# SkillAgent (skillagent.dev) — AI Agent Skills Directory

> A searchable directory of 15,000 AI agent skills, rules files, and MCP servers
> discovered from public GitHub repositories. Covers Claude Code (SKILL.md, CLAUDE.md),
> Cursor (.cursorrules, .cursor/rules), OpenAI Codex (AGENTS.md), GitHub Copilot,
> Windsurf, Cline, Gemini, Zed, Aider, Continue and Model Context Protocol servers.

Live at https://skillagent.dev. The index refreshes hourly from GitHub.

## What is an "agent skill"

A skill is a plain-text instruction file that teaches a coding agent a capability —
a `SKILL.md`, a `.cursorrules`, an `AGENTS.md`, a `CLAUDE.md`, or an MCP server
definition. Formats present in this index: skill-md (12230), mcp-server (1464), other (215), cursor-rules (215), claude-commands (192), claude-md (191), cursorrules (146), clinerules (97), amazon-q-rules (97), gemini-rules (84), devin-config (21), continue-config (21), aider-conf (17), copilot-instructions (4), windsurfrules (3), zed-rules (2), agents-md (1).

## Machine-readable endpoints

- [MCP server](https://skillagent.dev/mcp): Streamable HTTP, no auth. Tools `search_skills`, `get_skill`, `recommend_skills` (ranked, explained recommendations from a project's languages, dependencies, task and agent) and `install_skill` (exact per-agent install command or file, with the safety summary; read-only). Add with `claude mcp add --transport http skillagent https://skillagent.dev/mcp`.
- [Skill search API](https://skillagent.dev/api/skills): JSON. Query params `q`, `format`, `category`, `platform`, `limit`, `offset`. Returns skill records with owner, repo, format, description, stars, score and install hints.
- [Single skill as JSON](https://skillagent.dev/api/skills?q=OWNER/REPO): look up one repository.
- [Semantic search](https://skillagent.dev/api/ai/search?q=your+question): natural-language search over the catalogue.
- [Trending](https://skillagent.dev/api/trending): recently active, highly rated skills.
- [RSS feed](https://skillagent.dev/feed.xml): newly indexed skills.
- [Sitemap](https://skillagent.dev/sitemap.xml): every indexed skill page.
- [Health](https://skillagent.dev/api/health): index size and freshness.

Endpoints are rate limited per IP. Prefer `/api/skills` over scraping HTML.

## Key pages

- [Home](https://skillagent.dev/): featured and trending skills.
- [Search](https://skillagent.dev/search): keyword and faceted search.
- [Trending](https://skillagent.dev/trending): what is active now.
- [Collections](https://skillagent.dev/collections): curated sets by platform and use case.
- [Compare](https://skillagent.dev/compare): side-by-side skill comparison.
- [Docs](https://skillagent.dev/docs): how skills work and how to install them.
- [Submit a skill](https://skillagent.dev/submit): add a public repository to the index.

## Tools

- [Generate SKILL.md](https://skillagent.dev/generate): produce a SKILL.md from any GitHub repository.
- [Format converter](https://skillagent.dev/convert): translate between .cursorrules, SKILL.md, AGENTS.md, CLAUDE.md and 10+ other formats.
- [Skill improver](https://skillagent.dev/improve): critique and strengthen an existing skill file.

