lukasstrickler/ai-dev-atelier

Search the web, library documentation, and GitHub repositories using Tavily, Context7, and GitHub Grep MCPs. Use when: (1) Looking up documentation for libraries or frameworks, (2) Searching for code examples or tutorials, (3) Finding API references or specifications, (4) Researching best practices or solutions, (5) Looking up error messages or troubleshooting guides, (6) Finding library installation instructions, (7) Searching for real-world code patterns in GitHub repositories, or (8) When you need current web information or documentation. Triggers: search, look up, find documentation, search web, lookup, find examples, search for, how to, tutorial, API reference, documentation for, error message, troubleshoot, best practices, find code examples, GitHub search.

Manage stacked PRs with Graphite CLI (gt) instead of git push/gh pr create. Auto-detects Graphite repos and blocks conflicting commands with helpful alternatives. Use when: (1) About to run git push or gh pr create in a Graphite repo, (2) Creating a new branch for a feature, (3) Submitting code for review, (4) Large changes that should be split into reviewable chunks, (5) Hook blocks your git command and suggests gt equivalent. NOT for: repos not initialized with Graphite, git add/commit/status/log. Triggers: git push blocked, gh pr create blocked, create branch, submit PR, stacked PRs, split large PR, gt create, gt submit, graphite workflow.

Review code changes using CodeRabbit CLI - supports uncommitted files (task mode) or all PR files vs main branch (pr mode). Catches bugs, security issues, and code quality problems before committing or when reviewing pull requests. Use when: (1) Reviewing uncommitted changes before committing (task mode), (2) Reviewing all changed files in a PR against main branch (pr mode), (3) Working on subtasks and want to check progress, (4) Need feedback on work-in-progress code, (5) Preparing PR for merge, (6) When CodeRabbit review is needed, (7) For bug detection and security scanning, or (8) For automated code quality assessment. Triggers: review code, check code quality, review changes, code review, review PR, check for bugs, security scan, review uncommitted, finalize code, pre-commit review.

Analyze git diff to identify code changes requiring documentation updates. Categorizes changes (database/schema, API endpoints, components, configuration, authentication) and suggests relevant documentation files to review. Use when: (1) After making code changes, (2) Before committing significant changes, (3) When adding new features or modifying APIs, (4) During PR preparation, (5) When working with database schemas, API routes, components, or configuration files, (6) To ensure documentation stays synchronized with code changes, (7) For documentation sync and maintenance, or (8) For pre-commit documentation checks. Triggers: check docs, docs check, documentation check, update docs, sync documentation, what docs need updating, check if docs are up to date, after code changes, before committing.

Write clear git commits with Conventional Commits format. Detects project conventions from history and config. Guides commit granularity. Use when: (1) Completing working code, (2) Code builds and tests pass, (3) Ready to save, (4) Before pushing, (5) After review feedback. Triggers: automatically when finishing commitable work that builds and passes tests.

Generate, edit, and upscale AI images. Use when creating visual assets for apps, websites, or documentation. FREE Cloudflare tier for iterate generation (~96/day), Fal.ai for paid tiers. Four quality tiers (iterate/default/premium/max). Supports text specialists, multi-ref editing, SVG, background removal. Triggers: generate image, create image, edit image, upscale, logo, picture of, remove background.

Run comprehensive code quality checks including TypeScript typecheck, ESLint linting, Prettier formatting, and Markdown validation. Auto-fixes formatting issues in agent mode or provides read-only checks for CI pipelines. Use when: (1) Before committing code changes, (2) In CI/CD pipelines for automated quality gates, (3) After making significant code changes, (4) When preparing code for review, (5) When ensuring code meets quality standards, (6) For type checking, linting, formatting, and markdown validation, (7) In pre-commit hooks, or (8) For automated quality gates before merging. Triggers: finalize, code quality, typecheck, lint, format, check code, quality check, run checks, pre-commit, before commit, CI checks, validate code.

Write or update documentation (tutorial, how-to, reference, explanation) with clear style, structure, visuals, API/ADR/runbook patterns. Use when: (1) Creating or updating docs after code changes, (2) During PR preparation or addressing review feedback, (3) Adding new features that need documentation, (4) Updating API endpoints, database schemas, or configuration, (5) Creating ADRs or runbooks, (6) Adding or updating diagrams and visual documentation, (7) When documentation needs to be written or revised, (8) For tutorial creation, how-to guides, or technical writing, or (9) For documentation standards compliance and structure. Triggers: write docs, update documentation, create documentation, write tutorial, document API, write ADR, create runbook, add documentation, document this, write how-to.

Conduct comprehensive academic research using OpenAlex, PDF extraction, paper search MCPs, and web search. Always produces comprehensive reports with 5+ evidence cards covering conflicting ideas and best approaches. Integrates academic papers (high weight) and non-academic sources (blogs, docs - lower weight but valuable for SOTA). Use when: (1) Researching software architecture patterns, (2) Finding academic papers on technical topics, (3) Conducting literature reviews, (4) Analyzing research papers for evidence-based decisions, (5) Building evidence cards from papers, (6) Finding related works and citations, or (7) When you need grounded, paper-backed technical recommendations. Triggers: research, find papers, literature review, evidence-based, academic research, compare approaches, what does research say, find studies on, search for papers about.

Resolve bot review comments (CodeRabbit, Copilot, Gemini) on GitHub PRs using subagents. Use when: (1) User asks to 'review PR comments' or 'resolve PR comments', (2) User says 'work through PR N comments' or 'handle bot comments', (3) Need to triage CodeRabbit/Copilot/Gemini review comments, (4) Processing PR feedback at scale, (5) Want to see what's already fixed vs still pending. NOT for: creating PRs, reviewing code yourself, writing new reviews. Triggers: review PR comments, resolve PR comments, work through PR comments, handle bot comments, process CodeRabbit comments, triage PR feedback, fix PR review issues, resolve bot comments, pr comment resolver.