes a plan, then hands off with plan_exit.

Refactor a legacy module in Flask with Atlas in 2026

Streamline Flask module refactoring in 2026 with Atlas. Map public surfaces, pin behavior with pytest (app.test_client), apply changes safely, and ensure code quality with ruff format.

Automate GitHub Issue and Pull Request Triage in WebAssembly with Atlas in 2026

In 2026, Atlas empowers WebAssembly developers to automate GitHub issue and pull request triage directly from workflows. Leverage `wasm-pack`, `cargo`, and `rustfmt` for safe, trusted, and efficient code management.

Self-review your working diff before committing in Pandas with Atlas in 2026

Catch your own Pandas code mistakes before committing with Atlas in 2026. Review uncommitted diffs, run pytest (assert_frame_equal), and ruff format to ensure quality.

Atlas for Ruby on Rails in 2026

Atlas is a terminal-native AI coding agent for Ruby on Rails in 2026. Run it in a Rails app with a config/application.rb and review every diff before it lands.

Self-review your working diff before committing in Angular with Atlas in 2026

Catch your own mistakes in Angular applications before they reach review or CI. Atlas, the terminal-native AI agent, helps Angular developers review uncommitted diffs, run ng test, and ensure prettier formatting in 2026.

Debug a single failing test in dbt with Atlas in 2026

Pinpoint and fix failing dbt tests efficiently with Atlas in 2026. Leverage Atlas's AI to run `dbt test` in isolation, trace `ref()` calls, and apply precise code fixes.

Plan a Multi-File Change Before Editing in Zig with Atlas in 2026

For Zig developers in 2026, Atlas enables designing complex, multi-file changes and getting them reviewed before modifying a single line of code. Leverage `zig build test` and `zig fmt` safely.

Review a pull request in Gin with Atlas in 2026

Streamline your Gin pull request reviews in 2026 with Atlas, the terminal-native AI agent. Catch subtle bugs by examining full context, checking references, and running `go test`.

Run Atlas Headless in CI with NestJS in 2026

Automate Atlas sessions in your NestJS CI pipeline for machine-readable output. Learn to configure `atlas run` with `pnpm` and `jest` to integrate AI-driven code changes safely in 2026.

Diagnose a Hanging or Long-Running Symfony Command with Atlas in 2026

Quickly diagnose why Symfony commands like Composer or bin/console are hanging or running slowly in 2026. Atlas identifies blocked input versus genuine slowness, helping you get unstuck.

Run Atlas Headless in CI for Scala Projects in 2026

Automate Atlas sessions in your Scala CI pipelines in 2026. Get machine-readable output for sbt projects, pre-approve tools, and integrate with ScalaTest.

Onboard to an Unfamiliar C# Codebase with Atlas (2026)

How Atlas onboards you to an unfamiliar C# solution in 2026: codebase_search for meaning, glob for the .csproj layout, and a read-only explore subagent for wide sweeps.

Review a pull request in FastAPI with Atlas in 2026

In 2026, use Atlas to review FastAPI pull requests. Go beyond line-by-line diffs by leveraging `pytest (httpx AsyncClient)`, `uv`, and `ruff format` for comprehensive code quality and bug detection.

Diagnose a hanging or long-running command in Quarkus with Atlas in 2026

In 2026, Quarkus developers use Atlas to diagnose hanging or slow Maven builds and scripts. Quickly identify if a command is blocked on input or genuinely slow, and get unstuck.

Run the Test Suite and Triage Failures in Spring with Atlas in 2026

Streamline Spring test triage in 2026 with Atlas. Turn JUnit 5 via Maven test output into prioritized root causes, leveraging Atlas's AI for efficient debugging.

Trace a runtime bug from a stack trace in Quarkus with Atlas in 2026

Pinpoint and fix Quarkus runtime bugs from production stack traces using Atlas, the terminal-native AI agent. Leverage Maven, JUnit 5, and Spotless for rapid resolution.

Run the Phoenix Test Suite and Triage Failures with Atlas in 2026

Efficiently triage Phoenix test failures in 2026 with Atlas. Turn a wall of `mix test` output into a prioritized list of distinct root causes, leveraging Atlas's AI for faster debugging and resolution.

Review a pull request in Python with Atlas (2026)

Review a Python pull request in 2026 with Atlas: read the changed .py files in full, check callers with findReferences, and run pytest before you approve the diff.

Upgrade a dependency and fix the breakage in Terraform HCL with Atlas in 2026

Effortlessly upgrade Terraform HCL module dependencies and resolve breaking changes with Atlas in 2026. Atlas drives `terraform init`, parses compiler output, and fixes code, ensuring your infrastructure code remains

Write Unit Tests for Untested Code in Echo with Atlas in 2026

In 2026, use Atlas to write unit tests for your Echo applications. Learn how Atlas leverages `go test` with `httptest`, `go mod`, and `gofumpt` to ensure robust, idiomatic testing for your Go services.

Plan a Multi-File Change Before Editing in Assembly with Atlas in 2026

Design and review complex, multi-file Assembly changes with Atlas in 2026. Plan x86-64 or ARM64 modifications, get feedback, and ensure correctness before touching a single instruction.

Debug a single failing test in Phoenix with Atlas in 2026

Pinpoint and fix failing Phoenix tests with Atlas in 2026. Leverage `mix test (ExUnit)` and Atlas's AI to quickly diagnose issues in LiveView, Ecto, and contexts.

Document an OCaml Module with a README using Atlas in 2026

Generate accurate, up-to-date README documentation for your OCaml modules in 2026 using Atlas. Leverage dune, opam, and ocamlformat for precise, traceable docs.

Research a third-party API before integrating it in Fortran with Atlas in 2026

Fortran developers in 2026 can research third-party APIs efficiently with Atlas. Use `websearch` and `webfetch` for current docs, then integrate with confidence, verifying against `fpm` project conventions.

Extract a Shared Helper from Duplicated Express Code in 2026 with Atlas

In 2026, use Atlas to find and refactor duplicated logic in your Express services. Consolidate copy-pasted code into a single, tested helper, ensuring robust middleware and error handling.

Diagnose a Hanging or Long-Running Command in NestJS with Atlas in 2026

Quickly diagnose hanging or slow NestJS commands with Atlas in 2026. Learn to distinguish genuinely slow `pnpm` or `jest` runs from those silently blocked on input, and get your NestJS development unstuck.

Upgrade a dependency and fix the breakage in PowerShell with Atlas in 2026

Upgrade PowerShell dependencies and fix breaking changes with Atlas in 2026. Atlas drives PSResourceGet, interprets Pester failures, and repairs code, ensuring your modules remain robust and functional.

Self-review your working diff before committing in Remix with Atlas in 2026

Catch your own mistakes in Remix before they reach a reviewer or CI. Atlas helps Remix developers in 2026 self-review uncommitted diffs, run vitest, and format code with prettier.

Extract a Shared Helper from Duplicated Code in Symfony with Atlas in 2026

Streamline your Symfony codebase in 2026 by extracting duplicated logic into a single, tested helper using Atlas. Find semantic duplicates, create new services, and apply changes with confidence, all integrated with

Run the test suite and triage the failures in Quarkus with Atlas in 2026

In 2026, Quarkus developers use Atlas to efficiently run JUnit 5 (@QuarkusTest) suites, parse extensive failure logs, and prioritize distinct root causes for rapid resolution.

Diagnose a hanging or long-running command in Express with Atlas in 2026

Quickly diagnose hanging `npm` scripts or `mocha (supertest)` tests in your Express.js application with Atlas. Pinpoint if a command is genuinely slow or blocked on input, and get it unstuck efficiently.

Upgrade a Blazor Dependency and Fix Breakage with Atlas in 2026

Effortlessly upgrade Blazor dependencies to new major versions and resolve all compile and test failures using Atlas. Leverage real Blazor tools like NuGet, dotnet test (bUnit), and dotnet format for a smooth migration

Automate GitHub Issue and Pull Request Triage in TensorFlow with Atlas in 2026

Streamline GitHub issue and pull request triage for TensorFlow projects using Atlas in 2026. Safely automate responses for trusted users, integrating with `uv`, `pytest`, and `black`.

Self-review your working diff before committing in Spring with Atlas in 2026

Catch your own mistakes in Spring Boot projects before committing. Atlas helps Spring developers in 2026 self-review uncommitted diffs, run JUnit 5 via mvn test, and check Spotless formatting.

Extract a Shared Helper From Duplicated C++ Code With Atlas (2026)

Duplication in C++ is semantic, not textual. Atlas finds near-duplicate logic with codebase_search, writes one header, and swaps each copy with apply_patch.

Audit an Echo Repository with Parallel Subagents in Atlas in 2026

In 2026, sweep your Echo repository for problems without blowing your main session's context window. Atlas uses parallel subagents to audit `go mod` modules, ensuring read-only checks and efficient problem

Plan a Multi-File Change Before Editing in Unreal Engine with Atlas in 2026

Design and review complex multi-file changes for Unreal Engine projects with Atlas in 2026. Plan C++ refactors, manage Build.cs dependencies, and ensure Epic style compliance.

Trace a runtime bug from a stack trace in Gin with Atlas in 2026

Pinpoint Gin runtime bugs from production stack traces using Atlas in 2026. Leverage Atlas's code indexing and semantic search to quickly identify the root cause and apply fixes, all without attaching a debugger.

Debug a Single Failing Test in Quarkus with Atlas in 2026

Pinpoint and fix failing Quarkus tests efficiently with Atlas. Leverage JUnit 5, Maven, and Spotless for a streamlined debugging workflow in 2026.

Self-review your working diff before committing in Symfony with Atlas (2026)

Catch your own mistakes in Symfony code before they reach review or CI. Atlas helps Symfony developers in 2026 self-review uncommitted diffs using PHPUnit, Composer, and PHP-CS-Fixer.

Review a Pull Request in Expo with Atlas in 2026

Streamline your Expo pull request reviews in 2026 with Atlas, the terminal-native AI agent. Catch subtle bugs by leveraging Atlas to inspect diffs, run jest-expo tests, and format code with prettier.

Review a Pull Request in Unity with Atlas in 2026

Review Unity pull requests with Atlas in 2026. Analyze C# gameplay code, catch MonoBehaviour lifecycle bugs, and ensure optimal framerate with Unity Test Framework (NUnit) and Unity Package Manager (UPM).

Add a Regression Test for a Groovy Bug Fix with Atlas in 2026

Lock in Groovy bug fixes with Atlas by writing failing Spock tests, applying fixes, and verifying with Gradle. Ensure code quality with Spotless and secure changes with diff approvals.

Self-review your working diff before committing in Electron with Atlas in 2026

Catch your own mistakes in uncommitted Electron diffs before they reach review or CI. Atlas helps Electron developers self-review code changes, run @playwright/test, and format with prettier, ensuring quality and

Migrate a deprecated API across every callsite in WebAssembly with Atlas in 2026

Efficiently migrate deprecated WebAssembly APIs across your entire codebase with Atlas. Leverage wasm-pack, cargo, and rustfmt for a complete, verified transition in 2026.

Research a Third-Party API Before Integrating It in Kotlin With Atlas (2026)

How to research a third-party API before integrating it in Kotlin with Atlas in 2026: websearch finds the docs, webfetch pulls them, and every request is permissioned.

Run Atlas Headless in CI for Terraform HCL in 2026

Automate Terraform HCL development in CI pipelines with Atlas. Get machine-readable output, manage permissions, and integrate with terraform init, terraform test, and terraform fmt.

Research a Third-Party API Before Integrating It in Rust with Atlas (2026)

How Atlas researches a third-party API before you write the Rust integration in 2026: websearch, webfetch behind a permission prompt, then cargo test on a real diff.

Trace a Runtime Bug from a Stack Trace in Unreal Engine with Atlas in 2026

Pinpoint the exact line of code responsible for a production runtime bug in Unreal Engine C++ using Atlas. Go from stack trace to fix without a debugger attached.

Atlas for Scala in 2026

Atlas is a terminal-native AI coding agent for Scala in 2026. Run it in a project with a build.sbt, let it read your traits and implicits, and approve every diff.

Automate GitHub Issue and Pull Request Triage in Phoenix with Atlas in 2026

Streamline GitHub issue and PR triage for your Phoenix projects using Atlas. Automate responses, enforce safety, and integrate with your `mix` toolchain for efficient development in 2026.

Trace a runtime bug from a stack trace in Dart with Atlas in 2026

Pinpoint and fix Dart runtime bugs from production stack traces without a debugger using Atlas. Leverage `pub`, `dart test`, and `lsp` for rapid resolution.

Run Atlas Headless in CI for Gin Applications in 2026

Automate Gin code changes in your CI pipeline with Atlas. Learn how to run Atlas headless, get machine-readable output, and integrate with `go mod`, `go test`, and `gofmt` for your Gin projects.

Refactor a Legacy Next.js Module with Atlas in 2026

Streamline your Next.js codebase in 2026 by refactoring legacy modules with Atlas. Maintain behavior and prevent breaking changes across your App Router and API routes.

Trace a runtime bug from a stack trace in Deno with Atlas in 2026

Pinpoint Deno runtime bugs from production stack traces to a fix using Atlas. Go from a raw stack trace to the exact line of code and a solution, leveraging Deno's toolchain and Atlas's AI without a debugger.

Review a Pull Request in JavaScript With Atlas (2026 Guide)

How to review a JavaScript pull request with Atlas in 2026: bash produces the raw diff, read pulls whole files, and lsp findReferences catches the callers the diff hides.

Upgrade a Three.js Dependency and Fix Breakage with Atlas in 2026

In 2026, Atlas helps Three.js developers upgrade dependencies like 'three' itself, fixing compile and test failures by integrating with 'npm', 'vitest', and 'prettier'.

Extract a Shared Helper from Duplicated WebAssembly Code with Atlas in 2026

In 2026, Atlas helps WebAssembly developers refactor duplicated logic into shared helpers. Use Atlas with wasm-pack, cargo, and rustfmt to streamline your WebAssembly projects.

Extract a Shared Helper from Duplicated Code in Unreal Engine with Atlas in 2026

Refactor Unreal Engine C++ code in 2026 by extracting shared helpers from duplicated logic using Atlas. Find near-duplicates, create new modules, and apply changes with full diff review, all while integrating with

Run Atlas Headless in CI for Apache Spark Workflows in 2026

Automate PySpark optimization and testing in your CI pipelines with Atlas. Get machine-readable output, integrate with pytest (local SparkSession), and manage dependencies using uv for robust Apache Spark development.

Run the Test Suite and Triage the Failures in Rust with Atlas (2026)

Turn a wall of red cargo test output into a ranked list of root causes in 2026. Atlas truncates at 2000 lines, saves the full log, and tracks each cause in todowrite.

Research a Third-Party API Before Integrating It in Java with Atlas (2026)

Get an external API's real shape into context before writing Java in 2026: Atlas uses websearch and webfetch behind explicit permissions, then writes against real signatures.

Add a Regression Test for a Bug Fix in JavaScript with Atlas (2026)

Atlas writes a failing vitest spec, proves it fails via the bash tool exit code, applies the JavaScript fix with edit, and re-runs the same command to prove it passes.

Onboard to an Unfamiliar Laravel Codebase with Atlas in 2026

Quickly build a working mental model of any Laravel project in 2026 using Atlas. Leverage semantic search, explore tools, and review changes to understand Eloquent models, routes, and more.

Onboard to an Unfamiliar Unreal Engine Codebase with Atlas in 2026

Quickly build a working mental model of any Unreal Engine C++ repository in 2026 using Atlas. Leverage semantic search, project structure analysis, and LSP integration for rapid onboarding.

Trace a runtime bug from a stack trace in R with Atlas in 2026

Pinpoint and fix runtime bugs in R applications using Atlas, the terminal-native AI coding agent. Go from a production stack trace to a precise fix without a debugger attached, leveraging R's `testthat` and `renv`.

Self-review your working diff before committing in Godot with Atlas in 2026

Catch your own mistakes in Godot's uncommitted diffs before they reach review or CI. Atlas helps Godot developers self-review GDScript, node trees, and signals, ensuring clean code quality.

Self-review your working diff before committing in Ruby on Rails with Atlas in 2026

Catch your own mistakes in Ruby on Rails before they reach a reviewer or CI. Atlas, the terminal-native AI coding agent, helps you review uncommitted diffs, run RSpec tests, and apply RuboCop formatting.

Locate Where a Behavior Is Implemented in Rust with Atlas in 2026

Find the exact Rust file, trait, and impl behind a behavior in 2026. Atlas pairs codebase_search with grep through ripgrep and the lsp tool's findReferences.

Onboard to an Unfamiliar Codebase in Polars with Atlas in 2026

Onboard to unfamiliar Polars codebases in 2026 with Atlas. Build a mental model fast using semantic search, explore subagents, and review diffs for LazyFrame chains and pytest.

Upgrade a Dependency and Fix the Breakage in TypeScript with Atlas (2026)

Bump a TypeScript dependency to a new major in 2026. Atlas drives pnpm through bash, fetches the changelog with webfetch, and fixes every tsc error until vitest is green.

Self-Review Your Working Diff Before Committing in C# with Atlas (2026)

Self-review a C# working diff in 2026 with Atlas: read the full diff and every changed file, grep for leftovers, revert from a snapshot, then run xUnit via dotnet test.

Locate Laravel Behavior Implementations with Atlas in 2026

In 2026, Laravel developers use Atlas to quickly locate behavior implementations, pinpointing exact files and symbols across Eloquent models, routes, and Artisan commands. Find code by describing its function.

Plan a Multi-File Change Before Editing in Electron with Atlas in 2026

Design and review complex, multi-file changes for your Electron application using Atlas's plan agent. Leverage real tools like npm, prettier, and @playwright/test, ensuring safety and precision before any code is

Self-review your working diff before committing in Astro with Atlas in 2026

Catch your own mistakes in Astro projects before they reach review or CI. Atlas helps Astro developers in 2026 self-review uncommitted diffs, run `vitest` tests, and format code with `prettier (prettier-plugin-astro)`

Audit a React Native Repository with Parallel Subagents in Atlas (2026)

Sweep your React Native codebase for problems in 2026 using Atlas's parallel subagents. Manage context windows, integrate with `jest`, `yarn`, and `prettier` for efficient, safe audits.

Self-review your working diff before committing in WebAssembly with Atlas in 2026

Catch WebAssembly mistakes in your uncommitted diffs before CI with Atlas in 2026. Use `wasm-pack test` and `rustfmt` to ensure quality and prevent errors from reaching reviewers.

Audit a GraalVM Repo with Parallel Subagents in 2026

Sweep your GraalVM repository for specific problems without blowing your context window. Atlas launches parallel subagents to audit native-image builds, reflection, and resource configurations.

Run the Bun Test Suite and Triage Failures with Atlas in 2026

Streamline Bun test suite triage in 2026 with Atlas, the terminal-native AI agent. Quickly turn red `bun test` output into a prioritized list of distinct root causes, ensuring efficient bug resolution.

Migrate a Deprecated API Across Every Callsite in Apache Airflow with Atlas in 2026

Efficiently migrate deprecated APIs across your entire Apache Airflow codebase with Atlas. Enumerate all callsites, apply context-anchored patches, and validate changes with `pytest (DagBag)` and `ruff format` for a

Migrate a deprecated API across every callsite in dbt with Atlas in 2026

Migrate deprecated dbt APIs across your entire codebase with Atlas. Find every `ref()` and macro call, validate with `dbt test`, and format with `sqlfmt`.

Self-review your working diff before committing in GraalVM with Atlas in 2026

Catch your own mistakes in GraalVM code before committing. Atlas helps developers in 2026 self-review uncommitted diffs, ensuring `mvn -Pnative test` and `Spotless` pass.

Refactor a Legacy scikit-learn Module with Atlas in 2026

Restructure old scikit-learn modules without breaking callers or changing behavior. Atlas uses `lsp`, `pytest`, and `ruff format` to ensure safe, verified refactoring.

Research a Third-Party API Before WebAssembly Integration with Atlas in 2026

Research third-party APIs for WebAssembly integration in 2026 with Atlas. Use `websearch` and `webfetch` to get current API shapes, then integrate with `wasm-bindgen` and `wasm-pack`.

Upgrade a Dependency and Fix the Breakage in Unreal Engine with Atlas in 2026

Upgrade Unreal Engine dependencies in 2026 with Atlas. Automate Unreal Build Tool (Build.cs) updates, fix C++ compile errors, and run Unreal Automation Framework tests. Atlas ensures safe, approved code changes and Epic

Run Atlas Headless in CI for Unreal Engine in 2026

Automate Atlas sessions in your Unreal Engine CI/CD pipelines. Get machine-readable output, manage dependencies with Build.cs, and format code with clang-format.

Document a Fiber Module with a README using Atlas in 2026

In 2026, Fiber developers use Atlas to generate accurate READMEs for their modules. Atlas reads your app.Group routes and fiber.Ctx handlers, ensuring documentation reflects current code, not outdated plans. Get precise

Diagnose a hanging or long-running Polars command with Atlas in 2026

Quickly diagnose hanging Polars scripts or builds with Atlas. Determine if your `uv` or `pytest` commands are genuinely slow or silently blocked on input, and get unstuck efficiently in 2026.

Run the test suite and triage the failures in Unreal Engine with Atlas in 2026

Run and triage Unreal Engine test suite failures with Atlas in 2026. Transform red output from Unreal Automation Framework into prioritized root causes, streamlining C++ development.

Plan a Multi-File Change Before Editing in scikit-learn with Atlas in 2026

In 2026, scikit-learn developers use Atlas to plan complex multi-file changes, ensuring design approval and preventing accidental edits before touching a single line of code.

Automate GitHub Issue and Pull Request Triage in Electron with Atlas in 2026

Streamline GitHub issue and pull request triage for your Electron applications in 2026. Atlas integrates directly into GitHub Actions, ensuring safe, permission-gated responses and leveraging your existing toolchain.

Rename a symbol across the repo in TensorFlow with Atlas in 2026

In 2026, Atlas empowers TensorFlow developers to accurately rename functions, classes, or constants across their entire codebase, leveraging LSP, grep, and robust safety features. Ensure your Keras 3 models and tf.data

Migrate a Deprecated API Across Every Callsite in TensorFlow with Atlas in 2026

Efficiently migrate deprecated TensorFlow APIs across your entire codebase with Atlas. Leverage `lsp`, `todowrite`, and `apply_patch` for a complete, verified transition in 2026.

Document a FastAPI Module with a README in 2026

Learn how Atlas, the terminal-native AI coding agent, helps FastAPI developers in 2026 generate accurate, up-to-date README documentation directly from their codebase, using real tools like pytest and uv.

Locate where a behavior is implemented in Assembly with Atlas in 2026

In 2026, Atlas helps Assembly developers pinpoint exact file and symbol locations for specific behaviors, integrating with `nasm`, `make check`, and `asmfmt` for x86-64 and ARM64.

Refactor a Legacy Module in Bun with Atlas in 2026

Refactor legacy Bun modules safely with Atlas, the terminal-native AI agent. Leverage `bun test` and `bun fmt` for verified changes, ensuring no breaking callers in your 2026 Bun projects. Atlas maps APIs, pins

Onboard to an Unfamiliar Solidity Codebase with Atlas in 2026

Solidity developers in 2026 can rapidly build a mental model of any unfamiliar codebase using Atlas. Leverage semantic search, AST indexing, and Foundry toolchain integration with forge test, soldeer, and forge fmt.

