Coding & Dev Tools

Create a git branch following Sentry naming conventions, automatically deriving the branch type and description from current work context.

Audit Django code for validated performance issues including N+1 queries, unbounded querysets, missing indexes, and write loops.

Remove assigned mypy exclusion modules in small batches, fix typing issues, run validation, and produce a structured completion summary.

Opens a browser-based whiteboard for sketching ideas with sticky notes, then reads the visual snapshot and clipboard data to provide conversational analysis and suggestions.

Generate an llms.txt file from repository structure, following the llms.txt specification to help LLMs navigate and understand the project.

Write effective unit tests with NUnit, covering standard and data-driven testing approaches.

Generates comprehensive test strategies, task breakdowns, and quality assurance documentation for GitHub projects using ISTQB and ISO 25010 frameworks.

Automates the full release workflow for a single-package GitHub repository, from analysis through changelog authoring and PR creation using gh and git.

Use the Microsoft Fluent UI Blazor component library in Blazor applications, covering setup, providers, icons, list components, dialogs, toasts, and theming.

Creates and manages annotation configs and annotation queues on Arize, and applies human annotations to project spans via the Python SDK.

Analyzes GitHub Copilot CLI conversation history to extract behavioral patterns and writes a personalization block into the user's Copilot instructions file.

Detect and remove AI-generated markers from Finnish text, making it sound like a native Finnish speaker wrote it.

Guides monitoring and observability setup for Qdrant vector search deployments, including Prometheus scraping, health checks, and metric-based debugging of production issues.

Diagnose and resolve Debian Linux issues using apt, systemd, and AppArmor-aware guidance.

Ask an AI coding agent to identify which files it needs to examine before answering a question.

Bulk-migrate repo labels and Project V2 fields into GitHub org-level issue fields (single select, text, number, date).

Guides architecture decisions, flow type selection, bulk safety validation, and fault handling standards for Salesforce Flow design and review.

Containerize an ASP.NET Core project by creating Dockerfile and .dockerignore files customized for the project.

Optimize PostgreSQL databases with advanced features, performance tuning, and best practices for JSONB, full-text search, window functions, and indexing.

Localize VS Code extensions including configurations, walkthroughs, and source code messages following official guidelines.

Generates a Playwright test from a user-provided scenario by recording browser interactions via Playwright MCP, then saves and runs the test until it passes.

Generate a complete, production-ready MCP server project in Ruby using the official MCP Ruby SDK.

Transforms git diffs and change descriptions into narrative commit messages that explain why a change was made, following Conventional Commits format.

Migrate Java code from javax.* to jakarta.* namespace when upgrading to Tomcat 11, Jakarta EE 10, or when javax imports are detected.

Migrate React class component lifecycle methods (componentWillMount, componentWillReceiveProps, componentWillUpdate) to React 18.3.1 compliant patterns with decision trees and before/after code examples.

Provides narrative synthesis, framing, and audience-aware communication patterns to improve decision narratives, written artifacts, and shared understanding.

Diagnoses Qdrant production issues using metrics and observability tools, covering optimizer problems, memory spikes, and slow queries.

Generates complete, copy-paste ready implementation documentation from a PR plan, including code blocks and verification checklists.

Enforce quality, security, and accessibility standards for Salesforce Lightning Web Components, Aura components, and Visualforce pages.

Process and manipulate images using ImageMagick: resize, convert formats, batch process, and retrieve metadata.

Generate production-ready Python code using the Dataverse SDK with error handling, retry logic, OData optimization, and logging.

Scaffolds a Spring Boot Kotlin project with Gradle, WebFlux, R2DBC, Redis, MongoDB, and Testcontainers, including Docker Compose setup.

Generate production-ready Python code for Dataverse SDK with advanced patterns including error handling, batch operations, OData optimization, and Pandas integration.

Scaffold React components following the Container/Presentation pattern under src/components, with TypeScript, Storybook, and SCSS conventions.

Creates GitHub Issues from implementation plan phases using feature_request.yml or chore_request.yml templates.

Creates GitHub Issues for unimplemented requirements from specification files, checking the codebase and existing issues to avoid duplicates.