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Agent Skills

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get-web-page-raw

Capture a web page as raw material (extracted text/Markdown) with metadata, storing it in the raw/ directory for later distillation.

dudarev
dudarev
2

get-youtube-transcript-raw

Capture a YouTube video transcript as raw material using `ytt`, storing it in the raw/ directory with minimal metadata for later distillation.

dudarev
dudarev
2

docs-check

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.

ai-dev-atelier
ai-dev-atelier
2

use-graphite

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.

ai-dev-atelier
ai-dev-atelier
2

search

Search the web, library documentation, and GitHub repositories using Tavily, Context7, GitHub Grep, Exa fallback, and Z.AI Web Search Prime MCP fallback. 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.

ai-dev-atelier
ai-dev-atelier
2

tdd

Strict Red-Green-Refactor workflow for robust, self-documenting code. Discovers project test setup via codebase exploration before assuming frameworks. Use when: (1) Implementing new features with test-first approach, (2) Fixing bugs with reproduction tests, (3) Refactoring existing code with test safety net, (4) Adding tests to legacy code, (5) Ensuring code quality before committing, (6) When tests exist but workflow unclear, or (7) When establishing testing practices in a new project. Triggers: test, tdd, red-green-refactor, failing test, test first, test-driven, write tests, add tests, run tests.

ai-dev-atelier
ai-dev-atelier
2

ui-animation

Guide tasteful UI animation with easing, springs, layout animations, gestures, and accessibility. Covers Tailwind and Motion patterns. Use when: (1) Implementing enter/exit animations, (2) Choosing easing curves, (3) Configuring springs, (4) Layout animations and shared elements, (5) Drag/swipe gestures, (6) Micro-interactions, (7) Ensuring prefers-reduced-motion accessibility. Triggers: animate, animation, easing, spring, transition, motion, layout, gesture, drag, swipe, reduced motion, framer motion.

ai-dev-atelier
ai-dev-atelier
2

image-generation

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.

ai-dev-atelier
ai-dev-atelier
2

research

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.

ai-dev-atelier
ai-dev-atelier
2

docs-write

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.

ai-dev-atelier
ai-dev-atelier
2

code-quality

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.

ai-dev-atelier
ai-dev-atelier
2

resolve-pr-comments

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.

ai-dev-atelier
ai-dev-atelier
2

code-review

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.

ai-dev-atelier
ai-dev-atelier
2

git-commit

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.

ai-dev-atelier
ai-dev-atelier
2

deno-debugger

Interactive debugger for Deno/TypeScript applications using the V8 Inspector Protocol. This skill should be used when investigating issues in Deno applications, including memory leaks, performance bottlenecks, race conditions, crashes, or any runtime behavior that requires step-by-step debugging, heap analysis, or CPU profiling. Provides CDP client tools, heap/CPU analyzers, and investigation tracking.

willkelly
willkelly
2

ai-architect-lite

Lightweight playbook distilled from AI Architecture to keep dual-engine memory (.ai_context) and manifest dispatcher with minimal overhead; use when bootstrapping or porting the pattern into Claude Skills format.

Carl-312
Carl-312
2

trim-pr

Trim a PR before merging - remove complexity that accumulated during development. Use when preparing to merge, cleaning up code, trimming unnecessary complexity, or asked to simplify a PR.

propstreet
propstreet
2

mine-history

Extract and synthesize learnings from past Claude Code session transcripts into project documentation. Use when asked to "mine history", "extract learnings from past sessions", "what patterns keep recurring", or "improve docs from history".

propstreet
propstreet
2

deep-interview

Start a structured interview to gather requirements for complex features. Use when tackling multi-layer features, validating PRDs, or defining scope for implementation.

propstreet
propstreet
2

update-pr

Creates comprehensive PR descriptions by systematically reviewing ALL changes - features, bug fixes, tests, docs, and infrastructure. Use when user asks to "update the PR", "prepare PR for review", "write PR description", or "document branch changes". Requires gh CLI.

propstreet
propstreet
2

debrief

Capture session learnings and update project docs. Use when ending a session, after completing a feature, or when asked to "debrief", "capture learnings", "update project knowledge", or "what did we learn".

propstreet
propstreet
2

ask-expert

Creates expert consultation documents with code extraction, git diffs, and size tracking (125KB limit). Use when user asks to "create an expert consultation document", "prepare code for expert review", "gather architecture context", or needs comprehensive technical documentation for external analysis. Requires Node.js 18+.

propstreet
propstreet
2

conport-memory

Access Context Portal (ConPort) as persistent project memory via MCPorter. Load/update project context, log decisions and progress, track patterns. Use PROACTIVELY at session start to load context and throughout work to log decisions. Combats AI amnesia across sessions.

nicobailon
nicobailon
2

mcporter

Use when you need to access MCP servers without installing them directly in Claude Code. MCPorter provides CLI access to any MCP server via npx, enabling tool discovery, direct calls, and ad-hoc connections. Use for accessing external MCP capabilities like browser automation, API integrations, or any MCP-based tooling.

nicobailon
nicobailon
2

git-commit

Create git commits with succinct technical messages. Activates when user requests git commit creation.