Document an Electron Module with a README in 2026 using Atlas

In 2026, Electron developers use Atlas to generate accurate READMEs directly from live code. Leverage npm, prettier, and @playwright/test to ensure documentation reflects current module behavior, not outdated plans.

Extract a Shared Helper from Duplicated F# Code with Atlas in 2026

Refactor F# code in 2026 by extracting duplicated logic into a shared helper using Atlas. Leverage semantic search, automated refactoring, and F#-specific toolchain integration for clean, tested code.

Diagnose a Hanging or Long-Running Perl Command with Atlas in 2026

In 2026, Perl developers use Atlas to diagnose why prove (Test2::V0) or cpanm commands hang. Quickly identify if a Perl script is slow or blocked on input.

Automate GitHub Issue and Pull Request Triage in Three.js with Atlas in 2026

Streamline Three.js project maintenance in 2026. Atlas automates GitHub issue and pull request triage, ensuring safe, trusted responses for your Three.js codebase.

Refactor a legacy module in Apache Spark with Atlas in 2026

In 2026, refactor Apache Spark modules safely with Atlas. Map public surfaces, pin behavior with pytest (local SparkSession), and apply changes with apply_patch while tracking callsites.

Debug a single failing test in Go with Atlas (2026)

Fix the code, not the assertion. Atlas isolates one failing Go test with go test -run, walks the call path with lsp, and lands the fix with edit or apply_patch.

Run Atlas Headless in CI for Godot Projects in 2026

Automate Atlas sessions in your Godot CI/CD pipelines. Get machine-readable output for GDScript, node trees, and signals, integrating with GUT and gdformat.

Write Unit Tests for Untested JavaScript Code with Atlas (2026)

Atlas enumerates a JavaScript module's exports with the lsp tool, copies your existing vitest conventions, writes the spec file, and runs vitest with the bash tool.

Research a Third-Party API Before Integrating It in Python with Atlas in 2026

Research a third-party API before integrating it in Python in 2026. Atlas uses websearch and webfetch to pull live docs, then writes against real signatures.

Audit a Laravel Repository with Parallel Subagents in 2026

Sweep your Laravel application for code issues in 2026 using Atlas's parallel subagents. Efficiently audit Eloquent models, routes, and tests without blowing your context window.

Research a Third-Party API Before Integrating it in Zig with Atlas in 2026

For Zig developers in 2026, Atlas streamlines API research by fetching current documentation and integrating it into your codebase. Leverage Atlas to understand external APIs, then write robust Zig integrations

Plan a Multi-File Change Before Editing in R with Atlas in 2026

In 2026, R developers use Atlas to design and review multi-file changes across DESCRIPTION packages and testthat suites before modifying any code. Ensure your renv dependencies and Air formatting are considered in a

Write Unit Tests for Untested Code in Julia with Atlas in 2026

Learn how Atlas helps Julia developers in 2026 write unit tests for untested code, leveraging `Pkg.test (Test.jl)` and `Project.toml` to match existing repo conventions.

Atlas for DevOps Leads: Integrating AI Coding into Terminal-First Workflows with TUI Themes

Atlas empowers DevOps leads to integrate AI coding into terminal-first workflows using a TUI theme system. Maintain essential model, command, branch, and deployment controls for scalable AI development.

Automate GitHub Issue and Pull Request Triage in Erlang with Atlas in 2026

Automate GitHub issue and pull request triage for Erlang projects using Atlas. Integrate with rebar3 and erlfmt, ensuring safe, permission-gated responses from trusted users in your CI/CD pipeline.

Trace a runtime bug from a stack trace in React with Atlas in 2026

In 2026, React developers use Atlas to trace runtime bugs from production stack traces directly in the terminal. Pinpoint the exact line and fix issues without a debugger, leveraging pnpm and Vitest with React Testing

Run Atlas Headless in CI for Haskell Projects in 2026

Automate Haskell development in CI with Atlas. Run Atlas headless to fix `cabal` build errors, add `hspec` tests, and apply `fourmolu` formatting, getting machine-readable output for your pipelines.

Audit an Elixir Repo with Parallel Subagents in 2026 using Atlas

Sweep your Elixir repository for specific problems without blowing your context window. Atlas uses parallel subagents, ExUnit, Mix, and Hex to audit large Elixir codebases efficiently.

Write Unit Tests for Untested Pandas Code with Atlas in 2026

In 2026, Atlas helps Pandas developers write robust unit tests for untested modules. It leverages pytest (assert_frame_equal), uv, and ruff format to match existing repo conventions.

Automate GitHub Issue and Pull Request Triage in Swift with Atlas in 2026

Swift developers in 2026 can automate GitHub issue and pull request triage using Atlas, integrating with the Swift Package Manager toolchain for safe, trusted responses.

Audit a Ruby on Rails Repository with Parallel Subagents in Atlas (2026)

Sweep your Ruby on Rails codebase for issues using Atlas's parallel subagents. Leverage RSpec, Bundler, and RuboCop for efficient, context-window-friendly audits in 2026.

Rename a Symbol Across the Repo in Rust With Atlas (2026)

How to rename a symbol across a Rust repo with Atlas in 2026: lsp findReferences gives the true callsites, grep catches strings and docs, cargo test proves the rename.

Extract a Shared Helper from Duplicated Code in Vue with Atlas in 2026

In 2026, Vue developers use Atlas to efficiently refactor duplicated logic into a single, tested helper. Find, extract, and replace code across .vue components and stores, ensuring maintainability with Vitest and pnpm.

Run the Test Suite and Triage Failures in React with Atlas in 2026

React developers in 2026 use Atlas to efficiently triage test failures from Vitest with React Testing Library. Turn a wall of red output into a prioritized list of distinct root causes, streamlining your debugging

Plan a Multi-File Change Before Editing in Laravel with Atlas in 2026

In 2026, Laravel developers use Atlas to plan complex, multi-file changes across models, routes, and tests. Design, review, and refine your entire architectural shift before modifying a single line of code.

Locate Three.js Behavior Implementations with Atlas in 2026

Discover how Atlas helps Three.js developers in 2026 pinpoint exact file and symbol locations for behaviors, leveraging semantic search, grep, and LSP tools.

Document a .NET Module with a README using Atlas in 2026

Atlas helps .NET developers in 2026 create accurate README documentation directly from source code. It uses the .NET SDK and LSP to describe module APIs, ensuring docs reflect current implementation.

Research a Third-Party API Before Integrating It in TypeScript with Atlas (2026)

Atlas fetches live API documentation with webfetch, then generates typed TypeScript clients from the real response shapes instead of inferring interfaces from memory.

Locate Where a Behavior is Implemented in SQL with Atlas in 2026

In 2026, Atlas helps SQL developers quickly locate the exact file and symbol responsible for a behavior across Flyway migrations and .sql files, using semantic search and LSP.

Research a Third-Party API for Unity Integration in 2026 with Atlas

Streamline Unity API integration in 2026. Atlas helps Unity developers research external APIs, fetch documentation, and verify code against `dotnet format` and `Unity Test Framework (NUnit)` standards before committing.

Run the RSpec Test Suite and Triage Failures in Ruby on Rails with Atlas in 2026

Atlas helps Ruby on Rails developers in 2026 efficiently triage RSpec test suite failures, turning a wall of red output into a prioritized list of distinct root causes for faster debugging.

Document a module with a README in Fastify with Atlas in 2026

In 2026, Fastify developers use Atlas to generate accurate READMEs for modules. Atlas reads live code, enumerates APIs, and verifies examples, ensuring documentation reflects current Fastify plugin behavior.

Document a NestJS Module with a README using Atlas in 2026

Generate accurate READMEs for your NestJS modules in 2026 with Atlas. Leverage real code, `jest` tests, and `pnpm` dependencies to document what your application actually does today, not just what it was designed to do.

Migrate a deprecated API across every callsite in PowerShell with Atlas in 2026

In 2026, migrate deprecated PowerShell functions or modules across your entire codebase with Atlas. Ensure no callsite is missed, leveraging Pester and PSScriptAnalyzer for verification.

Locate Echo Behavior Implementations with Atlas in 2026

In 2026, Echo developers use Atlas to pinpoint behavior implementations. Leverage semantic search, `grep`, and `lsp` to navigate `go.mod` projects, confirm with `go test (httptest)`, and review `gofumpt` diffs for

Upgrade a COBOL Dependency and Fix Breakage with Atlas in 2026

COBOL developers in 2026 can use Atlas to upgrade major library versions, automatically fixing compile and test failures. Leverage GnuCOBOL cobc, COBOL Check, and Z Open Editor formatter for a streamlined workflow.

Trace a Runtime Bug from a Stack Trace in Phoenix with Atlas in 2026

Pinpoint and fix runtime bugs in Phoenix applications using Atlas in 2026. Go from a production stack trace to the exact line of code and a solution, leveraging Phoenix's mix test and Ecto changesets.

Refactor a legacy module in Qwik with Atlas in 2026

Streamline your Qwik codebase in 2026 by refactoring legacy modules with Atlas. Ensure zero regressions using vitest, pnpm, and Atlas's precise code modifications.

Document a COBOL Module with a README in 2026 using Atlas

In 2026, COBOL developers use Atlas to generate accurate READMEs directly from live code. Atlas integrates with GnuCOBOL cobc and COBOL Check, ensuring documentation reflects current behavior.

Audit a PowerShell Repository with Parallel Subagents in Atlas in 2026

Sweep your PowerShell repository for issues without blowing your context window. Atlas uses parallel subagents and integrates with Pester, PSResourceGet, and PSScriptAnalyzer for efficient audits.

Add a Regression Test for a Bug Fix in Symfony with Atlas in 2026

Lock in Symfony bug fixes with Atlas by writing red-first regression tests using PHPUnit (WebTestCase). Learn to reproduce bugs, apply fixes, and ensure stability in your 2026 Symfony projects with terminal-native AI.

Research a Third-Party API Before Integrating it in .NET with Atlas in 2026

Streamline third-party API research for .NET integrations in 2026 with Atlas. Discover how Atlas uses websearch and webfetch to get current API shapes, ensuring your ASP.NET Core services are built on accurate

Run the Test Suite and Triage Failures in NestJS with Atlas in 2026

Streamline NestJS test triage in 2026 with Atlas. Turn walls of red `jest` output into prioritized, distinct root causes using `pnpm`, `grep`, and `todowrite`.

Document a module with a README in Apache Spark with Atlas in 2026

Atlas helps Apache Spark developers in 2026 generate accurate READMEs for PySpark modules. It uses lsp, read, and bash to document code's current behavior, ensuring traceability.

Trace a runtime bug from a stack trace in Qwik with Atlas in 2026

Pinpoint Qwik runtime bugs from production stack traces using Atlas, the terminal-native AI coding agent. Leverage Qwik's resumability and toolchain like pnpm and vitest.

Automate GitHub Issue and Pull Request Triage in Apache Spark with Atlas in 2026

Automate GitHub issue and pull request triage for Apache Spark projects with Atlas in 2026. Atlas AI responds to events, manages code, and ensures safety with trusted user permissions.

Add a Regression Test for an Axum Bug Fix with Atlas in 2026

Lock in Axum bug fixes with robust regression tests using Atlas. Learn to write failing tests, apply fixes, and verify with `cargo nextest` in your Rust codebase by 2026, ensuring stability.

Document a Module with a README in Flask with Atlas in 2026

Learn how Atlas helps Flask developers in 2026 generate accurate, up-to-date READMEs for modules by reading live code, verifying samples with bash, and integrating with pytest, uv, and ruff format.

Trace a runtime bug from a stack trace in Godot with Atlas in 2026

Pinpoint Godot runtime bugs from production stack traces using Atlas in 2026. Leverage Atlas's AI to read frames, grep for errors, and fix issues in GDScript without a debugger.

Audit a Quarkus Repo with Parallel Subagents in Atlas in 2026

Sweep your Quarkus repository for problems without blowing your context window. Atlas uses parallel subagents, JUnit 5, Maven, and Spotless for efficient, safe audits.

Migrate a deprecated API across every callsite in scikit-learn with Atlas in 2026

Efficiently migrate deprecated scikit-learn APIs across your entire codebase using Atlas. Ensure no callsite is missed with precise enumeration, automated patching, and `pytest` validation.

Add a Regression Test for a Blazor Bug Fix with Atlas in 2026

Lock in Blazor bug fixes with Atlas in 2026. Learn to write failing bUnit tests, apply fixes to .razor components, and confirm passes using dotnet test, all with Atlas's guided, permission-gated workflow.

Refactor a legacy module in Fiber with Atlas in 2026

Streamline your Fiber application's legacy modules in 2026 with Atlas. Safely refactor code, ensure no breaking changes to callers, and maintain behavior using `go test (app.Test)` and `gofmt`.

Automate GitHub issue and pull request triage in Symfony with Atlas in 2026

Streamline GitHub issue and pull request triage in your Symfony projects with Atlas. Configure workflows to safely automate responses, ensuring only trusted users trigger actions and code quality is maintained with

Run the Test Suite and Triage Failures in Apache Airflow with Atlas in 2026

Streamline Apache Airflow test triage in 2026. Atlas helps developers turn walls of `pytest (DagBag)` output into prioritized root causes, using `uv` and `ruff format`.

Upgrade a Dependency and Fix Breakage in Electron with Atlas in 2026

In 2026, Electron developers use Atlas to efficiently upgrade dependencies, resolve compile-time errors, and fix test failures. Atlas integrates with npm, @playwright/test, and prettier to streamline your workflow.

Audit a TensorFlow Repository with Parallel Subagents in Atlas (2026)

Sweep your TensorFlow and Keras 3 codebase for issues without context window limits. Atlas uses parallel subagents and real tools like pytest and black for efficient, safe audits.

Audit a Tauri Repo with Parallel Subagents in 2026

In 2026, audit your Tauri applications efficiently with Atlas's parallel subagents. Sweep entire repositories for issues without exceeding your main session's context window, leveraging `cargo test` and `rustfmt` for

Locate Unity Behavior Implementations with Atlas in 2026

In 2026, Unity developers use Atlas to pinpoint behavior implementations. Discover exact C# files and symbols responsible for gameplay actions, leveraging Atlas's semantic search and LSP integration for your Unity

Migrate a Deprecated API Across Every Callsite in Fastify with Atlas in 2026

In 2026, use Atlas to systematically migrate deprecated APIs across your Fastify codebase. Ensure no callsite is missed, leveraging `node:test (fastify.inject)` and `prettier` for a safe, complete transition.

Review a Pull Request in Clojure with Atlas in 2026

Streamline Clojure pull request reviews in 2026 with Atlas, the terminal-native AI agent. Catch subtle bugs by leveraging `deps.edn`, `kaocha`, and `cljfmt` for deep context.

Migrate a deprecated API across every callsite in Expo with Atlas in 2026

Effortlessly migrate deprecated APIs across your entire Expo codebase using Atlas. Leverage Atlas's AI to find, replace, and verify changes with Expo's native toolchain like jest-expo and npx expo install.

Diagnose a hanging or long-running command in Crystal with Atlas in 2026

In 2026, Crystal developers use Atlas to diagnose hanging or slow `crystal spec` tests or `shards` commands. Learn how Atlas identifies blocked input and helps you get unstuck.

Researching Third-Party APIs for Nuxt Integrations with Atlas in 2026

Streamline Nuxt API integrations in 2026. Atlas uses `websearch` and `webfetch` to get current API shapes, then helps write Nuxt code, respecting `useAsyncData` and Nitro, with `pnpm` and `prettier`.

Migrate a Deprecated API Across Every Callsite in Zig with Atlas in 2026

Migrate deprecated Zig APIs across your entire codebase with Atlas in 2026. Use `zig build test`, `zig fmt`, and `build.zig.zon` to ensure a complete, verified transition without missing a caller.

Document a module with a README in Svelte with Atlas in 2026

In 2026, Atlas helps Svelte developers generate accurate README documentation directly from source code, integrating with pnpm, Vitest, and prettier-plugin-svelte.

Upgrade a Node.js Dependency and Fix Breakage with Atlas in 2026

Effortlessly upgrade Node.js dependencies and resolve breaking changes with Atlas. Leverage AI to manage `npm` updates, fix `node:test` failures, and ensure your `package.json` is always current in 2026.

Document a Module with a README in Laravel with Atlas in 2026

In 2026, Laravel developers use Atlas to generate accurate READMEs for modules, ensuring documentation reflects current code. Atlas leverages Pest and Composer to verify code samples and integrates with Laravel Pint for

Write unit tests for untested code in R with Atlas in 2026

In 2026, R developers use Atlas to add robust testthat unit tests to existing modules. Atlas reads DESCRIPTION files, copies testthat conventions, and runs devtools::test().

Document a module with a README in Godot with Atlas in 2026

In 2026, Atlas helps Godot developers create accurate READMEs for modules by analyzing live GDScript code, node paths, and signals. Ensure your documentation reflects what your Godot project actually does today.

Automate GitHub Issue and Pull Request Triage in Polars with Atlas in 2026

Streamline GitHub issue and pull request triage for your Polars projects using Atlas. Safely automate responses, code formatting with ruff format, and testing with pytest (assert_frame_equal) for trusted users.

Upgrade a dependency and fix the breakage in Apache Spark with Atlas in 2026

In 2026, Atlas helps Apache Spark developers upgrade PySpark dependencies using `uv`, automatically fixing compile and test failures identified by `pytest (local SparkSession)` and formatted by `ruff format`.

Audit a Bun Repository with Parallel Subagents in 2026

Sweep your Bun repository for problems without context window limits using Atlas's parallel subagents. Leverage bun test, bun install, and bun fmt for efficient, safe audits.

Automate GitHub Issue and Pull Request Triage in Apache Airflow with Atlas in 2026

Automate GitHub issue and pull request triage in Apache Airflow with Atlas. Safely respond to events, enforce trusted users, and integrate with your dags/ and pyproject.toml setup. Atlas leverages pytest (DagBag) and

Add a Regression Test for a Bug Fix in .NET with Atlas in 2026

Lock in .NET bug fixes with robust regression tests using Atlas. Learn how to write failing xUnit tests, apply fixes, and verify with `dotnet test` for ASP.NET Core projects in 2026.

Onboard to an unfamiliar codebase in Perl with Atlas in 2026

Quickly build a working mental model of any Perl codebase in 2026 using Atlas. Leverage semantic search, AST indexing, and read-only exploration of `cpanm` distributions and `Test2::V0` test suites, without reading

Trace a Nim Runtime Bug from a Stack Trace with Atlas in 2026

Pinpoint and fix Nim runtime bugs from production stack traces using Atlas, the terminal-native AI coding agent. Leverage Nim's toolchain, including nimble and nph, for efficient debugging.

Research a Third-Party API Before Integrating It in Go with Atlas (2026)

Atlas fetches live API docs before you write Go: websearch finds the page, webfetch pulls it behind a permission prompt, and your struct tags match reality in 2026.

Migrate a Deprecated API Across Every Callsite in SQL with Atlas in 2026

In 2026, Atlas helps SQL developers migrate deprecated functions or modules across an entire codebase, ensuring no callsite is missed and changes are validated with pgTAP and Flyway migrations.

Automate GitHub Issue and Pull Request Triage in .NET with Atlas in 2026

Streamline GitHub issue and pull request triage for your .NET projects using Atlas in 2026. Integrate with GitHub Actions, leverage real .NET tools like NuGet and dotnet test, and ensure secure, permission-gated

Diagnose a Hanging or Long-Running C++ Command with Atlas (2026)

Diagnose a hanging or long-running C++ build or test with Atlas in 2026. Read the bash shell_metadata block to tell a slow ctest run from one blocked on stdin.

Automate GitHub Issue and Pull Request Triage in Elixir with Atlas in 2026

Automate GitHub issue and pull request triage in Elixir projects using Atlas. Configure workflows to safely respond to events, ensuring only trusted users trigger actions and reviewing all changes.

Self-review your working diff before committing in Apache Spark with Atlas in 2026

Catch your own mistakes in Apache Spark code before committing with Atlas. Leverage Atlas's terminal-native AI to review uncommitted diffs, run `pytest (local SparkSession)`, and `ruff format` for robust self-review.

Extract a Shared Helper from Duplicated Code in PyTorch with Atlas in 2026

Streamline your PyTorch codebase in 2026 by extracting duplicated logic into shared, tested helpers using Atlas. Improve maintainability and reduce bugs related to device placement and autograd.

Run Atlas Headless in CI for Tauri Projects in 2026

Automate Atlas sessions in your Tauri CI pipelines for machine-readable output. Integrate with `cargo test`, `rustfmt`, and `pnpm` to streamline development workflows in 2026.

Refactor a Legacy Scala Module with Atlas in 2026

Streamline legacy Scala modules in 2026 with Atlas. Safely refactor code, ensure no behavior changes, and maintain caller compatibility using sbt, ScalaTest, and scalafmt.

Diagnose a Hanging or Long-Running Pandas Command with Atlas in 2026

Quickly diagnose if your Pandas script is genuinely slow or silently blocked on input using Atlas. Get unstuck and optimize your DataFrame operations.

Run Atlas Headless in CI for React Native in 2026

Automate React Native development in CI with Atlas. Run Atlas headless to integrate AI-driven code changes, manage `yarn` dependencies, and validate with `jest (@testing-library/react-native)` in your pipeline.

Review a Pull Request in Zig with Atlas in 2026

Streamline Zig pull request reviews in 2026 with Atlas. Leverage AI to analyze diffs, check `comptime` blocks, and validate `build.zig` changes, ensuring robust code quality and catching subtle bugs.

Upgrade a Dependency and Fix Breakage in FastAPI with Atlas in 2026

In 2026, upgrade FastAPI dependencies and resolve breaking changes with Atlas. Leverage `uv` for package management and `pytest (httpx AsyncClient)` for testing, ensuring a smooth migration and clean codebase.

Review a Pull Request in React Native with Atlas in 2026

Streamline React Native pull request reviews in 2026 with Atlas. Catch subtle bugs by examining full diffs, running jest tests, and checking native modules for comprehensive code quality.

Refactor a legacy PyTorch module with Atlas in 2026

Restructure old PyTorch modules without breaking callers or changing behavior. Atlas uses `lsp` for callsite mapping, `pytest` for baselining, and `apply_patch` for safe code changes.

Plan a multi-file change before editing in dbt with Atlas in 2026

Design complex, multi-file dbt changes with Atlas's plan agent. Get your dbt project modifications reviewed and approved before a single line of code is written, ensuring safety and collaboration.

Upgrade a Dependency and Fix Breakage in Fiber with Atlas in 2026

In 2026, Atlas helps Fiber developers upgrade dependencies and fix compile and test failures. Leverage Atlas to manage `go mod` updates, repair `fiber.Ctx` handlers, and ensure `go test` passes.

Refactor a legacy Three.js module with Atlas in 2026

Safely refactor legacy Three.js modules in 2026 with Atlas. Map callsites, pin behavior with vitest, apply changes with apply_patch, and ensure no regressions.

Debug a single failing test in Unreal Engine with Atlas in 2026

Pinpoint and fix failing Unreal Engine C++ tests with Atlas. Leverage the Unreal Automation Framework, Build.cs, and clang-format for precise debugging.