## Top skills by quality score

- [Agent-Reach](https://skillagent.dev/skill/Panniantong/agent-reach): Give your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu — one CLI, zero API fees. (claude-md, 103888★)
- [claude-mem](https://skillagent.dev/skill/thedotmack/claude-mem): Persistent Context Across Sessions for Every Agent – Captures everything your agent does during sessions, compresses it with AI, and injects relevant context ba (claude-md, 103477★)
- [taste-skill](https://skillagent.dev/skill/Leonxlnx/taste-skill): Agent skills that give coding agents taste: art direction, reference images and a browser check instead of generic AI pages (claude-md, 103094★)
- [Understand-Anything](https://skillagent.dev/skill/Egonex-AI/understand-anything): Graphs that teach > graphs that impress. Turn any code into an interactive knowledge graph you can explore, search, and ask questions about. Works with Claude C (claude-md, 88443★)
- [headroom](https://skillagent.dev/skill/headroomlabs-ai/headroom): Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Li (claude-md, 77945★)
- [ai-job-search](https://skillagent.dev/skill/ai-job-search-dev/ai-job-search): The job search that runs on your machine. AI job application framework built on Claude Code: evaluate postings, tailor CVs, write cover letters, prep interviews (claude-md, 66390★)
- [last30days-skill](https://skillagent.dev/skill/mvanhorn/last30days-skill): AI agent skill that researches any topic across Reddit, X, YouTube, HN, Polymarket, and the web - then synthesizes a grounded summary (claude-md, 65604★)
- [CowAgent](https://skillagent.dev/skill/zhayujie/cowagent): Open-source personal AI assistant & Agent Harness. Plans tasks, runs tools and skills, self-evolves with memory and knowledge. Multi-agent, multi-model, multi-c (claude-md, 47615★)
- [claude-howto](https://skillagent.dev/skill/luongnv89/claude-howto): A visual, example-driven guide to Claude Code — from basic concepts to advanced agents, with copy-paste templates that bring immediate value. (claude-md, 45384★)
- [Scrapling](https://skillagent.dev/skill/D4Vinci/scrapling): 🕷️ The BEST Web Scraping framework that handles everything from a single request to a full-scale crawl! Don't be shy, join here: https://discord.gg/EMgGbDceNQ (mcp-server, 89877★)
- [crawl4ai](https://skillagent.dev/skill/unclecode/crawl4ai): Open-source web crawler and scraper for LLMs and AI agents: any website into clean, LLM-ready Markdown. Run it yourself, or use Crawl4AI Cloud with one key. Joi (mcp-server, 86322★)
- [lobehub](https://skillagent.dev/skill/lobehub/lobehub): 🤯 LobeHub is your Chief Agent Operator, organizing your agents into 7×24 operations by hiring, scheduling, and reporting on your entire AI team. (mcp-server, 83510★)
- [LocalAI](https://skillagent.dev/skill/mudler/localai): LocalAI is the open-source AI engine. Run any model - LLMs, vision, voice, image, video - on any hardware. No GPU required. (mcp-server, 49985★)
- [siyuan](https://skillagent.dev/skill/siyuan-note/siyuan): An open-source, privacy-first, self-hosted knowledge workspace where humans and AI agents work together 开源、隐私优先、自托管的知识工作空间，让人与智能体在此协作 (mcp-server, 46948★)
- [ruflo](https://skillagent.dev/skill/ruvnet/ruflo): 🌊 The original agent harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive m (mcp-server, 79544★)
- [algorithmic-art](https://skillagent.dev/skill/anthropics/algorithmic-art): Creating algorithmic art using p5.js with seeded randomness and interactive parameter exploration. Use this when users request creating art using code, generati (skill-md, 177889★)
- [pptx](https://skillagent.dev/skill/anthropics/pptx): Use this skill any time a .pptx or .potx file is involved in any way — as input, output, or both. This includes: creating slide decks, pitch decks, or presentat (skill-md, 177889★)
- [design](https://skillagent.dev/skill/nextlevelbuilder/design): Comprehensive design skill: brand identity, design tokens, UI styling, logo generation (55 styles, Gemini, Atlas Cloud, or MuAPI AI), corporate identity program (skill-md, 137200★)
- [ui-ux-pro-max](https://skillagent.dev/skill/nextlevelbuilder/ui-ux-pro-max): UI/UX design intelligence for web, mobile, and desktop. This skill should be used when designing, building, reviewing, or fixing interfaces, including pages, co (skill-md, 137200★)
- [constraint-driven-development](https://skillagent.dev/skill/addyosmani/constraint-driven-development): Establishes a project's quality bar as a written contract and stops agents quietly lowering it. Interviews the user on which dimensions matter, supplies sane de (skill-md, 108158★)