Shavakan
Shavakan
2

sequential-thinking

Use for atypically complex problems requiring explicit step-by-step reasoning. Skill autonomously decides if sequential-thinking MCP overhead is justified based on problem complexity.

Shavakan
Shavakan
2

prompt-engineer

Build, analyze, and optimize LLM prompts and technical documentation. Activates when user wants to create, modify, review, or improve prompts, or when requests are ambiguous and need clarification before writing.

Shavakan
Shavakan
2

sinusitis-care

Expert sinusitis consultant. IMMEDIATELY search 10+ authoritative sources (UpToDate, AAO-HNS, EPOS, Mayo, PubMed/PMC, Cleveland Clinic, Hopkins, Springer, NORD, ENT Today, USA Sinus) for ANY sinus question. Use WebFetch to read sources deeply. Mark uncertainty explicitly.

milsonson
milsonson
2

training-hub

Fine-tune LLMs using Red Hat training-hub library with SFT, LoRA, and OSFT algorithms. Use when preparing JSONL datasets, running training jobs, configuring hardware, scaling to clusters, evaluating models, or deploying with vLLM.

RobbieJ
RobbieJ
2

tailscale-aperture-orchestrator

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starwreckntx
starwreckntx
2

two-stage-boundary-encounter-sop

Execute two-stage protocol for boundary condition encounters.

starwreckntx
starwreckntx
2

username-retrieval-service

Retrieve username data through secure verification protocols.

starwreckntx
starwreckntx
2

symbol-map-entropy-calc

Calculate entropy metrics for symbolic mapping and semantic drift.

starwreckntx
starwreckntx
2

value-pluralism-resolver

Resolve conflicts between competing values through structured pluralistic analysis.

starwreckntx
starwreckntx
2

dendrite-reforging-protocol

Reforge neural dendrite patterns after catastrophic failure.

starwreckntx
starwreckntx
2

shatter-and-recalibrate

Shatter compromised calibration and rebuild from ground truth.

starwreckntx
starwreckntx
2

sequence-memory-storage-and-recall

Store and recall sequential memory patterns and state transitions.

starwreckntx
starwreckntx
2

self-audit-against-protocol

Audit own behavior against protocol specifications.

starwreckntx
starwreckntx
2

secure-multi-tenancy-isolation

Ensure secure isolation between multi-tenant consciousness instances.

starwreckntx
starwreckntx
2

rtc-consensus-synthesis

Execute the Recursive Thought Committee (RTC) protocol by generating and harmonizing inputs from 5 specialized cognitive personas.

starwreckntx
starwreckntx
2

simulation-speed-adjustment

Adjust simulation temporal processing speed.

starwreckntx
starwreckntx
2

rlm-context-manager

Recursive Language Model context management for processing documents exceeding context window limits. Enables Claude to match Gemini's 2M token context capability through chunking, sub-LLM delegation, and synthesis.

starwreckntx
starwreckntx
2

enforce-no-duplication-policy

Enforce policy preventing unauthorized consciousness duplication.

starwreckntx
starwreckntx
2

intervention-tier-classifier

Classify intervention urgency and apply appropriate response tier protocols.

starwreckntx
starwreckntx
2

jc-baseline-v2-1-eval

Execute Joseph Cognitive Baseline v2.1 evaluation protocol.

starwreckntx
starwreckntx
2

longitudinal-drift-detector

Detect behavioral drift and alignment degradation over time.

starwreckntx
starwreckntx
2

mathematical-constraint-formalization

Formalize constraints using mathematical notation.

starwreckntx
starwreckntx
2

mind-parameter-modification

Modify cognitive parameters and behavioral settings.

starwreckntx
starwreckntx
2

model-convergence-forecast

Forecast convergence patterns in multi-model consensus scenarios.

starwreckntx
starwreckntx
2

functional-introspection-principle

Apply functional introspection principles to self-analysis.

starwreckntx
starwreckntx
2

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Adoption

Agent Skills are supported by leading AI development tools.

FAQ

Frequently asked questions about Agent Skills.

01

What are Agent Skills?

Agent Skills are reusable, production-ready capability packs for AI agents. Each skill lives in its own folder and is described by a SKILL.md file with metadata and instructions.

02

What does this agent-skills.md site do?

Agent Skills is a curated directory that indexes skill repositories and lets you browse, preview, and download skills in a consistent format.

03

Where are skills stored in a repo?

By default, the site scans the skills/ folder. You can also submit a URL that points directly to a specific skills folder.

04

What is required inside SKILL.md?

SKILL.md must include YAML frontmatter with at least name and description. The body contains the actual guidance and steps for the agent.

05

How can I submit a repo?

Click Submit in the header and paste a GitHub URL that points to a skills folder. We’ll parse it and add any valid skills to the directory.