Audit an Electron Repository with Parallel Subagents in Atlas in 2026

Audit your Electron repository in 2026 for problems without blowing your main session's context window. Atlas uses parallel subagents to sweep your codebase, integrating with `npm`, `@playwright/test`, and `prettier`

Extract a Shared Helper from Duplicated Code in Tauri with Atlas in 2026

In 2026, use Atlas to efficiently extract shared helper functions from duplicated Rust and JavaScript code across your Tauri application. Streamline your codebase with semantic search and atomic refactoring.

Self-review your working diff before committing in Flask with Atlas in 2026

In 2026, Flask developers use Atlas to self-review uncommitted diffs, catching mistakes before CI. Leverage `pytest (app.test_client)`, `ruff format`, and `uv` to ensure your Flask application is flawless.

Self-review your working diff before committing in Unreal Engine with Atlas in 2026

Catch your own mistakes in Unreal Engine C++ code before committing with Atlas. Review uncommitted diffs, run Unreal Automation Framework tests, and apply clang-format for Epic style.

Audit a Swift Repo with Parallel Subagents in Atlas in 2026

Sweep large Swift repositories for code issues in 2026 using Atlas's parallel subagents. Leverage Swift Package Manager, XCTest, and swift-format without blowing your context window.

Debug a single failing test in C++ with Atlas (2026)

Debug one failing GoogleTest case in C++ with Atlas in 2026: run it isolated through ctest, walk the call path with lsp, and fix the code rather than the assertion.

Write Unit Tests for Untested Code in TypeScript with Atlas (2026)

How Atlas writes vitest unit tests for untested TypeScript in 2026: lsp documentSymbol enumerates exports, grep copies your conventions, and pnpm vitest actually runs them.

Audit a Vue.js Repository with Parallel Subagents in Atlas, 2026

In 2026, Vue developers use Atlas to sweep entire repositories for problems without blowing the context window. Leverage parallel subagents for efficient, read-only audits of Vue.js projects.

Research a third-party API before integrating it in TensorFlow with Atlas in 2026

Streamline TensorFlow API integration in 2026. Atlas helps developers research external APIs, fetch documentation, and verify against `pyproject.toml` conventions before writing code.

Write Unit Tests for Untested Code in Scala with Atlas (2026)

How to add ScalaTest coverage to an untested Scala module with Atlas in 2026: enumerate symbols with lsp documentSymbol, copy repo conventions, then run sbt test.

Refactor a Legacy Module in Go With Atlas (2026 Guide)

How to refactor a legacy Go module with Atlas in 2026: lsp findReferences enumerates callers, apply_patch anchors on context, and go test proves behavior after each hunk.

Run the test suite and triage the failures in Tauri with Atlas in 2026

In 2026, Tauri developers use Atlas to efficiently run `cargo test` and frontend suites, then triage failures. Turn a wall of red output into a prioritized list of distinct root causes, leveraging Atlas's `grep` and

Rename a symbol across the repo in MATLAB with Atlas in 2026

In 2026, Atlas empowers MATLAB developers to rename functions, classes, and constants across their repositories with unparalleled precision. Leverage semantic analysis and robust verification for comprehensive, safe

Automate GitHub Issue and Pull Request Triage in Angular with Atlas in 2026

Streamline Angular project maintenance in 2026 by automating GitHub issue and pull request triage with Atlas, ensuring safe, trusted, and efficient responses directly from your CI/CD workflows.

Debug a Single Failing Test in JavaScript with Atlas (2026)

Debug one failing JavaScript test with Atlas in 2026: run it in isolation with vitest through pnpm, walk the call path with the lsp tool, and fix the code, not the assertion.

Research a Third-Party API Before Integrating It in JavaScript with Atlas (2026)

Atlas uses websearch and webfetch to pull live API docs into context before you write JavaScript, so your Node or browser integration matches the real endpoints in 2026.

Upgrade a Dependency and Fix Breakage in Elixir with Atlas in 2026

In 2026, Elixir developers use Atlas to direct upgrade dependencies, resolving compile and test failures caused by major version bumps. Leverage Atlas's AI to navigate `mix.exs` changes and fix code.

Atlas for Crystal: A Terminal-Native AI Coding Agent for shard.yml Projects in 2026

Atlas is a terminal-native AI coding agent for Crystal in 2026. It reads shard.yml and union types, narrows Nil unions, runs crystal spec behind a prompt, and formats the diff.

Onboard to an Unfamiliar PyTorch Codebase with Atlas in 2026

In 2026, Atlas helps PyTorch developers quickly build a mental model of new codebases. Pinpoint `nn.Module` definitions, identify device placement issues, and integrate with `pytest`, `uv`, and `ruff format` for

Onboard to an Unfamiliar Julia Codebase with Atlas in 2026

In 2026, Julia developers use Atlas to quickly build a mental model of unfamiliar codebases. Leverage semantic search, AST indexing, and permission-gated tools for efficient onboarding.

Add a Regression Test for a Flutter Bug Fix with Atlas in 2026

Lock in Flutter bug fixes with robust regression tests using Atlas. Learn how to write failing tests, apply fixes, and validate with `flutter test` in 2026.

Run the Test Suite and Triage the Failures in Elixir with Atlas (2026)

Triage a red ExUnit suite in Elixir with Atlas in 2026. Run mix test through bash, read the retained log past the 2000-line truncation, and group causes with grep.

Extract a Shared Helper from Duplicated Code in NestJS with Atlas in 2026

Streamline NestJS refactoring in 2026 by extracting shared helpers from duplicated logic using Atlas. Identify semantic duplicates, create new modules, and apply changes with full reviewability, ensuring your NestJS

Diagnose a Hanging or Long-Running Elixir Command with Atlas (2026)

When mix test or mix deps.get hangs in Elixir, Atlas tells you whether it is slow or blocked on stdin in 2026, then gets it unstuck with a timeout or a CI flag.

Write Unit Tests for Untested Code in Rust with Atlas (2026)

How Atlas writes cargo test coverage for an untested Rust module in 2026: lsp documentSymbol lists every pub item, grep copies your conventions, and the tests actually run.

Run the Echo Test Suite and Triage Failures with Atlas in 2026

Streamline Echo test suite triage in 2026 with Atlas. Turn a wall of `go test` failures into a prioritized list of distinct root causes, leveraging Atlas's AI and `grep` for efficient debugging.

Self-review your working diff before committing in Phoenix with Atlas in 2026

Catch your own mistakes in Phoenix uncommitted diffs before review or CI. Atlas helps Phoenix developers self-review changes, run mix test (ExUnit), and apply mix format to ensure code quality in 2026.

Trace a runtime bug from a stack trace in Fastify with Atlas in 2026

Fastify developers in 2026 use Atlas to trace runtime bugs from production stack traces. Pinpoint the exact line, understand context, and apply fixes with `npm` and `node:test`.

Review a Pull Request in Qwik with Atlas in 2026

Master Qwik pull request reviews with Atlas in 2026. Leverage Atlas's AI to analyze diffs, check Qwik-specific idioms, run vitest, and ensure code quality.

Run Atlas Headless in CI for Phoenix Projects in 2026

Automate Atlas sessions in your Phoenix CI/CD pipeline for non-interactive code generation and refactoring. Get machine-readable output, integrate with mix test, and ensure safety with permission-gated tools for your

Plan a Multi-File Change Before Editing in Erlang with Atlas in 2026

In 2026, Erlang developers use Atlas to plan and review complex multi-file changes, ensuring design approval before modifying a single line of code or running rebar3. Securely design Erlang system updates.

Run Atlas Headless in CI for Fortran in 2026

Fortran developers in 2026 can run Atlas headless in CI pipelines to automate tasks, integrate with fpm, and get machine-readable output for robust automation.

Rename a symbol across the repo in Gin with Atlas in 2026

In 2026, Atlas empowers Gin developers to rename functions, classes, or constants across their entire repository with precision. Leverage `lsp`, `grep`, and `edit` tools, integrated with `go test` and `gofmt`, for safe

Self-review your working diff before committing in Qwik with Atlas in 2026

Catch your own mistakes in Qwik projects before they reach review or CI. Atlas helps Qwik developers in 2026 self-review uncommitted diffs, integrating vitest, prettier, and pnpm for a robust workflow.

Automate GitHub Issue and Pull Request Triage in Fortran with Atlas in 2026

Automate GitHub issue and pull request triage for Fortran projects using Atlas. Safely respond to PRs and issues, run `fpm test`, and format with `fprettify` for trusted users in 2026, ensuring code quality and security.

Add a Regression Test for an Assembly Bug Fix with Atlas in 2026

Learn how Atlas helps Assembly developers in 2026 add robust regression tests for bug fixes. Ensure your x86-64 or ARM64 Assembly code is locked in with `make check` and `asmfmt`.

Plan a Multi-File Vue Change Before Editing with Atlas (2026)

How Atlas plans a multi-file Vue change in 2026: plan mode denies every edit tool, research stays allowed, and plan_exit asks before switching to the build agent.

Write Unit Tests for Untested Phoenix Code with Atlas in 2026

Learn how Atlas helps Phoenix developers in 2026 add robust unit tests to untested modules, adhering to existing repo conventions and using `mix test (ExUnit)` for verification. Streamline your Phoenix testing workflow.

Rename a symbol across the repo in Express with Atlas in 2026

In 2026, rename functions, classes, or constants across your Express codebase with Atlas. Leverage `lsp`, `grep`, and `edit` for precise, safe refactoring, ensuring all references are updated, including those missed by

Rename a symbol across the repo in SolidJS with Atlas in 2026

In 2026, rename functions, classes, or constants across your SolidJS codebase with Atlas. Leverage lsp, grep, and edit for precise, verified refactoring.

Run the Gin Test Suite and Triage Failures with Atlas in 2026

Streamline Gin test suite triage in 2026 with Atlas. Turn walls of `go test` output into prioritized root causes, leveraging `go mod` and `gofmt` for efficient fixes.

Refactor a legacy Fastify module in 2026 with Atlas

Streamline your Fastify application in 2026 by refactoring legacy modules with Atlas. Ensure no breaking changes using `node:test` and `prettier` for a robust update, maintaining Fastify's performance.

Document a Terraform HCL Module with a README in 2026 using Atlas

In 2026, Atlas helps Terraform HCL developers generate accurate READMEs for modules, ensuring documentation reflects current code behavior, not outdated assumptions. Leverage `terraform init` and `terraform fmt` for a

Trace a runtime bug from a stack trace in Vue with Atlas in 2026

Pinpoint Vue runtime bugs from production stack traces using Atlas in 2026. Leverage Atlas's AI to navigate your Vue.js codebase, identify root causes, and apply fixes without a debugger, ensuring rapid resolution.

Audit an Express Repo with Parallel Subagents in Atlas, 2026

Sweep your Express.js repository for common issues without context window bloat. Atlas uses parallel subagents and real Express tools like mocha (supertest) and npm.

Run Atlas Headless in CI for COBOL in 2026

Automate COBOL development in CI with Atlas. Run Atlas headless to get machine-readable output, integrate with GnuCOBOL cobc and COBOL Check, and ensure safe code changes.

Add a Regression Test for a SQL Bug Fix with Atlas in 2026

Lock in SQL bug fixes with Atlas in 2026. Learn to add a regression test that fails before the fix and passes after, using pgTAP and Flyway migrations.

Upgrade a Spring Dependency and Fix Breakage with Atlas in 2026

In 2026, Spring developers use Atlas to efficiently upgrade major dependencies in Maven projects. Fix compile and JUnit 5 test failures automatically, ensuring robust Spring Boot applications.

Debug a single failing test in TensorFlow with Atlas in 2026

Pinpoint and fix failing TensorFlow tests quickly with Atlas, the terminal-native AI coding agent. Leverage pytest, uv, and black for a streamlined debugging workflow.

Automate GitHub Issue and Pull Request Triage in Blazor with Atlas in 2026

Streamline GitHub issue and pull request triage for your Blazor projects using Atlas. Learn how to integrate Atlas safely into your workflows, leveraging dotnet commands and bUnit for automated responses and code

Diagnose a hanging or long-running command in Expo with Atlas in 2026

Atlas helps Expo developers in 2026 diagnose and unblock hanging `npx expo install` or `jest-expo` commands, distinguishing slow operations from interactive input waits. Get unstuck fast.

Review a pull request in OCaml with Atlas in 2026

In 2026, Atlas helps OCaml developers review pull requests by fetching diffs, reading full files, checking .mli signatures, running dune runtest, and applying ocamlformat.

Locate where a behavior is implemented in Objective-C with Atlas in 2026

For Objective-C developers in 2026, Atlas helps pinpoint the exact file and symbol responsible for a behavior, leveraging semantic search, grep, and LSP tools across your .h and .m files.

Write Unit Tests for Untested Solidity Code with Atlas in 2026

Add robust unit tests to your Solidity contracts using Atlas. Leverage `forge test`, `soldeer`, and `forge fmt` to ensure code quality and security in 2026.

Audit a Flask Repository with Parallel Subagents in 2026

Sweep your Flask repository for specific issues in 2026 without exceeding your main session's context window. Atlas uses parallel, read-only subagents to efficiently audit Flask blueprints and application factories

Upgrade a Dependency and Fix Breakage in TensorFlow with Atlas in 2026

TensorFlow developers in 2026 can use Atlas to upgrade dependencies like Keras 3, automatically fixing compile and test failures. Atlas drives uv for package management, reads pytest output, and formats with black.

Trace a runtime bug from a stack trace in PyTorch with Atlas in 2026

Trace PyTorch runtime bugs from production stack traces with Atlas. Identify the responsible line and generate fixes without a debugger, streamlining your PyTorch development.

Plan a multi-file change before editing in Polars with Atlas in 2026

Design and review complex, multi-file Polars changes with Atlas in 2026. Use real tools like pytest and ruff format to plan safely before any code is modified.

Refactor a Legacy Erlang Module with Atlas in 2026

Safely refactor Erlang modules in 2026 using Atlas, the terminal-native AI coding agent. Map callsites, verify behavior with rebar3 eunit, and apply changes with precision, all while maintaining Erlang code style with

Audit a Nim Repository with Parallel Subagents in Atlas, 2026

Sweep your Nim codebase for problems without context window limits using Atlas's parallel subagents. Leverage `nimble`, `nph`, and `std/unittest` for efficient, read-only audits in 2026.

Document a Module with a README in Spring with Atlas in 2026

Generate accurate, up-to-date READMEs for your Spring modules in 2026 using Atlas. Leverage real code, Maven, and JUnit 5 to document what your Spring Boot application actually does today, not what it was supposed to do

Debug a single failing test in OCaml with Atlas in 2026

Pinpoint and fix failing OCaml tests with Atlas, the terminal-native AI coding agent. Leverage dune runtest, opam, and ocamlformat for efficient debugging in 2026.

Refactor a Legacy Dart Module with Atlas in 2026

Safely refactor legacy Dart modules in 2026 with Atlas. Leverage `dart test`, `pub`, and `lsp` to restructure code without breaking callers or changing behavior.

Locate Perl Behavior Implementations with Atlas in 2026

Discover how Atlas helps Perl developers in 2026 pinpoint exact file and symbol locations for behaviors, leveraging semantic search, grep, and LSP across CPAN modules and TAP test suites.

Diagnose a Hanging or Long-Running Command in Angular with Atlas in 2026

Diagnose hanging or slow Angular CLI commands like `ng test` or `pnpm install` with Atlas in 2026. Atlas identifies if your Angular script is blocked on input or genuinely slow, getting you unstuck.

Trace a runtime bug from a stack trace in Groovy with Atlas in 2026

Pinpoint and fix Groovy runtime bugs from production stack traces using Atlas. Leverage Gradle, Spock, and Spotless to quickly identify the responsible line without a debugger.

Upgrade a Ruby Dependency and Fix Breakage with Atlas in 2026

Upgrade Ruby gems and fix breaking changes with Atlas in 2026. Atlas drives Bundler, reads RSpec output, and repairs code, ensuring your Ruby projects stay current and functional.

Diagnose a hanging or long-running command in Go with Atlas (2026)

Is your go test hung or just slow? In 2026 Atlas's bash timeout message names the interactive-input case, so a blocked go mod download is diagnosed, not waited out.

Diagnose a hanging or long-running command in React Native with Atlas in 2026

In 2026, React Native developers use Atlas to quickly diagnose hanging `yarn` scripts or `jest` tests. Pinpoint if a command is genuinely slow or blocked on interactive input, and get your build unstuck.

Diagnose a hanging or long-running command in Java with Atlas (2026)

Diagnose a hanging Maven or Java command in 2026 with Atlas: read the shell_metadata block, tell slow apart from blocked on stdin, and re-run non-interactively.

Upgrade a dependency and fix the breakage in React Native with Atlas in 2026

Upgrade React Native dependencies in 2026 with Atlas. Automatically fix compile and test failures using `yarn`, `jest`, and `prettier` for a smooth migration.

Rename a symbol across the repo in Electron with Atlas in 2026

Refactor your Electron codebase with Atlas in 2026. Rename functions, classes, or constants across main and renderer processes, ensuring accuracy with LSP and grep, then verify with npm and Playwright tests.

Upgrade Axum Dependencies and Fix Breakage with Atlas in 2026

In 2026, Atlas empowers Axum developers to direct upgrade major dependencies, automatically resolving compile errors and passing `cargo nextest` with precision. Streamline your Axum project maintenance.

Automate GitHub Issue and Pull Request Triage in Node.js with Atlas in 2026

Automate GitHub issue and pull request triage for your Node.js projects using Atlas in 2026. Configure Atlas within GitHub Actions to safely respond to events, ensuring only trusted users trigger AI-driven responses for

Self-review Your Working Diff Before Committing in Tauri with Atlas in 2026

Catch your own mistakes in Tauri applications before committing in 2026. Atlas helps Tauri developers self-review uncommitted diffs, run `cargo test`, `rustfmt`, and `prettier`.

Locate where a behavior is implemented in dbt with Atlas in 2026

Discover how Atlas helps dbt developers in 2026 pinpoint exact file and symbol locations for specific behaviors, leveraging semantic search, grep, and LSP tools across your dbt project.

Research a Third-Party API Before Integrating It in Lua with Atlas in 2026

For Lua developers in 2026, Atlas streamlines third-party API research and integration. Leverage `websearch` and `webfetch` for current docs, then integrate with `luarocks`, `busted`, and `stylua`.

Self-review Your Working Diff Before Committing in React Native with Atlas in 2026

Catch your own mistakes in React Native diffs before committing with Atlas. Use `jest`, `prettier`, and `yarn` to ensure quality in your 2026 mobile projects.

Document a Pandas Module with a README in 2026

In 2026, Atlas helps Pandas developers generate accurate READMEs for modules by analyzing live code, ensuring documentation reflects current behavior, not outdated assumptions. Leverage pytest, uv, and ruff format.

Trace a Runtime Bug from a Stack Trace in Laravel with Atlas in 2026

Pinpoint and fix Laravel runtime bugs directly from production stack traces using Atlas, the terminal-native AI coding agent. Leverage Composer, Pest, and Laravel Pint for a streamlined workflow.

Locate where a behavior is implemented in Polars with Atlas in 2026

In 2026, Polars developers use Atlas to pinpoint behavior implementations. Leverage semantic search, grep, and LSP tools to find exact files and symbols within your Polars codebase.

Audit a C# Repo with Parallel Subagents in Atlas (2026)

Sweep a C# solution for a class of problem in 2026 using Atlas parallel subagents: one read-only explore task per .csproj, findings merged and fixed with edit.

Locate Where a Behavior Is Implemented in Kotlin with Atlas (2026)

Find the Kotlin file and symbol behind a behavior when you only know what the app does. Atlas attacks it in 2026 with codebase_search, grep, and the lsp tool.

Audit a Haskell Repo with Parallel Subagents in 2026

Sweep your Haskell repository for problems in 2026 using Atlas's parallel subagents. Leverage `cabal`, `hspec`, and `fourmolu` to audit code without blowing your context window.

Audit an OCaml Repository with Parallel Subagents in Atlas, 2026

Sweep an OCaml repository for specific problems using Atlas's parallel subagents. Leverage `dune`, `opam`, and `ocamlformat` for efficient, context-window-friendly audits.

Onboard to an unfamiliar codebase in Elixir with Atlas (2026)

How to onboard to an unfamiliar Elixir codebase in 2026 with Atlas: codebase_search over the semantic index, glob across mix.exs projects, and ExUnit via mix test.

Plan a Multi-File Change Before Editing in Clojure with Atlas in 2026

Design complex, multi-file Clojure changes with Atlas's Plan agent in 2026. Get review-ready plans for your deps.edn projects before touching a single line of code.

Run Atlas Headless in CI for Actix Web Projects in 2026

Automate Actix Web development with Atlas in CI. Run Atlas headless to get machine-readable output, pre-approve tools, and integrate with `cargo test` and `rustfmt` in your 2026 pipelines.

Self-review your working diff before committing in Django with Atlas in 2026

Catch your own mistakes in Django code before committing. Atlas helps Django developers self-review uncommitted diffs, run pytest-django tests, and apply ruff format in 2026.

Self-review your working diff before committing in Next.js with Atlas in 2026

Next.js developers in 2026 use Atlas to self-review uncommitted diffs, catching mistakes before CI. Leverage Vitest, prettier, and pnpm with Atlas's AI agent.

Rename a symbol across the repo in Vue with Atlas in 2026

Effortlessly rename functions, classes, or constants across your Vue 3 codebase in 2026 using Atlas. Leverage lsp, grep, and edit for precise, safe refactoring in single-file components and Composition API projects.

Automate GitHub issue and pull request triage in GraalVM with Atlas in 2026

In 2026, GraalVM developers can automate GitHub issue and pull request triage using Atlas. Configure Atlas in a GitHub workflow to safely respond to events, ensuring only trusted users trigger actions and maintaining

Document an Elixir Module with a README in 2026 using Atlas

Generate accurate, up-to-date README documentation for your Elixir modules with Atlas. Leverage Mix, Hex, and ExUnit for verified, traceable docs.

Review a pull request in Fiber with Atlas in 2026

In 2026, use Atlas to thoroughly review Fiber pull requests. Go beyond line-by-line diffs by checking full file context, fiber.Ctx buffer lifetimes, and go test results to catch subtle bugs.

Diagnose a Hanging or Long-Running Command in FastAPI with Atlas in 2026

Diagnose hanging or slow FastAPI commands with Atlas in 2026. Identify blocked `uv` builds or `pytest` runs, using Atlas's bash tool to get unstuck and optimize your FastAPI development workflow.

Diagnose a Hanging or Long-Running Command in Objective-C with Atlas in 2026

Objective-C developers in 2026 use Atlas to diagnose hanging `xcodebuild test` or `CocoaPods` commands. Atlas identifies if a process is genuinely slow or blocked on interactive input, providing clear steps to resolve

Extract a Shared Helper from Duplicated Qwik Code with Atlas in 2026

In 2026, Qwik developers use Atlas to efficiently refactor duplicated logic into shared helpers. Leverage semantic search, automated refactoring, and vitest integration for robust code quality and maintainability.

Research a Third-Party API Before Blazor Integration with Atlas in 2026

Streamline Blazor API integration in 2026. Atlas helps Blazor developers research external APIs, fetch documentation, and generate C# and .razor code with safety and precision.

Review a Pull Request in Assembly with Atlas in 2026

In 2026, Atlas helps Assembly developers review pull requests by understanding x86-64 and ARM64 code, checking calling conventions, and integrating with `make check` and `asmfmt` for thorough, context-aware feedback.