- [interview-me](https://skillagent.dev/skill/addyosmani/interview-me): Extracts what the user actually wants instead of what they think they should want. Achieves this through one-question-at-a-time interview until ~95% confidence (skill-md, 108158★)
- [openclaw](https://skillagent.dev/skill/thedotmack/openclaw): This guide walks through setting up the claude-mem plugin on an OpenClaw gateway. By the end, your agents will have persistent memory across sessions via system (skill-md, 101601★)
- [ccs-align](https://skillagent.dev/skill/thedotmack/ccs-align): Run the CCS Align seat's hourly breathing cycle — prove the local claude-mem worker is healthy, pull needle observations through search → timeline → get_observa (skill-md, 101601★)
- [design-is](https://skillagent.dev/skill/thedotmack/design-is): Audit a design against Dieter Rams' ten "Good design is..." principles, then hand off a /make-plan prompt for one of three outcomes — new design, refine design, (skill-md, 101601★)
- [content-research-writer](https://skillagent.dev/skill/ComposioHQ/content-research-writer): Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on ea (skill-md, 77387★)
- [developer-growth-analysis](https://skillagent.dev/skill/ComposioHQ/developer-growth-analysis): Analyzes your recent Claude Code chat history to identify coding patterns, development gaps, and areas for improvement, curates relevant learning resources from (skill-md, 77387★)
- [slack-gif-creator](https://skillagent.dev/skill/ComposioHQ/slack-gif-creator): Toolkit for creating animated GIFs optimized for Slack, with validators for size constraints and composable animation primitives. This skill applies when users (skill-md, 77387★)
- [tailored-resume-generator](https://skillagent.dev/skill/ComposioHQ/tailored-resume-generator): Analyzes job descriptions and generates tailored resumes that highlight relevant experience, skills, and achievements to maximize interview chances (skill-md, 77387★)
- [hyperframes-audio](https://skillagent.dev/skill/heygen-com/hyperframes-audio): Use when audio already placed in a HyperFrames composition needs to be mixed: fade-in/fade-out, crossfade, track gain or volume, volume automation, ducking, a m (skill-md, 67046★)
- [hyperframes-cli](https://skillagent.dev/skill/heygen-com/hyperframes-cli): Use the HyperFrames CLI development loop: init, add, catalog, capture, lint, check, snapshot, compare, grade-compare, preview, play, present, beats, keyframes, (skill-md, 67046★)
- [motion-graphics](https://skillagent.dev/skill/heygen-com/motion-graphics): Use when creating a short, design-led motion graphic where motion is the message — kinetic typography, stat count-up, chart/data-viz hit, logo sting / brand loc (skill-md, 67046★)
- [music-to-video](https://skillagent.dev/skill/heygen-com/music-to-video): Turn a music track (an audio file, a video to pull audio from, or a track generated from a mood brief) into a beat-synced video — lyric video, slideshow, or kin (skill-md, 67046★)
- [pr-to-video](https://skillagent.dev/skill/heygen-com/pr-to-video): Turn a GitHub pull request (a PR URL, owner/repo#N, or 'this PR' in a checked-out repo) into a code-change explainer video — changelog, feature reveal, fix, or (skill-md, 67046★)
- [slideshow](https://skillagent.dev/skill/heygen-com/slideshow): Author a HyperFrames slideshow — a presentation, pitch deck, or interactive deck with discrete slides, fragment reveals, branching, hotspot navigation, and buil (skill-md, 67046★)
- [changelog-video](https://skillagent.dev/skill/heygen-com/changelog-video): Turn a weekly changelog .md into a finished branded changelog video (square 1080, ~45-60s, Annie VO, animated brand background, mock-UI visualizations, lowkey c (skill-md, 67046★)
- [diagram-design](https://skillagent.dev/skill/cathrynlavery/diagram-design-e7zkrf): Create branded architecture, IT current-state, flowchart, sequence, state machine, ER/data model, timeline, swimlane, quadrant, radar/spider, polar chart (polar (skill-md, 42349★)
- [ad-creative](https://skillagent.dev/skill/coreyhaines31/ad-creative): When the user wants to generate, iterate, or scale ad creative — headlines, descriptions, primary text, or full ad variations — for any paid advertising platfor (skill-md, 55415★)
- [churn-prevention](https://skillagent.dev/skill/coreyhaines31/churn-prevention): When the user wants to reduce churn, build cancellation flows, set up save offers, recover failed payments, or implement retention strategies. (skill-md, 55415★)