Self-review your working diff before committing in Terraform HCL with Atlas in 2026

Catch your own mistakes in uncommitted Terraform HCL diffs using Atlas. Leverage `terraform fmt`, `terraform test`, and `terraform plan` to ensure quality before review or CI.

Run Atlas Headless in CI for Assembly in 2026

Automate Assembly code analysis and modification in CI pipelines with Atlas. Run Atlas headless to get machine-readable output, integrate with `make check` and `asmfmt`, and ensure code quality for x86-64 and ARM64

Plan a Multi-File Change Before Editing in Gin with Atlas in 2026

Design complex, multi-file changes for your Gin application with Atlas's plan agent in 2026. Research, plan, and get review before modifying a single line of Go code, ensuring safety and precision.

Self-review Your Working Diff Before Committing in Nuxt with Atlas in 2026

Catch your own mistakes in uncommitted Nuxt diffs before they reach review or CI. Use Atlas to review changes, run vitest, pnpm, and prettier, and safely revert unwanted edits.

Onboard to an Unfamiliar Actix Web Codebase with Atlas in 2026

Quickly build a working mental model of any Actix Web repository in 2026 using Atlas. Leverage semantic search, explore code structure, and understand dependencies without reading every file.

Audit a Deno Repository with Parallel Subagents in Atlas, 2026

Sweep your Deno codebase for issues without context window limits using Atlas's parallel subagents. Leverage deno test, deno fmt, and JSR for efficient, permission-gated audits in 2026.

Self-review your working diff before committing in NestJS with Atlas in 2026

Catch your own mistakes in uncommitted NestJS diffs before code review or CI. Atlas helps NestJS developers self-review changes, run `jest` tests, and format with `prettier`.

Document an Assembly Module with a README in 2026 using Atlas

Generate accurate READMEs for your Assembly modules in 2026 with Atlas. Leverage make check, make (nasm toolchain), and asmfmt to document x86-64 and ARM64 code as it actually runs.

Automate GitHub Issue and Pull Request Triage in Solidity with Atlas in 2026

Automate GitHub issue and pull request triage for Solidity projects using Atlas. Safely respond to PRs and issues in 2026, ensuring trusted users and proper context handling with Foundry.

Document a module with a README in Remix with Atlas in 2026

In 2026, Atlas helps Remix developers generate accurate, up-to-date README documentation directly from live code. It integrates with pnpm, vitest, and prettier to reflect current module behavior.

Plan a Multi-File Change Before Editing in Fiber with Atlas (2026)

Design and review complex multi-file changes in your Fiber application using Atlas in 2026. Leverage `go mod`, `go test`, and `gofmt` for a safe, pre-edit workflow.

Self-review your working diff before committing in PowerShell with Atlas in 2026

Catch your own mistakes in PowerShell uncommitted diffs before they reach review or CI. Atlas, the terminal-native AI agent, integrates with Pester and PSScriptAnalyzer for robust self-review.

Automate GitHub Issue and Pull Request Triage in Express with Atlas in 2026

Streamline GitHub issue and pull request triage for your Express services using Atlas. Safely automate responses, run mocha (supertest) tests, and format with prettier, all within a trusted GitHub workflow.

Review a Pull Request in Express with Atlas in 2026

Streamline Express pull request reviews in 2026 with Atlas. Catch subtle bugs in middleware order, error handlers, and async routes using `mocha (supertest)` and `prettier`.

Write unit tests for untested code in Axum with Atlas in 2026

In 2026, Axum developers use Atlas to write unit tests for untested code, integrating with `cargo nextest` and `rustfmt`. Atlas ensures new tests match existing conventions and provides robust safety features for your

Automate GitHub Issue and Pull Request Triage in Groovy with Atlas in 2026

Streamline GitHub issue and pull request triage for Groovy projects in 2026. Atlas integrates with Gradle, Spock, and Spotless to automate responses safely and only for trusted users.

Audit a Fortran Repo with Parallel Subagents in 2026

Sweep your Fortran codebase for problems without context window limits. Atlas uses parallel subagents to audit fpm projects, leveraging fprettify and fpm test for comprehensive review in 2026.

Extract a Shared Helper from Duplicated Fiber Code with Atlas in 2026

Refactor your Fiber application in 2026 by extracting duplicated logic into a single, tested helper using Atlas. Improve maintainability and leverage go test for verification.

Diagnose a Hanging or Long-Running Command in Axum with Atlas in 2026

In 2026, Axum developers use Atlas to diagnose hanging `cargo nextest` runs or `cargo` builds. Learn how Atlas identifies silent input blocks versus genuine slowness, ensuring your Rust projects remain unstuck.

Automate GitHub Issue and Pull Request Triage in SQL with Atlas in 2026

Streamline GitHub issue and pull request triage for your SQL projects using Atlas. Automate responses, refactor queries, and manage Flyway migrations safely with a terminal-native AI agent.

Audit a repo with parallel subagents in Symfony with Atlas in 2026

Sweep your Symfony repository for code issues without context window limits using Atlas's parallel subagents. Leverage Composer, PHPUnit, and PHP-CS-Fixer for efficient, targeted audits.

Rename a symbol across the repo in Scala with Atlas in 2026

Refactor Scala code with Atlas in 2026. Safely rename functions, classes, or constants across your entire sbt project, ensuring all references, including comments and strings, are updated accurately.

Onboard to an Unfamiliar SQL Codebase with Atlas in 2026

Rapidly build a mental model of any SQL repository in 2026 using Atlas. Leverage semantic search, explore Flyway migrations, and understand pgTAP tests without reading every file.

Plan a multi-file change before editing in COBOL with Atlas in 2026

Design and review multi-file COBOL changes before modifying a single line with Atlas. Leverage GnuCOBOL cobc and COBOL Check for safe, pre-approved modifications in 2026.

Onboard to an unfamiliar codebase in Erlang with Atlas in 2026

Erlang developers in 2026 can use Atlas to quickly build a mental model of unfamiliar rebar3 projects. Understand supervision trees, gen_server modules, and application structure without reading every file, leveraging

Write Unit Tests for Untested Objective-C Code with Atlas in 2026

Learn how Atlas helps Objective-C developers in 2026 write XCTest unit tests for existing modules, matching repo conventions and using `xcodebuild test` and `clang-format`.

Add a Regression Test for an Actix Web Bug Fix with Atlas in 2026

Actix Web developers in 2026 can use Atlas to add robust regression tests for bug fixes. Learn how Atlas integrates with `cargo test (actix_web::test)` to ensure your fixes are locked in with a red-first, green-after

Migrate a deprecated API across every callsite in Express with Atlas in 2026

Streamline deprecated API migrations in Express.js applications with Atlas. Use `npm`, `mocha (supertest)`, and `prettier` to ensure every callsite is updated safely and efficiently by 2026, maintaining code quality.

Refactor a legacy module in Quarkus with Atlas in 2026

Streamline Quarkus module refactoring in 2026 with Atlas. Safely restructure old code, maintain behavior, and prevent breaking callers using Maven, JUnit 5, and Spotless.

Document a module with a README in F# with Atlas in 2026

Generate accurate, up-to-date READMEs for your F# modules using Atlas in 2026. Atlas leverages your .fsproj and real code to document public APIs, ensuring documentation reflects current implementation, not outdated

Plan a Multi-File Change in Expo with Atlas in 2026

Design complex, multi-file changes for your Expo app in 2026 using Atlas. Plan and get review before modifying a single line, leveraging `jest-expo` and `prettier` for a safe workflow.

Document a PHP Module with a README in 2026

Atlas helps PHP developers in 2026 generate accurate README documentation directly from source code. It leverages Composer, PHPUnit, and PSR standards to describe what your PHP code actually does today.

Rename a symbol across your Haskell repo in 2026 with Atlas

Learn how Atlas, the terminal-native AI coding agent, renames Haskell functions, classes, and constants across your entire repository, ensuring type-safe refactoring and catching all occurrences.

Debug a Single Failing Test in Bun with Atlas in 2026

Pinpoint and fix failing Bun tests with Atlas, the terminal-native AI coding agent. Leverage `bun test` and `bun fmt` for rapid iteration and precise code corrections in 2026.

Debug a Single Failing Test in Gin with Atlas in 2026

In 2026, Atlas helps Gin developers efficiently debug single failing `go test` cases. Pinpoint issues in `httptest` assertions and fix production code with AI-powered assistance, integrating direct with your Go

Automate GitHub issue and pull request triage in Unreal Engine with Atlas in 2026

Automate GitHub issue and pull request triage for Unreal Engine projects with Atlas in 2026. Safely respond to events, manage dependencies with Unreal Build Tool (Build.cs), and format code with clang-format, ensuring

Extract a shared helper from duplicated code in Expo with Atlas in 2026

In 2026, use Atlas to find and refactor duplicated logic across your Expo codebase. Consolidate redundant code into a single, tested helper using Atlas's precise tools and Expo's native workflow.

Run Node.js Test Suites and Triage Failures with Atlas in 2026

Streamline Node.js test triage in 2026 with Atlas. Turn walls of `node:test` output into prioritized fixes, leveraging `npm` for efficient debugging and tracking.

Refactor a legacy module in Expo with Atlas in 2026

Safely refactor legacy Expo modules in 2026 with Atlas, the terminal-native AI coding agent. Leverage `jest-expo` for testing and `prettier` for formatting, ensuring no breaking changes or regressions in your Expo app.

Run the test suite and triage the failures in Fiber with Atlas in 2026

Streamline Fiber test suite triage in 2026 with Atlas. Turn a wall of red `go test` output into a prioritized list of distinct root causes for your `app.Test` handlers and middleware.

Research a Third-Party API Before Integrating It in Angular with Atlas (2026)

Research a third-party API before integrating it in Angular in 2026: Atlas uses websearch and webfetch behind permission prompts, then verifies with grep and ng test.

Locate TensorFlow Behavior Implementations with Atlas in 2026

Find the exact file and symbol for TensorFlow behaviors using Atlas. Leverage semantic search, `grep`, and LSP tools to pinpoint code in Keras 3 and `tf.function` contexts.

Document a Django Module with a README in 2026 using Atlas

In 2026, Django developers use Atlas to generate accurate README documentation for modules. Atlas leverages lsp, read, and codebase_search to describe what your Django code actually does today, ensuring every detail is

Add a Regression Test for a Bug Fix in C# with Atlas (2026)

Red first, then green. Atlas writes a failing xUnit test in C#, proves it reproduces the bug with dotnet test in 2026, applies the fix, and re-runs the same command.

Upgrade a Dependency and Fix Breakage in Godot with Atlas in 2026

In 2026, Godot developers use Atlas to efficiently upgrade dependencies via Godot Asset Library (gd-plug) and resolve compile and test failures with precise, AI-driven fixes.

Write unit tests for untested code in Unity with Atlas in 2026

Add real unit tests to untested Unity C# gameplay code in 2026 using Atlas. Leverage Unity Test Framework (NUnit) and existing repo conventions for robust testing.

Self-review your working diff before committing in Axum with Atlas in 2026

Catch your own mistakes in Axum code before they reach a reviewer or CI. Atlas, the terminal-native AI coding agent, helps Axum developers in 2026 self-review uncommitted diffs, run cargo nextest, and apply rustfmt with

Extract a Shared Helper from Duplicated Gin Code with Atlas in 2026

In 2026, Atlas helps Gin developers refactor duplicated logic across handlers into a single, tested helper. Leverage semantic search, granular patching, and integrated `go test` verification for robust refactoring.

Self-review your working diff before committing in Kotlin with Atlas in 2026

Catch your own mistakes in uncommitted Kotlin diffs before review or CI with Atlas. Leverage ktlint, JUnit 5 via gradle test, and Gradle for robust self-review in 2026.

Debug a single failing test in Flask with Atlas in 2026

Pinpoint and fix a single failing test in your Flask application using Atlas, the terminal-native AI coding agent. Leverage Flask's `pytest (app.test_client)` runner and `uv` package manager for efficient debugging.

Audit a NestJS Repository with Parallel Subagents in 2026

Audit your NestJS codebase efficiently in 2026 using Atlas's parallel subagents. Sweep for problems across modules, providers, and DTOs without blowing your context window, leveraging `jest` and `prettier`.

Locate Where a Behavior Is Implemented in Go with Atlas (2026)

Atlas finds the Go file and symbol behind a behavior using codebase_search for meaning, grep through ripgrep for exact text, and the lsp tool for the symbol graph.

Diagnose a hanging or long-running command in Fiber with Atlas in 2026

In 2026, Atlas helps Fiber developers diagnose and resolve hanging or slow commands like `go test` and `go mod`. Identify if a build is genuinely slow or blocked on input, and get it unstuck efficiently.

Locate where a behavior is implemented in Nim with Atlas in 2026

In 2026, Nim developers use Atlas to pinpoint behavior implementations. Atlas combines semantic search, `grep`, and LSP tools to quickly find exact files and symbols within `nimble` projects, ensuring precise code

Rename a Symbol Across Your NestJS Repo with Atlas in 2026

Refactor NestJS code confidently in 2026. Atlas renames functions, classes, and constants across your entire repository, leveraging LSP for accuracy and `grep` for comprehensive coverage, then validates with `jest` and

Locate where a behavior is implemented in FastAPI with Atlas in 2026

Discover how Atlas helps FastAPI developers in 2026 pinpoint the exact file and symbol for any behavior. Use semantic search, grep, and LSP tools to navigate your codebase efficiently and safely.

Rename a symbol across the repo in Polars with Atlas in 2026

In 2026, rename Polars functions, classes, or constants across your entire repository with Atlas. Leverage semantic search and lsp for precise refactoring, ensuring no callsite is missed and your pytest suite passes.

Upgrade a C Dependency and Fix Breakage with Atlas in 2026

In 2026, C developers use Atlas to upgrade major dependencies like Conan packages, automatically fixing compile and test failures. Atlas integrates with your C toolchain, including Unity via ctest and clang-format, to

Run Atlas Headless in CI with PowerShell in 2026

Automate Atlas in your PowerShell CI/CD pipelines. Learn to run Atlas headless, get machine-readable output, and integrate with Pester and PSResourceGet for robust automation.

Extract a Shared Helper from Duplicated Code in Remix with Atlas in 2026

Streamline your Remix application in 2026 by extracting shared helpers from duplicated code with Atlas. Find semantic duplicates, refactor with confidence, and verify changes using vitest and pnpm.

Migrate a Deprecated API Across Every Callsite in Terraform HCL with Atlas in 2026

Efficiently migrate deprecated Terraform HCL APIs across your entire codebase in 2026 using Atlas. Find all callsites, apply context-aware patches, and verify with `terraform test` for a complete, safe transition of

Rename a symbol across the repo in Qwik with Atlas in 2026

In 2026, Atlas empowers Qwik developers to safely rename functions, classes, or constants across their entire codebase. Leverage Atlas's `lsp`, `grep`, and `edit` tools to refactor Qwik components, `routeLoader$`

Migrate a deprecated API across every callsite in MATLAB with Atlas in 2026

Streamline deprecated API migrations in MATLAB codebases with Atlas in 2026. Automate finding all callers, applying patches, and verifying with `matlab.unittest (runtests)` for a complete, safe transition.

Automate GitHub Issue and Pull Request Triage in Assembly with Atlas in 2026

Streamline GitHub issue and pull request triage for Assembly codebases using Atlas. Ensure safe, trusted automation with real-time feedback and strict permission controls.

Refactor a Legacy Module in Apache Airflow with Atlas in 2026

Streamline Apache Airflow DAGs and tasks by refactoring legacy Python modules with Atlas. Safely restructure code, verify behavior with pytest (DagBag), and ensure no breaking changes in 2026.

Review a Pull Request in Pandas with Atlas in 2026

In 2026, Atlas helps Pandas developers review pull requests by providing deep context beyond the diff. Catch subtle bugs like chained assignment, dtype drift, and unvectorized operations, ensuring robust Pandas code.

Upgrade a Fortran Dependency and Fix Breakage with Atlas in 2026

Fortran developers in 2026 can use Atlas to upgrade dependencies, resolve compile errors, and fix test failures. Learn how Atlas integrates with fpm, gfortran, and fprettify for efficient migrations.

Debug a single failing test in NestJS with Atlas in 2026

Pinpoint and fix failing NestJS tests efficiently with Atlas. Leverage `jest` filters, LSP navigation, and AI-driven code edits for rapid debugging in 2026.

Extract a Shared Helper from Duplicated Julia Code with Atlas in 2026

Refactor duplicated Julia code into a shared helper using Atlas. Leverage semantic search, Pkg.test, and JuliaFormatter.jl for robust, reviewable changes.

Extract a Shared Helper from Duplicated Code in Phoenix with Atlas in 2026

Refactor your Phoenix application in 2026 by extracting duplicated logic into a single, tested helper using Atlas. Find semantic duplicates, create new modules, and apply changes with full diff review.

Rename a symbol across the repo in Apache Spark with Atlas in 2026

Rename functions, classes, or constants across your Apache Spark codebase with Atlas in 2026. Leverage precise LSP references, comprehensive grep, and safe edits, then verify with pytest and ruff format.

Onboard to an Unfamiliar Tauri Codebase with Atlas in 2026

Quickly build a mental model of any Tauri codebase in 2026 using Atlas. Leverage semantic search, AST indexing, and permission-gated tools to understand Rust core, webview frontend, and capabilities without reading

Run the test suite and triage the failures in C# with Atlas (2026)

Run a C# test suite and triage failures in 2026 with Atlas: xUnit via dotnet test through bash, full logs saved when output truncates, one todowrite per root cause.

Audit a SQL Repo with Parallel Subagents in 2026 using Atlas

In 2026, SQL developers use Atlas to audit entire repositories for specific problems, leveraging parallel subagents to sweep code without context window limits. Integrate with pgTAP, Flyway migrations, and sqlfluff

Migrate a deprecated API across every callsite in Symfony with Atlas in 2026

In 2026, use Atlas to systematically migrate deprecated APIs across your Symfony codebase. Ensure 100% coverage, track progress, and validate changes with PHPUnit and PHP-CS-Fixer.

Atlas for C in 2026

Atlas is a terminal-native AI coding agent for C in 2026. Run it in a project with a Makefile, have it find memory leaks or add Unity tests, and review the diff.

Diagnose a Hanging or Long-Running PHP Command With Atlas (2026)

Is your Composer install slow or blocked on stdin? Atlas's bash timeout message tells you which, and PHP-specific non-interactive flags get the command unstuck.

Onboard to an Unfamiliar Haskell Codebase with Atlas in 2026

Quickly build a working mental model of any Haskell repository in 2026 using Atlas. Leverage `cabal`, `hspec`, and `fourmolu` for efficient, safe onboarding.

Onboard to an Unfamiliar Three.js Codebase with Atlas in 2026

Quickly build a mental model of any Three.js repository in 2026 using Atlas. Leverage semantic search, file globbing, and read-only exploration to understand scene graphs, materials, and render loops without reading

Rename a symbol across the repo in Flask with Atlas in 2026

Efficiently rename functions, classes, or constants across your Flask application in 2026 using Atlas. Leverage lsp for precise references, grep for documentation, and edit for safe, verified changes, ensuring your

Research a Third-Party API Before Integrating It in Elixir with Atlas (2026)

How to research an external API before writing the Elixir client with Atlas in 2026: websearch, webfetch in markdown, then write the module and run ExUnit via mix test.

Trace a Runtime Bug From a Stack Trace in Ruby with Atlas (2026)

How to go from a Ruby backtrace to the responsible line with Atlas in 2026: read each frame at its offset, grep the error string, walk callers, then lock it with RSpec.

Upgrade a Haskell Dependency and Fix Breakage with Atlas in 2026

Effortlessly upgrade Haskell dependencies and resolve compile/test failures using Atlas. Leverage `cabal`, `hspec`, and `fourmolu` with AI assistance in 2026.

Write unit tests for untested code in Nuxt with Atlas in 2026

Learn how Atlas helps Nuxt developers in 2026 add real unit tests to untested modules using `vitest (@nuxt/test-utils)`, `pnpm`, and `prettier`, matching existing repo conventions.

Upgrade a dependency and fix the breakage in MATLAB with Atlas in 2026

In 2026, Atlas helps MATLAB developers upgrade dependencies and fix breaking changes. Automate MATLAB Add-On Manager (mpm) updates, repair compile errors, and resolve matlab.unittest failures with AI-driven precision.

Run the vitest Test Suite and Triage Failures in Remix with Atlas in 2026

Efficiently triage vitest failures in your Remix application using Atlas. Turn a wall of red test output into a prioritized list of distinct root causes, leveraging pnpm and real Remix file structures.

Refactor a Legacy Fortran Module with Atlas in 2026

Modernize Fortran code in 2026. Use Atlas to refactor legacy modules, move COMMON blocks, and ensure no regressions with fpm test and fprettify.

Debug a single failing test in Nuxt with Atlas in 2026

Pinpoint and fix failing Nuxt tests with Atlas in 2026. Leverage vitest (@nuxt/test-utils) and pnpm for efficient debugging, code navigation, and precise fixes in your Nuxt 3 application.

Write Unit Tests for Untested Astro Code in 2026 with Atlas

In 2026, Astro developers use Atlas to add `vitest` unit tests to untested modules. Atlas identifies existing conventions, writes new spec files, and runs tests with `pnpm`.

Trace a runtime bug from a stack trace in Terraform HCL with Atlas in 2026

Pinpoint Terraform HCL runtime bugs from production stack traces using Atlas in 2026. Leverage Atlas's AI to navigate .tf files, terraform plan outputs, and terraform test to quickly identify and fix issues without a

Refactor a legacy module in Express with Atlas in 2026

Refactor Express modules safely in 2026 with Atlas. Preserve behavior, prevent breaking changes, and ensure middleware order with mocha (supertest) and npm.

Self-review your working diff before committing in Perl with Atlas in 2026

Catch your own mistakes in uncommitted Perl diffs before they reach review or CI. Learn how Atlas helps Perl developers in 2026 self-review code, run `prove`, and `perltidy`.

Write Unit Tests for Untested Qwik Code with Atlas in 2026

Learn how Atlas helps Qwik developers in 2026 add robust unit tests to untested modules, matching existing repo conventions using `vitest`, `pnpm`, and `prettier`.

Document a module with a README in Lua with Atlas in 2026

Generate accurate README documentation for your Lua modules in 2026 using Atlas. Leverage `luarocks`, `busted`, and `stylua` to describe what your code actually does today, not what it was supposed to do a year ago.

Upgrade a Julia Dependency and Fix Breakage with Atlas in 2026

In 2026, Atlas helps Julia developers upgrade dependencies and resolve compile and test failures. It uses Pkg, JuliaFormatter.jl, and provides diffs for safe changes.

Add a Regression Test for an Astro Bug Fix with Atlas in 2026

Lock in Astro bug fixes with Atlas by adding regression tests that fail before and pass after. Use vitest, pnpm, and prettier to ensure robust, maintainable Astro code in 2026.

Audit a Groovy Repository with Parallel Atlas Subagents in 2026

Sweep your Groovy codebase for issues without context window limits. Atlas uses parallel subagents, Gradle, Spock, and Spotless to efficiently audit large repositories in 2026.

Run Atlas Headless in CI for MATLAB Projects in 2026

Automate Atlas in your MATLAB CI/CD pipelines. Get machine-readable output, pre-approve tools, and integrate with matlab.unittest and MATLAB Format Code for efficient, non-interactive code generation and review.

Rename a symbol across the repo in Solidity with Atlas in 2026

Rename Solidity functions, classes, or constants across your entire repository with Atlas. Leverage precise LSP references and `forge test` verification for safe, accurate refactoring in 2026.

Migrate a Deprecated API Across Every Callsite in Perl with Atlas in 2026

Effortlessly migrate deprecated Perl APIs across your entire codebase using Atlas. Find all callers, track progress, and apply changes safely with prove (Test2::V0) and perltidy.

Document a module with a README in MATLAB with Atlas in 2026

Learn how Atlas helps MATLAB developers in 2026 generate accurate README documentation directly from source code, using `matlab.unittest (runtests)` and `MATLAB Add-On Manager (mpm)`.

Refactor a legacy module in Assembly with Atlas in 2026

Refactor legacy Assembly modules safely in 2026 with Atlas, the terminal-native AI coding agent. Use make check, asmfmt, and nasm to restructure code without breaking callers.

Rename a symbol across the repo in COBOL with Atlas in 2026

Rename COBOL functions, classes, or constants across your entire repository with Atlas in 2026. Leverage lsp, grep, and edit for precise, verified refactoring.

Run Atlas Headless in CI for Nim Projects in 2026

Automate Nim development workflows in 2026 with Atlas running headless in CI pipelines. Get machine-readable output for nimble projects, integrating with nimble test and nph for robust automation.

Run the test suite and triage failures in Terraform HCL with Atlas in 2026

In 2026, Terraform HCL developers use Atlas to efficiently run `terraform test` suites, triage failures, and pinpoint distinct root causes from extensive logs, transforming red output into actionable fixes.

Self-review your working diff before committing in Groovy with Atlas in 2026

Catch your own mistakes in Groovy code before they reach review or CI. Atlas helps Groovy developers in 2026 self-review uncommitted diffs, run Spock tests, apply Spotless formatting, and safely revert changes.

Trace a runtime bug from a stack trace in Fortran with Atlas in 2026

Pinpoint Fortran runtime bugs from production stack traces using Atlas in 2026. Leverage fpm and gfortran diagnostics to quickly identify and fix issues without a debugger attached.

Locate where a behavior is implemented in Nuxt with Atlas in 2026

Pinpoint the exact file and symbol responsible for any Nuxt behavior using Atlas in 2026. Leverage semantic search, `grep`, and LSP to navigate Nuxt's file-based routing and auto-imports.

Onboard to an Unfamiliar Astro Codebase in 2026 with Atlas

Astro developers in 2026 can quickly build a mental model of unfamiliar codebases using Atlas. Leverage semantic search, file globbing, and read-only exploration to understand Astro projects without reading every file.

Audit a Kotlin Repository with Parallel Atlas Subagents in 2026

Sweep your entire Kotlin repository for problems without blowing the main session's context window. Atlas uses parallel subagents and integrates with Gradle, JUnit 5, and ktlint for efficient, safe audits.

Add a Regression Test for a Next.js Bug Fix with Atlas in 2026

Lock in Next.js bug fixes with robust regression tests using Atlas. Learn to write failing tests with Vitest and React Testing Library, then apply fixes and verify passes in your Next.js project.

Locate where a behavior is implemented in Astro with Atlas in 2026

For Astro developers in 2026, Atlas helps you pinpoint exact code implementations. Use semantic search, grep, and LSP tools to find files and symbols responsible for any behavior across .astro islands and content

Locate where a behavior is implemented in Remix with Atlas in 2026

In 2026, Remix developers can precisely locate where a behavior is implemented using Atlas. It combines semantic search, `grep`, and LSP tools to find the exact file and symbol, even when you only know what the software

Research a third-party API before integrating it in PHP with Atlas (2026)

Research a third-party API before writing PHP in 2026: Atlas uses websearch and webfetch behind permission prompts, then writes the client and PHPUnit tests.

Write unit tests for untested code in PHP with Atlas (2026)

Write PHPUnit tests for untested PHP code in 2026 with Atlas: enumerate exported symbols with documentSymbol, copy the repo's test conventions, then actually run them.

Trace a Runtime Bug From a Stack Trace in Kotlin with Atlas (2026)

Go from a Kotlin stack trace to the responsible line in 2026. Atlas reads each OrderService.kt:42 frame at its offset, greps the error string, and walks callers with lsp.

Extract a Shared Helper From Duplicated Code in TypeScript With Atlas (2026)

How to extract a shared helper from duplicated TypeScript code with Atlas in 2026: codebase_search finds the copies, apply_patch swaps them, vitest proves it.

Atlas for PyTorch: Terminal-Native AI Coding for nn.Module, Devices, and Autograd in 2026

Atlas is a terminal-native AI coding agent for PyTorch in 2026, where device placement, autograd, and DataLoader worker counts cause most bugs and most slowness.

Trace a Runtime Bug From a Stack Trace in C++ With Atlas (2026)

How to trace a C++ runtime bug from a stack trace with Atlas in 2026: read each frame at its offset, grep for the error string, and prove the fix with GoogleTest.

Review a C++ Pull Request with Atlas (2026)

How Atlas reviews a C++ pull request in 2026: get the diff with bash, read whole translation units, and use lsp findReferences to catch callers the diff never shows.

Add a regression test for a bug fix in C++ with Atlas (2026)

Red first, then green. Atlas proves a C++ bug with a failing GoogleTest case, applies the fix with edit, and re-runs ctest so the exit code makes the result unambiguous.

Debug a Single Failing Test in Ruby with Atlas (2026)

Debug a single failing RSpec example in Ruby with Atlas in 2026. Run the spec in isolation with bash, walk the call path with lsp, and fix the code, not the assertion.

Rename a Symbol Across a Go Repo with Atlas (2026)

Rename a Go symbol across the whole repo with Atlas in 2026. Get the true callsite list from lsp findReferences, catch strings with grep, then verify with go test.

Write Unit Tests for Untested Python Code with Atlas (2026)

Atlas enumerates a Python module with the lsp tool, copies your existing pytest conventions, writes the test file, and actually runs pytest with the bash tool.

Atlas for Open-Source Maintainers: Keeping AI Coding in a Terminal-First Workflow with TUI Themes

Atlas helps open-source maintainers in 2026 keep AI coding within a terminal-first workflow. Discover Atlas's TUI theme system, including charcoal-and-blue, for transparent diffs and local context.

Upgrade a Dependency and Fix Breakage in Laravel with Atlas in 2026

In 2026, Atlas empowers Laravel developers to direct upgrade Composer dependencies, fixing compile and test failures with precision. Leverage Atlas to manage your Laravel projects, ensuring smooth transitions and

Diagnose a hanging or long-running command in Ruby with Atlas (2026)

How Atlas diagnoses a hanging or long-running Ruby command in 2026: read the shell_metadata block, tell a blocked Bundler prompt from a genuinely slow RSpec run.

Review a Pull Request in Erlang with Atlas in 2026

Streamline Erlang pull request reviews in 2026 with Atlas, the terminal-native AI coding agent. Catch subtle bugs by leveraging Erlang's rebar3, eunit, and erlfmt toolchain for comprehensive context.

Refactor a Legacy Module in Swift With Atlas (2026)

Restructure an old Swift module without breaking its callers. Atlas maps the public surface with the lsp tool, patches with apply_patch, and reruns swift test each hunk.

Refactor a legacy module in OCaml with Atlas in 2026

Restructure an old OCaml module without breaking callers using Atlas. Map public surfaces, pin behavior with dune runtest, apply changes with apply_patch, and ensure style with ocamlformat.

Research a third-party API before integrating it in Julia with Atlas in 2026

In 2026, Julia developers use Atlas to research third-party APIs, ensuring type stability and correct dispatch signatures. Atlas leverages websearch and webfetch to get current documentation, then helps integrate with

Research a Third-Party API Before Integrating It in Vue With Atlas (2026)

Get an external API's real shape into context before writing a Vue integration. Atlas uses websearch and webfetch behind explicit permissions, then tests with Vitest.

Research a Third-Party API Before Integrating It in Dart with Atlas (2026)

Atlas researches a third-party API for a Dart integration with websearch and webfetch behind permission prompts, then writes null-safe code verified by dart test.

Self-review your working diff before committing in Laravel with Atlas in 2026

Catch your own mistakes in uncommitted Laravel diffs before CI or review. Atlas helps Laravel developers in 2026 self-review code changes, run Pest tests, and apply Laravel Pint formatting.

Automate GitHub issue and pull request triage in JavaScript with Atlas (2026)

Run Atlas from GitHub Actions on a JavaScript repo in 2026. The atlas github command checks actor permission, requires a MODEL and PROMPT, and refuses stray comments.

Locate where a behavior is implemented in React with Atlas (2026)

How Atlas locates where a React behavior is implemented in 2026: codebase_search for meaning, grep for exact text, and the lsp tool's findReferences for every callsite.

Migrate a Deprecated API Across Every Callsite in Flutter with Atlas in 2026

Efficiently migrate deprecated Flutter APIs across your entire codebase using Atlas in 2026. Ensure no callsite is missed, leveraging `flutter test` and `pub` for a complete, verified transition.

Upgrade a dependency and fix the breakage in Rust with Atlas (2026)

Bump a crate to a new major version in 2026 and let Atlas repair the fallout: cargo output read by the agent, release notes fetched, callsites fixed, cargo test green.

Document a TypeScript Module With a README Using Atlas (2026 Guide)

Write a README that matches your TypeScript code in 2026. Atlas enumerates exports with lsp documentSymbol, quotes real signatures, and verifies every sample with vitest.

Debug a Single Failing Test in Elixir with Atlas (2026)

Fix one red ExUnit test in Elixir in 2026, not the assertion. Atlas isolates it with mix test at a line number, walks the call path with lsp, and edits the real code.

Plan a Multi-File Node.js Change Before Editing with Atlas (2026)

Design a multi-file Node.js change before a line is edited: Atlas plan mode denies all edit tools in 2026, writes the plan, then asks before switching to build.

Trace a runtime bug from a stack trace in Scala with Atlas (2026)

How Atlas turns a Scala stack trace into the responsible line in 2026: read each frame, grep the error string, walk callers with lsp, fix, then sbt test.

Trace a Runtime Bug From a Stack Trace in Swift with Atlas (2026)

Atlas traces a Swift crash from the stack trace: read opens each frame at its offset, grep finds where the error string is built, and lsp findReferences names the callers.

Debug a Single Failing Test in Crystal with Atlas in 2026

In 2026, Crystal developers use Atlas to efficiently debug single failing tests. Atlas leverages `crystal spec`, `shards`, and `crystal tool format` to pinpoint and fix issues.

Write Unit Tests for Untested Code in C with Atlas (2026)

Atlas writes unit tests for untested C modules by copying the repo's existing Unity conventions, enumerating exported symbols with lsp, and actually running ctest.

Diagnose a Hanging or Long-Running Command in Swift with Atlas (2026)

How Atlas diagnoses a hanging Swift build or script in 2026: read the shell_metadata block, tell a slow swift build from one blocked on stdin, and get unstuck.

Plan a multi-file change before editing in Dart with Atlas (2026)

How Atlas plans a multi-file Dart change before editing in 2026: plan mode denies every edit tool, research stays open, and plan_exit gates the switch to the build agent.

Write unit tests for untested code in React with Atlas (2026)

Add real tests to an untested React component in 2026. Atlas copies your repo's Vitest with React Testing Library conventions, writes the spec, and actually runs it with pnpm.

Rename a Symbol Across the Repo in PHP With Atlas (2026)

Rename a PHP class, method, or constant everywhere it is used. Atlas pairs the lsp tool's findReferences with grep and an edit tool that refuses ambiguous replacements.

Upgrade a Dependency and Fix the Breakage in JavaScript with Atlas (2026)

Atlas upgrades a JavaScript dependency through pnpm, fetches the release notes with webfetch, and fixes every callsite the build and vitest report, one diff at a time.

Automate GitHub Issue and Pull Request Triage in Spring with Atlas in 2026

Streamline Spring Boot project maintenance in 2026 by automating GitHub issue and pull request triage with Atlas. Safely respond to events, enforce trusted user access, and integrate with Maven and JUnit 5.

Run Atlas Headless in CI for Spring Projects in 2026

Automate Spring Boot development in 2026 CI pipelines with Atlas. Run Atlas headless to generate machine-readable output for JUnit 5 tests, Maven builds, and Spotless formatting.

Document a JavaScript Module with a README Using Atlas (2026)

How Atlas writes a README for a JavaScript module in 2026: enumerate exports with the lsp tool, read the source, verify every sample with vitest and pnpm.

Document a module with a README in Rust with Atlas (2026)

Write a Rust module README that matches the code as it stands in 2026. Atlas enumerates the pub surface with lsp, reads the impls, and verifies every sample with cargo test.

Self-Review Your Working Diff Before Committing in Go with Atlas (2026)

Atlas self-reviews an uncommitted Go diff: bash produces the patch, read checks each package in full, grep hunts debug leftovers, and session revert restores a snapshot.

Rename a symbol across the repo in C++ with Atlas (2026)

How Atlas renames a symbol across a C++ repo in 2026: lsp findReferences for the true reference set, grep for strings and docs, and edit that refuses ambiguous matches.

Audit a repo with parallel subagents in C++ with Atlas (2026)

Sweep a whole C++ repo for one class of defect in 2026 without blowing your context window. Atlas fans out read-only explore subagents across CMake targets and headers.

Research a Third-Party API Before Integrating It in Next.js with Atlas (2026 Guide)

Pull a live API's real shape into context before writing a Next.js route handler: Atlas websearch, webfetch, grep, then pnpm, Vitest with React Testing Library.

Extract a Shared Helper From Duplicated Code in Ruby With Atlas (2026)

How to use Atlas, the terminal-native AI coding agent, to find copy-pasted Ruby logic and collapse it into one tested module backed by RSpec, Bundler, and RuboCop.

Run the Test Suite and Triage Failures in Zig with Atlas in 2026

In 2026, Zig developers use Atlas to efficiently run `zig build test` suites and triage failures. Transform a wall of red test output into a prioritized list of distinct root causes, leveraging Atlas's terminal-native

Debug a single failing test in C with Atlas (2026)

One Unity test is red and the other 200 are green. Atlas isolates it with ctest, walks the call path with lsp, and fixes the C code, not the assertion. A 2026 guide.

Run Atlas Headless in CI in a JavaScript Project (2026)

Run Atlas non-interactively in a JavaScript pipeline. `atlas run` sends one prompt, streams events to stdout, supports --format json, and exits when the session goes idle.

Run Atlas Headless in CI for Swift Projects in 2026

Learn how Swift developers in 2026 can run Atlas headless in CI pipelines to automate code tasks, generate XCTest cases, and get machine-readable output.

Plan a Multi-File Change Before Editing in C++ with Atlas (2026)

Design a C++ change across headers and translation units in 2026 before one line moves: Atlas plan mode denies every edit tool until you approve the plan and switch to build.

Document a module with a README in Swift with Atlas in 2026

In 2026, Swift developers use Atlas to generate accurate README documentation for their modules. Atlas leverages the Swift Package Manager toolchain to describe what your code actually does today, ensuring traceability

Review a Pull Request in Java with Atlas (2026)

Atlas reviews a Java pull request by pulling the raw diff with bash, reading changed classes in full, and running the lsp tool's findReferences on every changed signature.

Review a Pull Request in React with Atlas in 2026

In 2026, Atlas helps React developers review pull requests by providing deep context beyond the diff, integrating with pnpm, Vitest, and prettier to catch subtle bugs.

Onboard to an Unfamiliar Node.js Codebase With Atlas (2026)

Build a mental model of a Node.js repo without reading every file. Atlas maps package.json, npm scripts, and Express routes with codebase_search, glob, and the explore subagent.

Trace a Runtime Bug from a Python Stack Trace with Atlas in 2026

Go from a Python traceback to the responsible line in 2026 with no debugger attached: Atlas reads each frame at its offset, greps for the message, and walks callers with lsp.

Onboard to an Unfamiliar Java Codebase with Atlas (2026)

Atlas maps an unfamiliar Java repo by meaning, not filenames: codebase_search ranks declarations, glob reveals the Maven module layout, and a read-only explore subagent fans out.

Review a Pull Request in Dart with Atlas in 2026

In 2026, Atlas helps Dart developers review pull requests by providing deep context, running `dart test`, and checking `pub` dependencies to catch subtle bugs.

Review a Pull Request in Elixir with Atlas in 2026

Streamline your Elixir pull request reviews in 2026 with Atlas. Leverage AI to fetch diffs, analyze full files, check mix.exs dependencies, and run ExUnit via mix test for comprehensive bug detection.

Self-review your working diff before committing in C with Atlas in 2026

C developers in 2026 use Atlas to self-review uncommitted changes, catching mistakes before review or CI. Atlas integrates with `clang-format`, `Unity via ctest`, and `Conan` for C code quality.

Automate GitHub Issue and Pull Request Triage in Ruby with Atlas in 2026

Automate GitHub issue and pull request triage for Ruby projects using Atlas in 2026. Ensure safe, trusted responses with deep integration into `Bundler`, `RSpec`, and `RuboCop` workflows.

Automate GitHub Issue and Pull Request Triage in F# with Atlas in 2026

Streamline GitHub issue and pull request triage in your F# projects with Atlas in 2026. Leverage Atlas's AI to respond safely, run dotnet test (Expecto), and format with fantomas for trusted F# workflows.

Run the COBOL Test Suite and Triage Failures with Atlas in 2026

In 2026, COBOL developers use Atlas to run COBOL Check test suites, triage failures into distinct root causes, and fix issues efficiently, all within the terminal.

Plan a Multi-File Change Before Editing in Remix with Atlas in 2026

Design complex, multi-file changes in your Remix application with Atlas before writing a single line of code. Get comprehensive plans reviewed, ensuring data flow through loaders and actions is robust and tested with

Onboard to an Unfamiliar Qwik Codebase with Atlas in 2026

Quickly build a mental model of any Qwik repository in 2026 using Atlas. Leverage semantic search, explore component$ definitions, and understand $ boundaries without reading every file.

Debug a single failing test in COBOL with Atlas in 2026

Pinpoint and fix failing COBOL tests efficiently with Atlas in 2026. Leverage GnuCOBOL cobc, COBOL Check, and Z Open Editor formatter for precise debugging.

Diagnose a Hanging or Long-Running Command in Solidity with Atlas in 2026

Solidity developers in 2026 can use Atlas to diagnose whether a `forge test` or `forge soldeer install` command is genuinely slow or silently blocked on input, and get it unstuck.

Run Atlas Headless in CI for F# Projects in 2026

F# developers in 2026 can run Atlas headless in CI pipelines to automate code tasks. Get machine-readable output, integrate with dotnet test (Expecto), NuGet, and fantomas for robust F# development.

Audit an R Repository with Parallel Subagents in 2026

Sweep your R codebase for problems without blowing your context window. Atlas uses parallel subagents to audit DESCRIPTION files, testthat suites, and renv dependencies efficiently.

Refactor a Legacy Objective-C Module with Atlas in 2026

Modernize an Objective-C module in 2026 without breaking callers. Atlas uses XCTest, CocoaPods, and clang-format to safely restructure code, ensuring behavior remains unchanged.

Migrate a deprecated API across every callsite in Crystal with Atlas in 2026

In 2026, use Atlas to systematically migrate deprecated Crystal APIs across your entire codebase. Leverage `crystal spec`, `shards`, and `crystal tool format` for a safe, verified transition, ensuring no callsite is

Rename a symbol across the repo in Perl with Atlas in 2026

Rename Perl functions, classes, or constants across your entire codebase with Atlas in 2026. Leverage lsp, grep, and edit for precise, safe refactoring, ensuring your prove (Test2::V0) tests pass and perltidy formatting

Research a Third-Party API Before Integrating it in PowerShell with Atlas in 2026

Streamline PowerShell API integrations in 2026 with Atlas. Research external APIs, fetch documentation, and generate code, all while adhering to PSScriptAnalyzer and Pester standards.

Self-review your working diff before committing in Julia with Atlas in 2026

Catch your own mistakes in Julia code before committing. Atlas helps Julia developers in 2026 self-review uncommitted diffs, run Pkg.test, and apply JuliaFormatter.jl.

Automate GitHub Issue and Pull Request Triage in Clojure with Atlas in 2026

Streamline GitHub issue and pull request triage for your Clojure projects using Atlas in 2026. Automate responses safely with `deps.edn` and `kaocha`.

Extract a Shared Helper from Duplicated Lua Code in 2026 with Atlas

In 2026, Lua developers use Atlas to find and refactor duplicated logic into shared, tested helpers. Leverage `busted`, `luarocks`, and `stylua` for robust code quality and consistency.

Refactor a Legacy Groovy Module with Atlas in 2026

Streamline legacy Groovy code in 2026 using Atlas. Refactor modules without breaking callers, leveraging Spock (gradle test), Gradle, and Spotless for safety and quality.

Review a Pull Request in MATLAB with Atlas in 2026

Atlas helps MATLAB developers in 2026 review pull requests by providing full code context, checking function references, and running matlab.unittest (runtests) for comprehensive bug detection.

Trace a Runtime Bug from a Solidity Stack Trace with Atlas in 2026

Pinpoint and fix Solidity runtime bugs from production stack traces using Atlas. Leverage Foundry's `forge test` and `soldeer` for a secure, gas-efficient workflow.

Run the test suite and triage the failures in Django with Atlas in 2026

Streamline Django test triage in 2026 with Atlas. Turn walls of `pytest-django` output into prioritized, distinct root causes, accelerating your debugging workflow.

Diagnose a Hanging or Long-Running Command in Node.js with Atlas in 2026

Node.js developers in 2026 can use Atlas to diagnose hanging `npm` scripts or `node:test` runs. Identify if a command is genuinely slow or blocked on input, and get it unstuck efficiently.

Plan Multi-File Terraform HCL Changes Before Editing with Atlas in 2026

Design complex, multi-file Terraform HCL changes with Atlas in 2026. Plan, research, and get review approval before modifying a single line of HCL, ensuring safety and precision.

Diagnose a hanging or long-running command in Next.js with Atlas in 2026

In 2026, use Atlas to diagnose hanging or slow Next.js builds, tests, or scripts. Pinpoint if `pnpm build` or `pnpm vitest` is blocked on input or genuinely slow, and get unstuck quickly.

Write Unit Tests for Untested Code in Ruby on Rails with Atlas in 2026

Leverage Atlas in 2026 to efficiently write RSpec unit tests for untested Ruby on Rails modules. Atlas understands your codebase, matches existing conventions, and runs tests with Bundler, ensuring robust, idiomatic

Run Atlas Headless in CI for Ruby Projects in 2026

Automate Atlas in your Ruby CI/CD pipelines by 2026. Get machine-readable output for RSpec, Bundler, and RuboCop tasks, ensuring safe, non-interactive code generation.

Locate Where a Behavior is Implemented in Svelte with Atlas in 2026

Pinpoint the exact file and symbol responsible for any Svelte behavior using Atlas. Leverage semantic search, grep, and LSP tools for precise code navigation in SvelteKit projects.

Atlas for Gin in 2026

Atlas is a terminal-native AI coding agent for Gin in 2026. It reads router groups and binding tags, then runs go test ./... -race behind a permission prompt.