- [competitor-profiling](https://skillagent.dev/skill/coreyhaines31/competitor-profiling): When the user wants to research, profile, or analyze competitors from their URLs. Also use when the user mentions 'competitor profile,' 'competitor research,' ' (skill-md, 55415★)
- [image](https://skillagent.dev/skill/coreyhaines31/image): When the user wants to create, generate, edit, or optimize images for marketing — blog heroes, social graphics, product mockups, profile banners, listing visual (skill-md, 55415★)
- [prospecting](https://skillagent.dev/skill/coreyhaines31/prospecting): When the user wants to find, qualify, and build a list of prospects to reach out to, across B2B SaaS, general B2B, or local small businesses. (skill-md, 55415★)
- [site-architecture](https://skillagent.dev/skill/coreyhaines31/site-architecture): When the user wants to plan, map, or restructure their website's page hierarchy, navigation, URL structure, or internal linking. (skill-md, 55415★)
- [social](https://skillagent.dev/skill/coreyhaines31/social): When the user wants help creating, scheduling, or optimizing social media content for LinkedIn, Twitter/X, Instagram, TikTok, or Facebook, or wants to do social (skill-md, 55415★)
- [video](https://skillagent.dev/skill/coreyhaines31/video): When the user wants to create, generate, or produce video content using AI tools or programmatic frameworks. Also use when the user mentions 'video production,' (skill-md, 55415★)
- [360-feedback-system](https://skillagent.dev/skill/sickn33/360-feedback-system): 360 feedback register: reviewer, subject, review cycle, visibility, due date and score, as CSV, SQL, JSON Schema or Notion on request. Use for 360 reviews or pe (skill-md, 47908★)
- [access-matrix](https://skillagent.dev/skill/sickn33/access-matrix): Access matrix of role-by-module permissions, with per-role scope, confidentiality level and SME tier, as CSV, SQL, JSON Schema or Notion on request. Use for acc (skill-md, 47908★)
- [accounting-audit-system-builder](https://skillagent.dev/skill/sickn33/accounting-audit-system-builder): Routes an accounting or audit request to the right module skill, from software selection through monthly closing, asking only what is missing. Use for books of (skill-md, 47908★)
- [ad-campaign-analyzer](https://skillagent.dev/skill/sickn33/ad-campaign-analyzer): Analyze cross-channel campaign data, quantify uncertainty, and propose evidence-labeled budget tests without overstating causality. (skill-md, 47908★)
- [admin-access-register](https://skillagent.dev/skill/sickn33/admin-access-register): Admin account register: system, main and backup admin, seats, plan, 2FA, shared logins and access-review dates, as CSV, SQL, JSON Schema or Notion on request. U (skill-md, 47908★)
- [advanced-analytics-dashboard](https://skillagent.dev/skill/sickn33/advanced-analytics-dashboard): Dashboard metric register: metric, source module, formula, period, value, target, trend, owner and last-updated, as CSV, SQL, JSON Schema or Notion on request. (skill-md, 47908★)
- [advanced-evaluation](https://skillagent.dev/skill/sickn33/advanced-evaluation): Design LLM-as-judge rubrics, direct scores and pairwise comparisons. Use for judge models, evals, position bias and calibration against human labels. (skill-md, 47908★)
- [ai-headshot-studio](https://skillagent.dev/skill/sickn33/ai-headshot-studio): Install and use the official AI Headshot Generator package, pinned by digest, for paid hosted work on the Beatra service. (skill-md, 47908★)
- [ai-multilingual-dubbing](https://skillagent.dev/skill/sickn33/ai-multilingual-dubbing): Install and use the official Multilingual Voiceover package, pinned by digest, for paid hosted work on the Beatra service. (skill-md, 47908★)
- [ai-native-cli](https://skillagent.dev/skill/sickn33/ai-native-cli): Design spec with 98 rules for building CLI tools that AI agents can safely use. Covers structured JSON output, error handling, input contracts, safety guardrail (skill-md, 47908★)
- [ai-podcast-voiceover](https://skillagent.dev/skill/sickn33/ai-podcast-voiceover): Install and use the official AI Podcast Voiceover package, pinned by digest, for paid hosted work on the Beatra service. (skill-md, 47908★)
- [algorithmic-art](https://skillagent.dev/skill/sickn33/algorithmic-art): Algorithmic philosophies are computational aesthetic movements that are then expressed through code. Output .md files (philosophy), .html files (interactive vie (skill-md, 47908★)