Onboard to an Unfamiliar Svelte Codebase with Atlas in 2026

Quickly build a working mental model of any SvelteKit project in 2026 using Atlas. Leverage semantic search, explore components, and understand routes without reading every file.

Migrate a deprecated API across every callsite in C# with Atlas in 2026

Migrate deprecated C# APIs across your entire codebase with Atlas in 2026. Safely replace every callsite, leveraging `dotnet test` and `NuGet` for verified, complete refactoring.

Self-review your working diff before committing in F# with Atlas in 2026

Catch F# coding mistakes before CI. Atlas helps F# developers in 2026 self-review uncommitted diffs, run `dotnet test (Expecto)`, and apply `fantomas` formatting, all from your terminal.

Refactor a legacy Vue module with Atlas in 2026

Refactor legacy Vue modules safely in 2026 with Atlas, the terminal-native AI coding agent. Maintain behavior, prevent breakage, and leverage Vitest and pnpm for robust Vue development.

Onboard to an Unfamiliar Terraform HCL Codebase in 2026 with Atlas

Quickly build a robust mental model of any Terraform HCL repository in 2026 using Atlas. Leverage semantic search, AST indexing, and permission-gated agents to understand infrastructure without reading every file.

Migrate a Deprecated API Across Every Callsite in Kotlin with Atlas in 2026

Effortlessly migrate deprecated Kotlin APIs across your entire codebase in 2026 using Atlas. Leverage Gradle, JUnit 5, and ktlint for a verified, complete transition.

Document a C++ Module with a README using Atlas in 2026

In 2026, Atlas helps C++ developers document modules with accurate READMEs. It uses lsp, grep, and bash to describe what your C++ code actually does today, integrating with CMake, vcpkg, and GoogleTest via ctest.

Add a Regression Test for a Bug Fix in Django with Atlas in 2026

Lock in Django bug fixes with Atlas by writing failing regression tests using pytest-django, applying fixes, and verifying with real commands. Ensure code quality in 2026.

Run the Test Suite and Triage Failures in Next.js with Atlas in 2026

Streamline Next.js test failure triage in 2026 with Atlas. Turn a wall of red Vitest output into a prioritized list of distinct root causes, specific to your Next.js App Router or Pages Router project.

Plan a multi-file change before editing in Ruby on Rails with Atlas in 2026

Design and review complex Ruby on Rails changes across models, controllers, and Active Record migrations with Atlas in 2026, ensuring safety and precision before modifying a single line of code.

Review a Pull Request in R with Atlas in 2026

In 2026, R developers use Atlas to review pull requests, catching subtle bugs by examining diffs with full file context, running `testthat` suites, and checking `renv` dependencies. Atlas ensures robust R code reviews.

Extract a Shared Helper from Duplicated Nim Code with Atlas in 2026

Refactor duplicated Nim code into a shared helper using Atlas. Leverage semantic search, nimble test, and nph to streamline your Nim codebase in 2026.

Debug a single failing test in Perl with Atlas in 2026

Pinpoint and fix failing Perl tests with Atlas in 2026. Leverage `prove (Test2::V0)` and `cpanm` to isolate issues, walk call graphs, and apply precise code fixes.

Plan a multi-file change before editing in Kotlin with Atlas (2026)

Plan a multi-file Kotlin change in 2026 before editing: Atlas's plan agent denies edit for every path except .atlas/plans/*.md, so build.gradle.kts stays untouched.

Rename a Symbol Across a Ruby Repo with Atlas (2026)

How Atlas renames a Ruby method, class, or constant repo-wide in 2026: lsp findReferences for the true reference set, grep for strings, edit with replaceAll, RSpec to prove it.

Keeping AI Coding Work Terminal-First for Backend Engineers with Atlas's Terminal-Native TUI

Atlas helps backend engineers keep AI coding work terminal-first with its Terminal-native TUI. Get AI suggestions aware of service boundaries and contracts, all within your terminal workflow.

Onboard to an Unfamiliar Remix Codebase with Atlas in 2026

Master an unfamiliar Remix codebase in 2026 with Atlas, the terminal-native AI agent. Leverage loaders, actions, and vitest to build a mental model without reading every file.

Self-review your working diff before committing in SQL with Atlas in 2026

Catch your own mistakes in uncommitted SQL diffs before they reach review or CI. Atlas helps SQL developers in 2026 self-review changes, run pgTAP tests, and format with sqlfluff.

Review a Pull Request in .NET with Atlas in 2026

In 2026, .NET developers use Atlas to review pull requests, leveraging its AI to understand code context, verify changes with xUnit via dotnet test, and ensure robust ASP.NET Core applications.

Atlas: Keeping AI Coding Work Terminal-First for Students and Self-Taught Developers in 2026

Atlas provides students and self-taught developers a terminal-native TUI for AI coding work in 2026. Maintain a terminal-first workflow with verifiable AI output.

Debug a single failing test in Assembly with Atlas in 2026

In 2026, Assembly developers use Atlas to efficiently debug failing tests. Learn how Atlas integrates with `make check`, `nasm`, and `asmfmt` to pinpoint and fix issues in x86-64 and ARM64 code.

Extract a Shared Helper from Duplicated Code in Crystal with Atlas in 2026

Refactor your Crystal codebase in 2026 by extracting duplicated logic into a shared helper using Atlas. Leverage semantic search, automated code generation, and `crystal spec` integration for safe, type-checked

Run the Assembly Test Suite and Triage Failures with Atlas in 2026

In 2026, Assembly developers use Atlas to run `make check` test suites, identify distinct root causes from verbose output, and prioritize fixes for x86-64 and ARM64 code.

Rename a Symbol Across Your React Repo in 2026 with Atlas

Refactor React functions, classes, or constants across your entire codebase with Atlas. Leverage LSP, grep, and intelligent edits for precise, verified renames in 2026.

Migrate a Deprecated API Across Every Callsite in Nim with Atlas in 2026

Efficiently migrate deprecated Nim APIs across your entire codebase in 2026 using Atlas. Ensure every callsite is updated with the replacement, leveraging Nim's `nimble test` and `nph` for verification and formatting.

Review a Pull Request in Swift with Atlas in 2026

Streamline your Swift pull request reviews in 2026 with Atlas, the terminal-native AI coding agent. Catch subtle bugs by examining diffs with full context, leveraging XCTest and Swift Package Manager.

Atlas TUI Theme System for Terminal-First AI Coding Work for Students and Self-Taught Developers

Atlas helps students and self-taught developers keep AI coding work in a terminal-first workflow. Its TUI theme system, with a charcoal-and-blue default, offers many presets for a consistent experience.

Audit a Repo with Parallel Subagents in Ruby with Atlas in 2026

Sweep your Ruby repository for issues without context window limits using Atlas's parallel subagents. Leverage Bundler, RSpec, and RuboCop for efficient, targeted audits.

Refactor a legacy module in C# with Atlas (2026)

How Atlas refactors a legacy C# module in 2026: lsp findReferences enumerates every callsite, apply_patch anchors on context, and xUnit via dotnet test pins behavior.

Diagnose a Hanging or Long-Running SQL Command with Atlas in 2026

In 2026, use Atlas to quickly diagnose if your SQL scripts, `Flyway migrations`, or `pgTAP` tests are genuinely slow or silently blocked on input, getting you unstuck fast.

Self-review your working diff before committing in Crystal with Atlas in 2026

Catch your own mistakes in uncommitted Crystal code with Atlas in 2026. Use Atlas to review diffs, run `crystal spec`, `crystal tool format`, and manage changes before committing.

Self-review your working diff before committing in Rust with Atlas (2026)

How Atlas self-reviews your working Rust diff before committing in 2026: read the whole diff, grep for leftovers, revert from snapshots, then run cargo test and rustfmt.

Add a regression test for a bug fix in React with Atlas (2026)

Red first, then green. Atlas proves a React bug with a failing Vitest spec, applies the fix with edit, and re-runs the same pnpm command to prove it passes. A 2026 guide.

Review a Pull Request in C# With Atlas (2026)

Review a C# pull request with the context a line-by-line read misses. Atlas pulls the raw diff, reads whole files, and checks callers with the lsp tool's findReferences.

Review a Pull Request in Julia with Atlas in 2026

In 2026, Julia developers use Atlas to review pull requests, leveraging its deep understanding of Project.toml environments and Pkg.test (Test.jl) results. Catch subtle bugs beyond line-by-line diffs.

Trace a runtime bug from a stack trace in OCaml with Atlas in 2026

Pinpoint OCaml runtime bugs from production stack traces using Atlas in 2026. Leverage dune, opam, and ocamlformat to quickly identify and fix issues without a debugger attached.

Extract a Shared Helper from Duplicated C# Code with Atlas (2026)

How Atlas collapses duplicated C# logic into one tested helper in 2026: codebase_search finds semantic copies, apply_patch swaps each callsite, xUnit via dotnet test proves it.

Run the Test Suite and Triage the Failures in Scala with Atlas (2026)

Atlas runs ScalaTest via sbt test with a generous timeout, retains the full log when output truncates at 2000 lines, and turns red output into a todowrite list.

Run the Test Suite and Triage the Failures in C With Atlas (2026)

Turn a wall of red C test output into a list of distinct root causes. Atlas runs Unity via ctest, retains the full log when output truncates, and tracks each cause.

Refactor a Legacy Perl Module with Atlas in 2026

Refactor old Perl modules without breaking callers using Atlas. Map public APIs, pin behavior with prove (Test2::V0), and apply changes safely with Atlas's patch system.

Diagnose a Hanging or Long-Running Groovy Command with Atlas in 2026

In 2026, Groovy developers use Atlas to diagnose hanging Gradle builds, Spock tests, or Jenkinsfile scripts. Pinpoint if a command is slow or blocked on input, and get it unstuck efficiently.

Debug a Single Failing Test in Scala with Atlas (2026)

How Atlas debugs one failing Scala test in 2026: run it isolated with sbt, walk the call path with the lsp tool, and fix the code, not the assertion.

Plan a Multi-File Elixir Change Before Editing with Atlas (2026)

Plan a multi-file Elixir change before editing with Atlas in 2026. Plan mode denies all edit tools, so you research contexts and GenServers and design the change first.

Plan a Multi-File Change Before Editing in PowerShell with Atlas in 2026

Design and review complex, multi-file PowerShell changes with Atlas's plan agent before modifying a single line of code. Leverage Pester, PSResourceGet, and PSScriptAnalyzer for a safe, integrated workflow.

Write Unit Tests for Untested Code in C# with Atlas (2026)

Add real xUnit coverage to an untested C# class. Atlas enumerates public members with the lsp tool in 2026, copies your repo conventions, and runs dotnet test.

Trace a runtime bug from a stack trace in F# with Atlas in 2026

In 2026, F# developers can use Atlas to trace runtime bugs from production stack traces directly to the responsible line of code and apply a fix, all without attaching a debugger. Atlas integrates with your F#

Extract a Shared Helper from Duplicated Rust Code with Atlas (2026)

Extract a shared helper from duplicated Rust code with Atlas in 2026. Find near-duplicates with codebase_search, add a module, swap each copy with apply_patch, run cargo test.

Research a third-party API before integrating it in C with Atlas (2026)

How Atlas researches a third-party API before you integrate it in C in 2026: websearch finds the docs, webfetch pulls the page, and permissions gate every outbound request.

Onboard to an Unfamiliar Codebase in Django with Atlas (2026)

How to onboard to an unfamiliar Django codebase in 2026 with Atlas: codebase_search, glob, the read-only explore subagent, uv, pytest-django, and ruff format.

Upgrade a Dependency and Fix Breakage in F# with Atlas in 2026

Upgrade F# dependencies in 2026 with Atlas. direct bump NuGet packages, fix compile errors, and repair Expecto test failures using dotnet add package and fantomas for a smooth migration.

Review a Pull Request in Crystal with Atlas in 2026

In 2026, review Crystal pull requests with Atlas, the terminal-native AI coding agent. Leverage `crystal spec`, `shards`, and `crystal tool format` for deep, context-aware code analysis.

Extract a Shared Helper from Duplicated R Code with Atlas in 2026

In 2026, R developers use Atlas to find and refactor duplicated logic into a single, tested helper function. Leverage semantic search, `testthat`, `renv`, and `Air` for robust code consolidation.

Onboard to an unfamiliar Kotlin codebase with Atlas (2026)

Build a mental model of an unfamiliar Kotlin repo in 2026 with Atlas: codebase_search for concepts, glob for the Gradle module layout, and a read-only explore subagent.

Self-review your working diff before committing in Zig with Atlas in 2026

Catch your own mistakes in Zig before committing. Atlas helps Zig developers in 2026 self-review uncommitted diffs, leveraging zig build test, zig fmt, and build.zig.zon for robust code quality.

Locate where a behavior is implemented in PowerShell with Atlas in 2026

Pinpoint the exact file and symbol for any PowerShell behavior using Atlas's AI-powered search, semantic indexing, and integrated toolchain in 2026. Discover how Atlas works with Pester and PSScriptAnalyzer.

Automate GitHub Issue and Pull Request Triage in Haskell with Atlas in 2026

In 2026, Haskell developers can automate GitHub issue and pull request triage using Atlas. Configure Atlas to respond safely, leveraging `cabal` and `fourmolu` for verified code changes.

Run the Test Suite and Triage Failures in Objective-C with Atlas in 2026

In 2026, Objective-C developers use Atlas to efficiently triage XCTest failures. Turn a wall of red output into a prioritized list of distinct root causes, leveraging real toolchain commands.

Document a Nim Module with a README Using Atlas in 2026

For Nim developers in 2026, Atlas generates accurate READMEs directly from your codebase, leveraging `nimble` and `nph` to reflect current code behavior.

Atlas for Backend Engineers: Keeping AI Coding in a Terminal-First Workflow with TUI Themes

Atlas enables backend engineers to integrate AI coding into their terminal-first workflow. Its TUI theme system, with a charcoal-and-blue default, provides AI suggestions that understand service boundaries and existing

Upgrade a Clojure Dependency and Fix Breakage with Atlas in 2026

In 2026, Clojure developers use Atlas to efficiently upgrade dependencies in `deps.edn` projects, fixing compile and test failures with `kaocha` and `cljfmt`.

Trace a runtime bug from a stack trace in Lua with Atlas in 2026

Trace Lua runtime bugs from production stack traces to the exact line and fix in 2026 with Atlas. Leverage Atlas's code search and analysis, integrated with `luarocks` and `busted`.

Research a Third-Party API Before Integrating It in React with Atlas (2026)

How Atlas researches a third-party API before you write a React integration in 2026: websearch finds current docs, webfetch pulls the page, permissions gate every request.

Trace a runtime bug from a stack trace in C with Atlas in 2026

In 2026, C developers use Atlas to trace runtime bugs from production stack traces to the responsible line and fix, without a debugger. Leverage Unity via ctest and Conan for rapid resolution.

Document a Module with a README in Clojure with Atlas in 2026

Clojure developers in 2026 can use Atlas to generate accurate README documentation directly from their `deps.edn` projects, ensuring docs reflect current code and usage.

Plan a Multi-File Change Before Editing in C with Atlas (2026)

How to plan a multi-file C change with Atlas in 2026: research headers and Makefile rules in plan mode, then plan_exit hands off to the build agent.

Debug a single failing test in Objective-C with Atlas in 2026

In 2026, Objective-C developers use Atlas to efficiently debug single failing XCTest cases. Atlas leverages xcodebuild test, LSP, and git for precise, permission-gated fixes.

Run the Spock Test Suite and Triage Groovy Failures with Atlas in 2026

In 2026, Groovy developers use Atlas to efficiently triage Spock test failures. Turn a wall of red output from `gradle test` into a prioritized list of distinct root causes, leveraging Atlas's terminal-native AI

Run Atlas Headless in CI for Django Projects in 2026

In 2026, Django developers can run Atlas headless in CI pipelines to automate code changes and get machine-readable output. Integrate Atlas with pytest-django and uv for efficient, automated development workflows.

Run Atlas Headless in CI for Zig Projects in 2026

Automate Atlas sessions in your Zig CI pipeline for machine-readable output. Learn how to integrate Atlas with `zig build test`, `zig fetch`, and `zig fmt` in 2026.

Run the test suite and triage the failures in Perl with Atlas in 2026

Efficiently triage Perl test failures in 2026 with Atlas. Turn a wall of red `prove (Test2::V0)` output into a prioritized list of distinct root causes, using `grep` and `todowrite`.

Locate where a behavior is implemented in Fortran with Atlas in 2026

Fortran developers in 2026 can use Atlas to pinpoint exact code implementations. Leverage semantic search, grep, and LSP tools to navigate modules, interfaces, and fpm projects, ensuring precise code discovery and

Diagnose a Hanging or Long-Running JavaScript Command with Atlas (2026)

Is your pnpm or vitest command slow or silently blocked on input? In 2026 Atlas races every command against a timeout and tells you which of the two it was.

Onboard to an Unfamiliar Ruby Codebase with Atlas in 2026

Build a mental model of an unfamiliar Ruby repo in 2026 without reading every file: Atlas uses codebase_search, glob, and a read-only explore subagent on your Gemfile project.

Refactor a Legacy MATLAB Module with Atlas in 2026

Modernize your MATLAB codebase in 2026. Atlas helps refactor legacy modules without breaking callers, using matlab.unittest (runtests) and precise code edits.

Write unit tests for untested code in Ruby with Atlas (2026)

Add RSpec coverage to an untested Ruby module in 2026 with Atlas: enumerate methods with lsp documentSymbol, copy the repo's spec conventions, then run the suite.

Extract a shared helper from duplicated code in Scala with Atlas in 2026

Refactor Scala code efficiently in 2026 by extracting shared helpers from duplicated logic using Atlas. Leverage semantic search, `sbt test`, and `scalafmt` for safe, reviewable changes.

Plan a Multi-File Change in Fortran with Atlas Before Editing in 2026

Design and review complex Fortran code changes across multiple files using Atlas in 2026. Plan safely with fpm, fprettify, and gfortran integration before modifying a single line.

Extract a shared helper from duplicated code in Elixir with Atlas in 2026

Streamline Elixir refactoring in 2026. Atlas helps Elixir developers find duplicated logic across `mix` projects, extract it into a shared module, and replace copies with calls, all while integrating with `ExUnit via

Research a third-party API before integrating it in Assembly with Atlas in 2026

In 2026, Atlas helps Assembly developers research third-party APIs, fetching documentation and integrating code while respecting make check, asmfmt, and nasm toolchain conventions. Securely onboard new APIs.

Atlas for Private Teams: Keeping AI Coding in a Terminal-First Workflow with Terminal-Native TUI

Atlas enables private software teams in 2026 to integrate AI coding work directly into a terminal-first workflow using its Terminal-native TUI, rendered with SolidJS and OpenTUI. Avoid opaque hosted tools.

Document a Module with a README in Haskell with Atlas in 2026

In 2026, Atlas helps Haskell developers generate accurate README documentation directly from source code. Leverage `cabal` and `fourmolu` to ensure your docs reflect current module behavior.

Trace a runtime bug from a stack trace in TypeScript with Atlas (2026)

Go from a production TypeScript stack trace to the responsible line with Atlas in 2026: read each frame at its offset, grep the error string, and pin it with vitest.

Rename a symbol across the repo in Julia with Atlas in 2026

Efficiently rename Julia functions, classes, or constants across your entire repository with Atlas in 2026. Leverage semantic understanding and precise refactoring for your Julia projects.

Debug a single failing test in Nim with Atlas in 2026

In 2026, Nim developers use Atlas to efficiently debug failing tests. Learn how Atlas leverages `nimble test`, `lsp`, and `nph` to pinpoint and fix issues in your Nim codebase.

Add a Regression Test for a Crystal Bug Fix with Atlas in 2026

In 2026, Crystal developers use Atlas to add regression tests for bug fixes, ensuring code quality. Learn how Atlas leverages `crystal spec` and `shards` to lock in fixes with red-green testing.

Rename a symbol across the repo in Objective-C with Atlas in 2026

In 2026, Objective-C developers use Atlas to safely rename functions, classes, or constants across their codebase. Atlas leverages `lsp`, `grep`, and `edit` to ensure comprehensive, accurate refactoring, including

Upgrade an OCaml Dependency and Fix Breakage with Atlas in 2026

In 2026, OCaml developers use Atlas to upgrade dependencies like opam packages to new major versions. Atlas automates fixing compile and test failures, integrating with dune, ocamlformat, and .mli files for a

Plan a Multi-File Change Before Editing in Svelte with Atlas in 2026

Plan multi-file Svelte changes with Atlas in 2026. Design complex refactorings, component updates, or store modifications in SvelteKit projects, getting review before any code is modified.

Debug a Single Failing Test in Next.js with Atlas in 2026

In 2026, Atlas helps Next.js developers efficiently debug single failing tests using Vitest with React Testing Library and pnpm. Pinpoint issues in your Next.js codebase with AI-driven precision.

Run Atlas Headless in CI for Clojure Projects in 2026

Automate Atlas in your Clojure CI/CD pipeline. Learn to run Atlas headless with `deps.edn`, `kaocha`, and `cljfmt` for machine-readable output and safe code changes in 2026.

Debug a single failing test in Ruby on Rails with Atlas in 2026

In 2026, Ruby on Rails developers use Atlas to efficiently debug single failing RSpec tests. Atlas leverages `bash`, `lsp`, and `edit` to pinpoint and fix code issues, not assertions, within your Rails application.

Run Atlas Headless in CI for C++ Projects in 2026

In 2026, C++ developers can run Atlas headless in CI pipelines to automate code tasks. Get machine-readable output, integrate with vcpkg and GoogleTest via ctest, and ensure safety.

Debug a single failing test in Angular with Atlas in 2026

Pinpoint and fix failing Angular tests efficiently in 2026 using Atlas, the terminal-native AI coding agent. Leverage ng test, pnpm, and Atlas's powerful debugging tools.

Add a Regression Test for a Fortran Bug Fix with Atlas in 2026

Fortran developers in 2026 use Atlas to add regression tests for bug fixes. Leverage fpm test (test-drive) to confirm failures and passes, ensuring robust code quality.

Add a Regression Test for a Spring Bug Fix with Atlas in 2026

In 2026, Spring developers use Atlas to add regression tests for bug fixes, ensuring code quality. Learn how Atlas integrates with Maven and JUnit 5 to lock in fixes with a red-green testing workflow.

Migrate a Deprecated API Across Every Callsite in Swift with Atlas in 2026

In 2026, Atlas helps Swift developers migrate deprecated APIs across their entire codebase, ensuring no callsite is missed. Leverage Atlas with Swift Package Manager and XCTest via swift test for a complete, verified

Onboard to an Unfamiliar .NET Codebase with Atlas in 2026

Rapidly build a working mental model of any .NET repository in 2026 using Atlas. Leverage semantic search, NuGet package analysis, and xUnit test exploration to understand code without reading every file.

Diagnose a Hanging or Long-Running Lua Command with Atlas in 2026

In 2026, Lua developers use Atlas to quickly diagnose whether a `luarocks` build or `busted` test run is genuinely slow or silently blocked on interactive input, getting unstuck faster.

Document a module with a README in C# with Atlas in 2026

In 2026, C# developers use Atlas to generate accurate README documentation directly from source code, leveraging the .NET SDK, NuGet, and xUnit via dotnet test for verified insights.

Debug a Single Failing Test in Node.js with Atlas in 2026

Pinpoint and fix failing Node.js tests with Atlas in 2026. Learn how Atlas uses `node:test` and `npm` to isolate issues, walk call graphs, and apply precise code fixes.

Self-review your working diff before committing in Swift with Atlas in 2026

In 2026, Swift developers use Atlas to self-review uncommitted diffs, catching mistakes before CI or code review. Leverage `swift test` and `swift-format` with Atlas's terminal-native AI agent.

Locate Flutter Behavior Implementations with Atlas in 2026

Flutter developers in 2026 can use Atlas to pinpoint exact code for behaviors. Leverage semantic search, `grep`, and LSP tools to navigate your `pubspec.yaml` projects and understand implementation details.

Onboard to an Unfamiliar Nuxt Codebase with Atlas in 2026

Quickly build a working mental model of any Nuxt.js repository using Atlas. Leverage semantic search, AST indexing, and permission-gated tools to understand file-based routing, auto-imports, and Nitro handlers without

Run the Test Suite and Triage Failures in Angular with Atlas in 2026

In 2026, Angular developers use Atlas to efficiently run `ng test` suites, triage failures by distinct root causes, and track fixes, turning red output into actionable tasks.

Trace a runtime bug from a stack trace in Perl with Atlas in 2026

Pinpoint Perl runtime bugs from production stack traces using Atlas in 2026. Leverage Atlas's code indexing, grep, and lsp tools to quickly identify the root cause and apply fixes, all without a debugger.

Self-review Your Working Diff Before Committing in Nim with Atlas in 2026

Nim developers in 2026 use Atlas to self-review uncommitted diffs, catching mistakes before CI. Leverage Atlas with nimble, nph, and std/unittest.

Self-review your working diff before committing in Clojure with Atlas in 2026

Catch your own mistakes in uncommitted Clojure code with Atlas in 2026. Leverage deps.edn, kaocha, and cljfmt for a robust self-review workflow, ensuring quality before CI.

Automate GitHub Issue and Pull Request Triage in Go with Atlas in 2026

Streamline GitHub issue and pull request triage for your Go projects in 2026. Atlas integrates with `go mod` and `go test` to safely automate responses directly from GitHub Actions, ensuring code quality and security.

Debug a single failing test in Lua with Atlas in 2026

In 2026, Lua developers use Atlas to efficiently debug single failing `busted` tests. Learn how Atlas leverages `luarocks` and `stylua` to pinpoint and fix code issues in your Lua projects.

Onboard to an Unfamiliar Dart Codebase with Atlas (2026)

Onboard to an unfamiliar Dart codebase with Atlas in 2026. Start from meaning with codebase_search, map lib/ with glob, and delegate wide sweeps to a read-only explore subagent.

Onboard to an Unfamiliar PowerShell Codebase with Atlas in 2026

PowerShell developers in 2026 use Atlas to quickly build a mental model of unfamiliar codebases. Leverage semantic search, Pester, and PSResourceGet for efficient onboarding.

Plan a Multi-File Change Before Editing in MATLAB with Atlas in 2026

Design complex, multi-file MATLAB changes and get them reviewed before modifying a single line of code using Atlas's dedicated plan agent and integrated toolchain.

Research a Third-Party API Before Integrating It in Django with Atlas in 2026

Streamline Django API integrations in 2026. Atlas helps developers research external APIs, fetch documentation, and write robust Django code, ensuring compliance with project conventions and safety protocols.

Research a Third-Party API for Solidity Integration with Atlas in 2026

Streamline Solidity API integrations in 2026 with Atlas. Research external APIs, fetch documentation, and verify against Foundry's `forge test` and `forge fmt` standards.

Run Atlas Headless in CI for SQL in 2026

Automate SQL development workflows in CI with Atlas. Learn how to run Atlas headless, integrate with pgTAP and Flyway migrations, and get machine-readable output for your SQL pipelines.

Upgrade a C# Dependency and Fix Breakage with Atlas in 2026

In 2026, C# developers use Atlas to upgrade NuGet dependencies and resolve compile and test failures. Atlas drives `NuGet`, reads `dotnet build` output, and fixes code, ensuring a smooth migration.

Upgrade a Dependency and Fix Breakage in Erlang with Atlas in 2026

In 2026, Erlang developers use Atlas to upgrade dependencies like `rebar3` packages, automatically fixing compile and test failures. Atlas leverages `rebar3 eunit` and `erlfmt` for a streamlined workflow.

Trace a runtime bug from a stack trace in Angular with Atlas in 2026

Pinpoint and fix Angular runtime bugs from production stack traces using Atlas, the terminal-native AI coding agent. Leverage `ng test`, `pnpm`, and `prettier` for rapid debugging.

Extract a Shared Helper from Duplicated Swift Code with Atlas (2026)

Collapse copy-pasted Swift logic into one tested helper with Atlas in 2026: codebase_search finds the near-duplicates, apply_patch swaps each one, swift test proves it.

Migrate a deprecated API across every callsite in JavaScript with Atlas (2026)

How Atlas migrates a deprecated JavaScript API across every callsite in 2026: lsp findReferences enumerates callers, todowrite tracks them, apply_patch migrates each one.

Debug a Single Failing Test in PHP with Atlas (2026)

Debug one failing PHPUnit test with Atlas in 2026: isolate it with the filter flag, walk the call path with the lsp tool, and fix the PHP code, not the assertion.

Migrate a Deprecated API Across Every TypeScript Callsite With Atlas (2026)

Move a TypeScript codebase off a deprecated function without missing a caller: Atlas enumerates with lsp findReferences, tracks with todowrite, patches with apply_patch.

Review a Pull Request in Scala with Atlas in 2026

Streamline Scala pull request reviews in 2026 with Atlas. Leverage sbt, ScalaTest, and scalafmt for deep context, catching bugs a line-by-line diff misses.

Refactor a Legacy Java Module with Atlas (2026)

Refactor a legacy Java module with Atlas in 2026. Enumerate callers with lsp findReferences, restructure with apply_patch, and prove behavior with JUnit 5 via mvn test.

Diagnose a hanging or long-running command in React with Atlas in 2026

Unblock your React development workflow in 2026. Learn how Atlas diagnoses hanging pnpm scripts or Vitest runs, distinguishing genuinely slow processes from those silently blocked on input, and gets them unstuck.

Rename a Symbol Across the Repo in Kotlin with Atlas (2026 Guide)

Rename a Kotlin class or function across every Gradle module with Atlas: lsp findReferences, grep, edit replaceAll, then JUnit 5 via gradle test and ktlint.

Refactor a legacy module in C with Atlas in 2026

Safely refactor legacy C modules in 2026 using Atlas, the terminal-native AI coding agent. Map public surfaces, pin behavior with Unity via ctest, and apply structural changes with precision.

Locate Where a Behavior is Implemented in Spring with Atlas in 2026

Discover how Atlas, the terminal-native AI coding agent, helps Spring developers in 2026 pinpoint exact file and symbol implementations for behaviors, leveraging Maven, JUnit 5, and Spotless.

Upgrade Python Dependencies and Fix Breakage with Atlas in 2026

In 2026, Python developers use Atlas to upgrade dependencies like Django or FastAPI, automatically fixing compile and test failures with `uv`, `pytest`, and `ruff format`.

Refactor a Legacy Module in Kotlin with Atlas (2026)

Refactor a legacy Kotlin module in 2026 with Atlas: findReferences enumerates every callsite, apply_patch anchors on context, and JUnit 5 via gradle test pins behavior.

Locate Where a Behavior Is Implemented in a Vue App With Atlas (2026)

Find the .vue file behind a behavior with Atlas: codebase_search for meaning, grep for exact text, and the lsp tool for the symbol graph across your Vue project.

Write Unit Tests for Untested Swift Code with Atlas in 2026

In 2026, Atlas helps Swift developers write XCTest unit tests for untested code, matching existing repository conventions and integrating with Swift Package Manager.

Document a Go Module with a README Using Atlas (2026)

Atlas writes a Go module README from source in 2026: documentSymbol enumerates the exported API, codebase_search finds real callers, and go test verifies samples.

Migrate a Deprecated API Across Every Callsite in PHP with Atlas in 2026

Move your PHP codebase off deprecated functions or modules onto replacements without missing a single caller. Atlas integrates with Composer and PHPUnit for a verified migration.

Onboard to an unfamiliar codebase in Vue with Atlas (2026)

How Atlas onboards you to an unfamiliar Vue codebase in 2026: codebase_search for concepts, glob for the layout, and a read-only explore subagent for wide sweeps.

Onboard to an Unfamiliar Ruby on Rails Codebase with Atlas (2026)

Build a mental model of a strange Rails app in 2026 without reading every file: Atlas uses codebase_search, glob, and a read-only explore subagent, then RSpec.

Write Unit Tests for Untested Code in Elixir with Atlas in 2026

Learn how Atlas helps Elixir developers in 2026 add robust unit tests to untested modules, matching existing repo conventions using ExUnit via mix test.

Audit a Scala Repo with Parallel Subagents in Atlas, 2026

In 2026, Scala developers use Atlas to sweep entire repositories for code problems without context window limits. Launch parallel subagents for efficient, read-only audits of Scala projects.

Document a Python Module With a README Using Atlas (2026)

Atlas writes Python docs from source, not memory: lsp documentSymbol lists the real exports, read supplies behavior, and every code sample is proven with pytest.

Automate GitHub Issue and Pull Request Triage in TypeScript with Atlas (2026)

Wire the atlas github command into a TypeScript repo's Actions workflow in 2026: set MODEL in provider/model form, gate on write permission, verify with vitest.

Plan a Multi-File Change Before Editing in Angular With Atlas (2026)

Design an Angular refactor across modules, components, and DI providers before a single line changes. Atlas plan mode denies every edit tool until you approve the plan.

Diagnose a Hanging or Long-Running Dart Command with Atlas in 2026

In 2026, use Atlas to diagnose why your Dart builds or scripts are hanging. Learn to distinguish genuinely slow `pub` or `dart test` commands from those blocked on interactive input, and get them unstuck.

Plan a Multi-File Change Before Editing in Next.js with Atlas (2026)

Plan a multi-file Next.js change in 2026 with Atlas plan mode: edit is denied for every path except .atlas/plans/*.md until plan_exit hands off to the build agent.

Run the Vitest Test Suite and Triage Failures in Vue with Atlas in 2026

In 2026, Vue developers use Atlas to efficiently triage Vitest test failures. Turn a wall of red output into a prioritized list of distinct root causes, leveraging pnpm and Vue Test Utils.

Automate GitHub Issue and Pull Request Triage in Rust with Atlas in 2026

In 2026, Rust developers can automate GitHub issue and pull request triage using Atlas, ensuring safe, permission-gated responses within their cargo projects. Leverage Atlas's AI to manage your Rust codebase efficiently.

Extract a shared helper from duplicated code in PHP with Atlas (2026)

The same PHP logic is copy-pasted in 5 controllers with different variable names. Atlas finds it by meaning with codebase_search, extracts one helper, and proves it with PHPUnit.

Refactor a legacy module in Elixir with Atlas in 2026

Refactor Elixir modules safely in 2026 with Atlas, the terminal-native AI coding agent. Pin behavior with ExUnit via mix test, map callsites with LSP, and apply changes with atomic patches.

Locate where a behavior is implemented in Ruby on Rails with Atlas in 2026

Discover how Atlas, the terminal-native AI coding agent, helps Ruby on Rails developers in 2026 pinpoint exact code locations for behaviors using semantic search, grep, and LSP tools. Find files, symbols, and review

Onboard to an Unfamiliar Spring Codebase in 2026 with Atlas

Quickly build a mental model of any Spring Boot repository in 2026 using Atlas. Leverage semantic search, understand Maven builds, and navigate controllers and services with terminal-native AI.

Run Atlas Headless in CI for Go Developers in 2026

Automate Go code changes with Atlas in your CI pipeline. Learn how to run Atlas headless, get machine-readable JSON output, and integrate with go test and go mod in 2026.

Run Atlas Headless in CI for WebAssembly Projects in 2026

In 2026, run Atlas headless in your WebAssembly CI pipelines to automate code changes and get machine-readable output. Leverage `wasm-pack test` and `cargo wasm-bindgen` for direct integration.

Migrate a Deprecated API Across Every C++ Callsite with Atlas (2026)

Move a C++ codebase off a deprecated function without missing a caller in 2026: Atlas enumerates with findReferences, patches with apply_patch, verifies with ctest.

Write unit tests for untested code in Node.js with Atlas in 2026

In 2026, use Atlas to write unit tests for untested Node.js code. Atlas leverages `node:test` and `npm` to add new test files, matching your existing repo conventions, and ensures all tests run successfully.

Debug a single failing test in Vue with Atlas in 2026

Pinpoint and fix failing Vue.js tests using Atlas, the terminal-native AI agent. Leverage Vitest with Vue Test Utils, pnpm, and real Vue idioms for efficient debugging in 2026.

Audit a PHP Repository with Parallel Subagents in 2026

Sweep your entire PHP codebase for issues without context window limits. Atlas uses parallel subagents to audit Composer packages and PSR standards, integrating with PHPUnit and PHP-CS-Fixer.

Self-review your working diff before committing in Ruby with Atlas in 2026

In 2026, Ruby developers use Atlas to self-review uncommitted diffs, catching mistakes before CI. Leverage RSpec, Bundler, and RuboCop with Atlas's terminal-native AI agent.

Locate where a behavior is implemented in Next.js with Atlas in 2026

In 2026, Atlas helps Next.js developers pinpoint exact file and symbol implementations for any behavior, leveraging semantic search, grep, and LSP across your app directory and API routes.

Audit a Go Repository with Parallel Subagents in Atlas, 2026

In 2026, Go developers use Atlas to sweep entire repositories for problems without context window limits. Leverage parallel subagents for efficient, read-only audits of Go modules and packages.

Add a Regression Test for a Kotlin Bug Fix with Atlas in 2026

Lock in Kotlin bug fixes with Atlas in 2026. Learn to write failing JUnit 5 tests via Gradle, apply fixes, and confirm success, all within your terminal.

Audit a JavaScript Repo with Parallel Subagents in 2026

In 2026, JavaScript developers use Atlas to sweep entire repositories for code issues. Leverage parallel subagents to audit pnpm projects, vitest configurations, and prettier formatting without blowing your main context

Locate where a behavior is implemented in Angular with Atlas in 2026

Angular developers in 2026 can use Atlas to pinpoint the exact file and symbol responsible for any behavior, leveraging semantic search, grep, and LSP tools within their `angular.json` workspace.

Onboard to an Unfamiliar Next.js Codebase with Atlas in 2026

Quickly build a mental model of any Next.js repository in 2026 using Atlas. Understand App Router, server components, and API routes without reading every file.

Run the PHP Test Suite and Triage Failures with Atlas in 2026

Streamline PHPUnit test failure triage in 2026 with Atlas. Quickly turn a wall of red output into a prioritized list of distinct root causes for your PHP codebase, integrating direct with Composer.

Add a Regression Test for a C Bug Fix with Atlas in 2026

Lock in C bug fixes with Atlas in 2026. Learn to write failing Unity via ctest regression tests, apply fixes, and verify with real C toolchain commands like Conan and clang-format.

Debug a Single Failing Test in Swift with Atlas (2026)

How to debug one failing Swift test with Atlas in 2026: run it in isolation with swift test --filter, walk the call path with lsp, and fix the code, not the assertion.

Research a third-party API before integrating it in C# with Atlas (2026)

Use Atlas websearch and webfetch to pull a live API doc into context before writing C# integration code in 2026, then verify with dotnet format and dotnet test.

Atlas for Axum in 2026

Atlas is a terminal-native AI coding agent for Axum in 2026. It decodes tower trait-bound errors, adds IntoResponse types, and runs cargo nextest run.

Plan a Multi-File Change Before Editing in JavaScript with Atlas in 2026

Plan a multi-file JavaScript change before editing in 2026. Atlas's plan agent denies edit outside .atlas/plans/*.md, and plan_exit gates the build agent handoff.

Onboard to an Unfamiliar TypeScript Codebase with Atlas in 2026

Onboard to an unfamiliar TypeScript codebase in 2026. Atlas reads your tsconfig.json, type definitions, and path aliases, then ranks files with codebase_search.

Plan a Multi-File Change Before Editing in TypeScript with Atlas (2026)

Atlas plans multi-file TypeScript changes in a read-only plan agent that denies every edit tool, so you approve the design before pnpm, vitest, or prettier ever run.

Locate Where a Behavior Is Implemented in Ruby with Atlas (2026)

Find the exact Ruby file and method behind a behavior in 2026. Atlas combines codebase_search, grep, read, and lsp across your Gemfile, app tree, and RSpec suite.

Diagnose a Hanging or Long-Running Command in Python with Atlas (2026)

Is your Python command slow or blocked on stdin? In 2026 Atlas races every bash command against a timeout and its shell_metadata tells you which, so pytest and uv stop hanging.

Locate Where a Behavior Is Implemented in TypeScript with Atlas in 2026

Find the exact TypeScript file and symbol behind a behavior in 2026. Atlas combines codebase_search, grep through ripgrep, and the lsp tool's findReferences.

Research a Third-Party API Before Integrating It in Ruby with Atlas (2026)

Pull a third-party API's real shape into context before you write Ruby. Atlas uses websearch and webfetch in 2026, then RSpec and Bundler prove the integration.

Atlas for WebAssembly: Terminal-Native AI Coding in 2026

Atlas is a terminal-native AI coding agent for WebAssembly. Audit wasm-bindgen exports, batch calls across the JS boundary, and run wasm-pack test --node in 2026.

Atlas for dbt: Terminal-Native AI Coding in 2026

Atlas is a terminal-native AI coding agent for dbt. Read the ref() DAG, convert a table model to incremental, run dbt build against dev, and add tests in 2026.

Run the test suite and triage the failures in C++ with Atlas (2026)

Triage a red C++ suite in 2026 with Atlas: run GoogleTest via ctest through bash, read the full saved log past the 2000 line truncation, and group causes in todowrite.

Atlas for Godot: Terminal-Native AI Coding for GDScript and the Node Tree in 2026

Atlas is a terminal-native AI coding agent for Godot in 2026, working across GDScript, the node tree, and signals, where scene structure is half the program.

Plan a multi-file change before editing in Swift with Atlas (2026)

How to plan a multi-file Swift change in 2026 with Atlas: research with codebase_search and lsp in plan mode, write the plan markdown, then call plan_exit.

Write Unit Tests for Untested Go Code with Atlas in 2026

Add real Go tests to an untested package in 2026: Atlas enumerates exported symbols with lsp, copies your table-driven conventions, writes the _test.go file, and runs go test.

Atlas for Expo: Terminal-Native AI Coding for expo-router and Config Plugins in 2026

Atlas is a terminal-native AI coding agent for Expo apps in 2026, covering expo-router file routes, config plugins, and EAS build profiles with diff-first review.

Plan a multi-file change before editing in Ruby with Atlas (2026)

How Atlas plans a multi-file Ruby change before editing: the read-only plan agent, .atlas/plans/*.md, plan_exit, and a Bundler, RSpec, RuboCop workflow.

Locate Where a Behavior Is Implemented in Elixir With Atlas (2026)

How to locate where a behavior is implemented in an Elixir codebase with Atlas in 2026: codebase_search for meaning, grep for text, and the lsp tool for symbols.

Add a Regression Test for a Bug Fix in Swift with Atlas (2026)

Add a regression test for a bug fix in Swift with Atlas in 2026. Write a failing XCTest case, run swift test to prove it red, apply the fix, then re-run.

Onboard to an Unfamiliar Rust Codebase with Atlas in 2026

Onboard to an unfamiliar Rust codebase in 2026. Atlas reads your Cargo.toml, modules, traits, and cargo workspace, then ranks crates with codebase_search.

Trace a Runtime Bug From a Stack Trace in Rust with Atlas (2026)

Go from a Rust panic backtrace to the responsible line without a debugger. Atlas reads each frame at its offset in 2026, then proves the fix with cargo test.

Add a Regression Test for a Bug Fix in Go with Atlas (2026)

Lock a Go bug fix in place in 2026: Atlas writes a failing TestXxx, proves it red with go test -run, patches the code with edit, and re-runs go test ./... to prove it green.

Onboard to an Unfamiliar Go Codebase with Atlas in 2026

Onboard to an unfamiliar Go codebase in 2026. Atlas reads your go.mod, packages, interfaces, and go.sum dependencies, then ranks files with codebase_search.

Atlas for SQL in 2026

Atlas is a terminal-native AI coding agent for SQL in 2026. Run it in a repo with your migrations or .sql files, optimize a query, and review the diff before applying.

Diagnose a Hanging or Long-Running Command in Rust with Atlas (2026)

Is your cargo build slow or silently blocked on stdin? Atlas races every command against a timeout in 2026 and tells you which one it is, plus how to get unstuck.

Atlas for Fortran: fpm.toml, Explicit Interfaces, and fprettify in 2026

Atlas is a terminal-native AI coding agent for Fortran in 2026. It reads modules, explicit interfaces, and intent declarations, runs fpm test behind a prompt, and runs fprettify.

Write Unit Tests for Untested Java Code with Atlas (2026)

Add JUnit 5 coverage to an untested Java class in 2026. Atlas enumerates every public method with documentSymbol, copies your import style, and runs mvn test.

Add a Regression Test for a Bug Fix in Python with Atlas (2026)

Red first, then green. Atlas writes a failing pytest case, proves it fails with the bash tool exit code, applies the fix with edit, and re-runs the same command.

Onboard to an Unfamiliar Python Codebase with Atlas in 2026

Onboard to an unfamiliar Python codebase in 2026. Atlas uses codebase_search, glob, read, and lsp to map a pyproject.toml repo without opening every module.

Atlas for Haskell in 2026

Atlas is a terminal-native AI coding agent for Haskell in 2026. Run it in a project with a .cabal file or a stack.yaml, let cabal build drive it, and review the diff.

Run the Test Suite and Triage the Failures in TypeScript with Atlas (2026)

Turn a wall of red vitest output into a ranked list of root causes in 2026: Atlas truncates at 2000 lines, saves the full log, and greps it into a todowrite triage list.

Debug a Single Failing Test in Java with Atlas (2026)

Fix the code, not the assertion. Atlas runs one JUnit 5 test in isolation via mvn test in 2026, walks the call path with the lsp tool, and edits the Java that is wrong.

Atlas for FastAPI in 2026

Atlas is a terminal-native AI coding agent for FastAPI in 2026. It reads Pydantic v2 models and Depends(), then runs pytest behind a permission prompt.

Run the Test Suite and Triage the Failures in Dart with Atlas (2026)

Triage a failing Dart test suite in 2026 with Atlas: bash truncates at 2000 lines or 50 KB but retains the full dart test log, and grep groups failures by root cause.

Atlas for Python in 2026

Atlas is a terminal-native AI coding agent for Python in 2026. Run it in a repo with a pyproject.toml or requirements.txt and review every diff before it lands.

Atlas for C# in 2026

Atlas is a terminal-native AI coding agent for C# and the .NET SDK in 2026. Run it in a solution with a .csproj or .sln and approve every diff before dotnet build.

Atlas for OCaml: A Terminal-Native AI Coding Agent for dune and opam Projects in 2026

Atlas is a terminal-native AI coding agent for OCaml in 2026. It reads dune stanzas and .mli signatures, runs dune runtest behind a prompt, and finishes with ocamlformat.

Atlas for Actix Web in 2026

Atlas is a terminal-native AI coding agent for Actix Web in 2026. It reads extractors and app_data, then runs cargo test and cargo clippy behind a prompt.

Atlas for Three.js: Terminal-Native AI Coding for Scenes, Materials, and Disposal in 2026

Atlas is a terminal-native AI coding agent for Three.js in 2026, where geometry, material, and texture disposal is the difference between a demo and a leak.

Audit a Repo With Parallel Subagents in Java Using Atlas (2026)

Sweep a large Java repo in 2026 without blowing your context window. Atlas launches explore subagents per Maven module, merges findings, and verifies with mvn test.

Atlas for Julia: A Terminal-Native AI Coding Agent for Project.toml Packages in 2026

Atlas is a terminal-native AI coding agent for Julia in 2026. It reads dispatch signatures and Project.toml [deps], fixes type instabilities, runs Pkg.test(), and applies JuliaFormatter.

Atlas for Quarkus in 2026

Atlas is a terminal-native AI coding agent for Quarkus in 2026. It reads CDI beans and JAX-RS resources, then runs ./mvnw test behind a permission prompt.

Atlas for Nim: A Terminal-Native AI Coding Agent for Nimble Packages and Macros in 2026

Atlas is a terminal-native AI coding agent for Nim in 2026. It reads .nimble requires and asterisk-exported symbols, adds std/unittest suites, runs nimble test, formats with nph.

Locate Where a Behavior Is Implemented in Python with Atlas in 2026

Find the exact Python file and symbol behind a behavior in 2026. Atlas attacks it with codebase_search, grep over ripgrep, and the lsp tool's findReferences.

Atlas for F#: A Terminal-Native AI Coding Agent for .fsproj Solutions in 2026

Atlas is a terminal-native AI coding agent for F# in 2026. It respects .fsproj file order, maps discriminated unions, runs dotnet test behind a prompt, and runs Fantomas.

Atlas for Polars: Terminal-Native AI Coding in 2026

Atlas is a terminal-native AI coding agent for Polars. Build LazyFrame chains, push scan_csv predicates into the reader, and read explain() plans in 2026.

Atlas for Unreal Engine: Terminal-Native AI Coding for UCLASS and Build.cs in 2026

Atlas is a terminal-native AI coding agent for Unreal Engine C++ in 2026, where UCLASS macros, the reflection system, and Build.cs module rules are the real API.

Rename a symbol across the repo in TypeScript with Atlas (2026)

Rename a TypeScript symbol across the whole repo in 2026 with Atlas: findReferences for the true callsite list, grep for strings the compiler cannot see, then vitest.

Atlas for Deno: Terminal-Native AI Coding in 2026

Atlas is a terminal-native AI coding agent for Deno. Tighten --allow-all down to real permission scopes, add JSR deps, and run deno test and deno check in 2026.

Atlas for Fastify in 2026

Atlas is a terminal-native AI coding agent for Fastify in 2026. It reads plugin encapsulation and JSON schemas, then runs node --test behind a permission prompt.

Write Unit Tests for Untested Code in Dart with Atlas (2026)

Add tests to an untested Dart library in 2026. Atlas enumerates exports with lsp documentSymbol, copies your test conventions, writes the spec, and runs dart test.

Run the Test Suite and Triage the Failures in Java with Atlas (2026)

Turn a wall of red Maven output into a ranked list of root causes. Atlas runs JUnit 5 via mvn test in 2026, saves the full log, and triages Java failures by cause.

Rename a Symbol Across the Repo in Python with Atlas (2026)

Rename a Python function, class, or constant repo-wide with Atlas in 2026: lsp findReferences for the true callsite set, grep for strings and docs, pytest to prove it.

Onboard to an Unfamiliar JavaScript Codebase with Atlas in 2026

Onboard to an unfamiliar JavaScript codebase in 2026. Atlas maps package.json, npm scripts, and bundler config with codebase_search, glob, read, and lsp.

Locate Where a Behavior Is Implemented in Java with Atlas (2026)

Atlas pinpoints the Java class and method behind a behavior with codebase_search, grep through ripgrep, and the lsp tool's findReferences across your Maven modules.

Locate Where a Behavior Is Implemented in C++ with Atlas (2026)

How Atlas finds the C++ file and symbol behind a behavior in 2026: codebase_search for meaning, ripgrep for exact text, and the lsp tool for the symbol graph.

Atlas for React Native: Terminal-Native AI Coding Across the Native Boundary in 2026

Atlas is a terminal-native AI coding agent for React Native in 2026. Work across the New Architecture, native modules, and platform-specific files with diff-first review.

Atlas for Express in 2026

Atlas is a terminal-native AI coding agent for Express in 2026. It reads your middleware order, wraps async route handlers, and runs mocha behind a prompt.

Atlas for Electron: Terminal-Native AI Coding for Main, Preload, and Renderer in 2026

Atlas is a terminal-native AI coding agent for Electron in 2026, where the main and renderer split, contextIsolation, and preload bridges are the security model.

Atlas for Symfony in 2026

Atlas is a terminal-native AI coding agent for Symfony in 2026. It reads autowired services and Doctrine mappings, and shows migration SQL before anything runs.

Atlas for Pandas: Terminal-Native AI Coding in 2026

Atlas is a terminal-native AI coding agent for Pandas. Vectorize df.apply, fix chained assignment under Copy-on-Write, and pin DataFrames with assert_frame_equal.

Atlas for Phoenix in 2026

Atlas is a terminal-native AI coding agent for Phoenix in 2026. It reads contexts, LiveView modules, and Ecto changesets, then runs mix test behind a prompt.

Atlas for Bash in 2026

Atlas is a terminal-native AI coding agent for Bash in 2026, with shellcheck-aware suggestions. Harden a script or fix shellcheck warnings and review every diff.

Atlas for Astro: Islands, Content Collections, and Zero JS by Default in 2026

Atlas is a terminal-native AI coding agent for Astro in 2026. It reads astro.config.mjs, src/pages, and content collection schemas, drops needless client:load directives, and runs astro check.

Rename a Symbol Across the Repo in Java with Atlas (2026)

How to rename a Java class, method, or constant across a repo with Atlas in 2026: lsp findReferences for callsites, grep for strings, edit replaceAll, then mvn test.

Debug a Single Failing Rust Test with Atlas (2026)

Find why one Rust test fails in 2026 and fix the code, not the assertion. Atlas isolates it with cargo test, walks the trait impls with lsp, and patches via apply_patch.

Extract a shared helper from duplicated code in JavaScript with Atlas (2026)

Collapse copy-pasted JavaScript into one helper in 2026: Atlas finds semantic duplicates with codebase_search, writes the module, and swaps each copy with apply_patch.

Locate Where a Behavior Is Implemented in PHP with Atlas (2026)

Track a PHP behavior down to the exact class and method in 2026. Atlas fuses semantic retrieval, ripgrep-backed regex, and the lsp symbol graph across your src tree.

Run the Test Suite and Triage the Failures in Python with Atlas (2026)

How Atlas runs pytest and triages a wall of Python failures in 2026: bash truncates at 2000 lines, saves the full log, and grep groups failures into a todowrite list.

Atlas for TensorFlow: Terminal-Native AI Coding for Keras 3 and tf.data in 2026

Atlas is a terminal-native AI coding agent for TensorFlow and Keras 3 in 2026, where tf.function graph tracing and tf.data pipelines are what make training fast.

Atlas for R: A Terminal-Native AI Coding Agent for tidyverse, roxygen2, and testthat in 2026

Atlas is a terminal-native AI coding agent for R in 2026. It reads roxygen2 docblocks and renv.lock, rewrites loops as dplyr or purrr pipelines, and runs devtools::test().

Atlas for COBOL: Copybooks, PIC Clauses, and GnuCOBOL in 2026

Atlas is a terminal-native AI coding agent for COBOL in 2026. It reads your divisions and copybooks, explains a paragraph before touching it, and compiles with cobc under GnuCOBOL.

Run the Test Suite and Triage the Failures in Swift with Atlas (2026)

How to triage a red Swift suite with Atlas in 2026: run XCTest via swift test through bash, read the saved full log, group by root cause, and track fixes in todowrite.

Extract a Shared Helper From Duplicated Code in Python with Atlas (2026)

Duplication in Python is semantic, not textual. Atlas finds near-duplicate logic with codebase_search in 2026, collapses it with apply_patch, and proves it with pytest.

Atlas for Zig: A Terminal-Native AI Coding Agent for build.zig Projects in 2026

Atlas is a terminal-native AI coding agent for Zig in 2026. It reads build.zig and comptime blocks, tracks your allocators, runs zig build test behind a prompt, and runs zig fmt.

Locate where a behavior is implemented in Swift with Atlas (2026)

Find the Swift file and symbol behind a behavior in 2026 with Atlas: codebase_search for meaning, grep through ripgrep for exact text, and lsp for the symbol graph.

Onboard to an Unfamiliar C++ Codebase with Atlas (2026)

Atlas maps an unfamiliar C++ project by meaning: codebase_search ranks declarations, glob shows the CMakeLists.txt and header layout, and a read-only explore subagent fans out.

Atlas for Nuxt: Auto-Imports, useAsyncData, and Nitro Handlers in 2026

Atlas is a terminal-native AI coding agent for Nuxt in 2026. It reads nuxt.config.ts, pages/ routes, composables/ auto-imports, and server/api/ Nitro handlers, and tests with @nuxt/test-utils.

Run the Test Suite and Triage the Failures in JavaScript with Atlas (2026)

How Atlas runs vitest and triages a red JavaScript suite in 2026: bash saves the full log past 2000 lines, grep groups the causes, todowrite tracks each fix.

Onboard to an Unfamiliar PHP Codebase with Atlas (2026)

Build a mental model of an unfamiliar PHP repo in 2026 without reading every file. Atlas maps the Composer layout, delegates sweeps to a read-only explore subagent.

Atlas for Perl: A Terminal-Native AI Coding Agent for CPAN Distributions in 2026

Atlas is a terminal-native AI coding agent for Perl in 2026. It reads cpanfile deps and @EXPORT lists, writes Test2::V0 cases, runs prove -lr t/, and runs perltidy on the diff.

Atlas for Laravel in 2026

Atlas is a terminal-native AI coding agent for Laravel in 2026. Run it in a Laravel app with an artisan file, add a controller or Pest test, and review the diff.

Plan a Multi-File Change Before Editing in Rust with Atlas (2026)

Design a Rust refactor across crates with the Atlas plan agent, which blocks every edit tool until you approve. Then let cargo test, cargo, and rustfmt confirm it.

Onboard to an Unfamiliar React Codebase with Atlas (2026)

Build a mental model of an unfamiliar React app with Atlas in 2026: ask codebase_search plain questions, map src/ with glob, and follow hooks with the lsp tool.

Extract a Shared Helper from Duplicated Code in Go with Atlas (2026)

Collapse copy-pasted Go code into one tested helper with Atlas in 2026: find near-duplicates semantically, swap each callsite with apply_patch, and run go test between swaps.

Atlas for Blazor: Terminal-Native AI Coding for .razor Components in 2026

Atlas is a terminal-native AI coding agent for Blazor developers in 2026. Work across .razor components, render modes, and the C# and JS interop boundary safely.

Atlas for Assembly: Registers, Calling Conventions, and nasm in 2026

Atlas is a terminal-native AI coding agent for Assembly in 2026. It reads .asm and .S sources, tracks System V and AAPCS64 calling conventions, and assembles with nasm behind a prompt.

Migrate a Deprecated API Across Every Callsite in Python with Atlas (2026)

Move a Python codebase off a deprecated function with Atlas in 2026: enumerate callers with the lsp tool, patch each with apply_patch, and run pytest after every file.

Run Atlas Headless in CI in TypeScript with Atlas (2026)

Run Atlas headless in CI on a TypeScript repo in 2026: atlas run is non-interactive by default, supports --format json, and needs pre-approved permissions to reach vitest.

Refactor a Legacy Module in JavaScript with Atlas (2026)

Refactor a legacy JavaScript module with Atlas in 2026: enumerate callsites with the lsp tool, restructure with apply_patch, and prove behavior with vitest.

Atlas for Groovy: A Terminal-Native AI Coding Agent for Gradle, Spock, and Jenkins in 2026

Atlas is a terminal-native AI coding agent for Groovy in 2026. It reads build.gradle closures and Jenkinsfiles, writes Spock specs, runs ./gradlew test, and applies Spotless.

Plan a Multi-File Change Before Editing in Go with Atlas (2026)

How Atlas plans a multi-file Go change in 2026: plan mode denies edits, codebase_search maps your go.mod packages, and plan_exit hands off before go test runs.

Atlas for PowerShell: A Terminal-Native AI Coding Agent for Modules and Pester in 2026

Atlas is a terminal-native AI coding agent for PowerShell in 2026. It reads your .psm1 module and .psd1 manifest, adds SupportsShouldProcess, and runs Invoke-Pester behind a prompt.

Atlas for Bun: Terminal-Native AI Coding in 2026

Atlas is a terminal-native AI coding agent for Bun. Swap Node compatibility shims for Bun.serve and bun:sqlite, iterate with bun test, and format with bun fmt in 2026.

Atlas for Fiber in 2026

Atlas is a terminal-native AI coding agent for Fiber in 2026. It knows fasthttp reuses buffers, tests handlers with app.Test(), and diffs every edit first.

Research a third-party API before integrating it in Swift with Atlas (2026)

Research a third-party API before integrating it in Swift in 2026: Atlas uses websearch and webfetch to pull current docs, then writes against real signatures.

Onboard to an Unfamiliar Swift Codebase with Atlas (2026)

Learn an unfamiliar Swift package in 2026 without reading every file. Atlas queries the semantic index, maps Sources with glob, and delegates sweeps to a read-only explore subagent.

Onboard to an Unfamiliar Scala Codebase with Atlas (2026)

Build a mental model of a Scala repo without reading every file. Atlas starts from meaning in 2026 with codebase_search and glob, and delegates sweeps to a read-only subagent.

Atlas for Clojure: A Terminal-Native AI Coding Agent for deps.edn and Kaocha in 2026

Atlas is a terminal-native AI coding agent for Clojure in 2026. It reads deps.edn aliases and namespace requires, runs clojure -M:test with Kaocha, and applies cljfmt.

Atlas for SolidJS: A Terminal-Native AI Coding Agent Built on Solid, for Solid, in 2026

Atlas is a terminal-native AI coding agent for SolidJS in 2026. It reads your createSignal and createMemo graph, fixes destructured props that break reactivity, and runs vitest.

Atlas for Erlang in 2026

Atlas is a terminal-native AI coding agent for Erlang/OTP in 2026. Run it in an app with a rebar.config, map supervisors and gen_server modules, review every diff.

Atlas TUI Theme System for Terminal-First AI Coding Workflows for Enterprise Architects in 2026

Atlas provides enterprise architects with a TUI theme system, including a charcoal-and-blue default, to maintain AI coding work within terminal-first workflows in 2026. Ensure policy adherence.

Atlas for Site Reliability Engineers: Terminal-Native TUI for AI Coding Workflows in 2026

Atlas helps site reliability engineers in 2026 maintain terminal-first AI coding workflows. Its terminal-native TUI, rendered with SolidJS and OpenTUI, supports direct AI development.

Atlas TUI Theme System for SREs: Keeping AI Coding in a Terminal-First Workflow

Atlas helps site reliability engineers maintain a terminal-first AI coding workflow in 2026. Its TUI theme system, including charcoal-and-blue, supports diff-review for infrastructure changes.

Atlas for Students and Self-Taught Developers: Routing AI Coding Work with Approved Model and Provider Switching

Atlas helps students and self-taught developers route AI coding work through approved models. Switch active models and providers on the fly with favorites and recents in 2026.

How Indie Hackers and Solo Founders Keep AI Coding Terminal-First with Atlas's TUI Theme System

Atlas helps indie hackers in 2026 with terminal-first AI coding. Use its TUI theme system, including charcoal-and-blue, with your own model keys for efficient, private workflows.

Atlas for Data Scientists: Keeping AI Coding in a Terminal-First Workflow with TUI Themes

Atlas for data scientists: Keep AI coding in a terminal-first workflow with Atlas's TUI theme system. In 2026, get reproducible, reviewable AI code changes with a charcoal-and-blue default.

Atlas for ML Engineers: Terminal-First AI Coding with TUI Theme System

Atlas helps ML engineers in 2026 maintain terminal-first AI coding workflows. Its TUI theme system, including a charcoal-and-blue default, keeps AI changes diffable and tied to experiment history.

Atlas for .NET: Your AI Coding Agent in 2026

Atlas empowers .NET developers in 2026 with a terminal-native AI coding agent. Securely integrate Atlas with ASP.NET Core for web APIs and services, leveraging local embeddings and robust safety features for efficient

Atlas for React in 2026

Adopt Atlas, the terminal-native AI coding agent, for React development in 2026. Enhance your workflow with intelligent code search, refactoring, and testing for React components and hooks.

Atlas for Kotlin in 2026

In 2026, Atlas empowers Kotlin developers with terminal-native AI coding. It integrates with Gradle and coroutines, offering secure, privacy-focused code assistance with local embeddings and granular control.

Atlas for Swift in 2026

Atlas for Swift in 2026 empowers developers with a terminal-native AI coding agent. Index code by AST, ensure privacy with local embeddings, and review changes with unified diffs.

Atlas for Node.js in 2026

Node.js developers in 2026 can adopt Atlas, the terminal-native AI coding agent, for secure, efficient development. Leverage local embeddings, AST indexing, and robust safety features.

Atlas for Angular in 2026

Adopt Atlas, the terminal-native AI coding agent, for your Angular projects in 2026. Enhance development with intelligent code search, secure local embeddings, and granular control over AI actions.

Atlas for Dart in 2026

Adopt Atlas, the terminal-native AI coding agent, for Dart development in 2026. Enhance productivity with intelligent code search, refactoring, and robust safety features across your Dart projects.

Atlas for Next.js in 2026

Adopt Atlas, the terminal-native AI coding agent, for Next.js development in 2026. Enhance productivity across App Router, server components, and API routes with secure, reviewable AI assistance.

Atlas for Flutter in 2026

Discover Atlas for Flutter in 2026. This terminal-native AI coding agent helps Flutter developers build apps faster and safer, integrating with widgets, state, and the Dart toolchain.

Atlas for Django in 2026

Atlas, the terminal-native AI coding agent, empowers Django developers in 2026. Boost productivity across models, views, and migrations with secure, reviewable AI assistance.

Atlas for Elixir in 2026

Adopt Atlas, the terminal-native AI coding agent, for Elixir development in 2026. Enhance productivity with deep code understanding, safety features, and direct integration into mix projects and OTP applications.

Atlas for Svelte in 2026

Adopt Atlas, the terminal-native AI coding agent, for Svelte and SvelteKit projects in 2026. Enhance development with intelligent code search, secure local embeddings, and guided code generation.

Atlas for Spring in 2026

Atlas, the terminal native AI coding agent, empowers Spring developers in 2026 with intelligent code assistance, secure local embeddings, and transparent review processes for enhanced productivity.

Atlas for TypeScript in 2026

In 2026, TypeScript developers leverage Atlas, the terminal-native AI coding agent, to enhance productivity. Atlas understands your types, ensures code quality, and offers robust safety features.

Atlas for PHP in 2026

Atlas, the terminal-native AI coding agent, empowers PHP developers in 2026 with intelligent code understanding, secure workflows, and direct integration for Composer and PSR standards.

Atlas for Go in 2026

Atlas, the terminal-native AI coding agent, empowers Go developers in 2026 with intelligent code understanding, safe refactoring, and robust testing capabilities.

Atlas for Rust in 2026

Adopt Atlas, the terminal-native AI coding agent, for Rust development in 2026. Tackle borrow checker errors and clippy lints with Atlas's secure, approval-gated assistance.

Atlas for JavaScript in 2026

In 2026, Atlas empowers JavaScript developers with a terminal-native AI coding agent. It indexes code by AST, uses local embeddings, and offers permission-gated tools for safe, efficient development.

Atlas for C++ in 2026

In 2026, C++ developers adopt Atlas, the terminal-native AI coding agent, to enhance productivity. Atlas offers secure, context-aware assistance for modern C++ projects, integrating with CMake and ensuring code quality

Atlas for Java in 2026

Adopt Atlas, the terminal-native AI coding agent, for Java development in 2026. Enhance your workflow with intelligent code search, refactoring, and robust safety features for Maven and Gradle projects.

Atlas: Terminal-Native TUI for AI Coding Work in Regulated Engineering Teams (2026)

Atlas provides regulated engineering teams with a Terminal-native TUI for AI coding work, ensuring a terminal-first workflow in 2026. Maintain traceability and control.

Atlas for Private Teams: Keeping AI Coding in a Terminal-First Workflow with TUI Theme System

Atlas helps private software teams in 2026 maintain AI coding work within a terminal-first workflow. Discover Atlas's TUI theme system, including a charcoal-and-blue default, for integrated AI development.

Atlas for Regulated Engineering Teams: Terminal-First AI Coding with TUI Theme System

Atlas helps regulated engineering teams in 2026 maintain terminal-first AI coding workflows. Its TUI theme system, including a charcoal-and-blue default, ensures traceability and developer comfort.

Run concurrent AI coding sessions without state bleed in Atlas (2026)

Atlas runs multiple AI coding sessions at once without them corrupting each other, using per-directory runtime isolation and cross-process locking. Here is how.

Windows-native AI coding agent, no WSL required: Atlas (2026)

Atlas runs natively on Windows with a real installer, no WSL and no Linux subsystem. Here is what native Windows support means for an AI coding agent in 2026.

TUI Theme System for Private AI Coding Workflows: A Guide for DevOps Leads in 2026

Atlas helps DevOps leads control AI-assisted code changes across delivery workflows with its TUI theme system for private AI development in 2026, ensuring model, command, branch, and deployment controls.

AST-Aware Code Chunking for First-Time Terminal AI Users in a Private AI Coding Workflow with Atlas

Atlas helps first-time terminal AI users safely try AST-aware code chunking in private AI coding workflows. Get clear review points before AI agents edit files or run commands.

Model Context Protocol Support for First-Time Terminal AI Users in Private Coding Workflows with Atlas

Atlas helps first-time terminal AI users in 2026 try private AI coding safely with Model Context Protocol support. Connect to servers, expose tools to agents, and review changes before execution.

Permission-Gated Tool Calls for First-Time Terminal AI Developers in 2026 with Atlas

Atlas empowers first-time terminal AI users in 2026 to safely try AI coding. Utilize permission-gated tool calls, local-first indexing, and clear review points before AI agents edit files or run commands.

Terminal-native TUI for First-Time Terminal AI Users in Private AI Coding Workflows

Atlas helps first-time terminal AI users in 2026 try terminal AI coding safely with Terminal-native TUI. Explore private AI development workflows and clear review points.

Open-Source Maintainers: Using Atlas's TUI Theme System for Private AI Coding Workflows in 2026

Atlas helps open-source maintainers review AI-assisted changes with a TUI theme system in a private AI coding workflow. Maintain control over code without sending it to model training.

Slack copy messaging for AI coding sessions in Atlas (2026)

Atlas formats assistant messages into Slack mrkdwn so code reviews, implementation plans, and debugging notes paste cleanly into team channels.