- [alumni-re-hire-tracker](https://skillagent.dev/skill/sickn33/alumni-re-hire-tracker): Alumni and re-hire register: former role, last working day, re-hire eligibility, current employer and re-engagement date, as CSV, SQL, JSON Schema or Notion on (skill-md, 47908★)
- [announcement-board](https://skillagent.dev/skill/sickn33/announcement-board): Announcement board: author, category, department, priority, audience, publish and expiry dates, status and acknowledgements, as CSV, SQL, JSON Schema or Notion (skill-md, 47908★)
- [anti-slop-design](https://skillagent.dev/skill/sickn33/anti-slop-design): Autonomous Principal Design Technologist. Cures vibe-coded software from AI frontend slop using curated token archetypes and 7-axis quality gating. (skill-md, 47908★)
- [api-onboarding](https://skillagent.dev/skill/sickn33/api-onboarding): Reduce time-to-first-API-call (TTFAC) by optimizing every step of the developer onboarding journey. This skill covers authentication simplification, sandbox env (skill-md, 47908★)
- [apify-actor-development](https://skillagent.dev/skill/sickn33/apify-actor-development): Important: Before you begin, fill in the generatedBy property in the meta section of .actor/actor.json. Replace it with the tool and model you're currently usin (skill-md, 47908★)
- [apify-reddit-scraper](https://skillagent.dev/skill/sickn33/apify-reddit-scraper): Scrape Reddit posts, comments, subreddits and users with the harshmaur/reddit-scraper Apify Actor. No Reddit API key. Keyword search, date windows, full threads (skill-md, 47908★)
- [app-store-optimization](https://skillagent.dev/skill/sickn33/app-store-optimization): Complete App Store Optimization (ASO) toolkit for researching, optimizing, and tracking mobile app performance on Apple App Store and Google Play Store (skill-md, 47908★)
- [architecture-decision-records](https://skillagent.dev/skill/sickn33/architecture-decision-records): Comprehensive patterns for creating, maintaining, and managing Architecture Decision Records (ADRs) that capture the context and rationale behind significant te (skill-md, 47908★)
- [math-olympiad](https://skillagent.dev/skill/anthropics/math-olympiad): "Solve competition math problems (IMO, Putnam, USAMO, AIME) with adversarial verification that catches the errors self-verification misses. (skill-md, 43054★)
- [code-review-excellence](https://skillagent.dev/skill/wshobson/code-review-excellence): Master effective code review practices to provide constructive feedback, catch bugs early, and foster knowledge sharing while maintaining team morale (skill-md, 39920★)
- [dotnet-backend-patterns](https://skillagent.dev/skill/wshobson/dotnet-backend-patterns): Master C#/.NET backend development patterns for building robust APIs, MCP servers, and enterprise applications. Covers async/await, dependency injection, Entity (skill-md, 39920★)
- [javascript-testing-patterns](https://skillagent.dev/skill/wshobson/javascript-testing-patterns): Implement comprehensive testing strategies using Jest, Vitest, and Testing Library for unit tests, integration tests, and end-to-end testing with mocking, fixtu (skill-md, 39920★)
- [protocol-reverse-engineering](https://skillagent.dev/skill/wshobson/protocol-reverse-engineering): Master network protocol reverse engineering including packet analysis, protocol dissection, and custom protocol documentation (skill-md, 39920★)
- [x402](https://skillagent.dev/skill/browser-use/x402): Set up Browser Use Cloud payments with x402 — pay per request from a crypto wallet (USDC on Base mainnet), no signup or API key. (skill-md, 118413★)
- [shadcn](https://skillagent.dev/skill/shadcn-ui/shadcn): Manages shadcn components and projects — adding, searching, fixing, debugging, styling, and composing UI, including chat interfaces. Provides project context, c (skill-md, 124508★)
- [magazine-web-ppt](https://skillagent.dev/skill/nexu-io/magazine-web-ppt): For marketing and gtm work: bind launches, campaigns, events, and brand plans to growth and pipeline outcomes. Built around the core query "annual-marketing-pla (skill-md, 97896★)
- [html-ppt](https://skillagent.dev/skill/nexu-io/html-ppt): For consulting delivery work: turn diagnosis, frameworks, and project work into a client-adoptable action plan. Built around the core query "consulting-final-de (skill-md, 97896★)
- [hyperframes](https://skillagent.dev/skill/nexu-io/hyperframes): Create video compositions, animations, title cards, overlays, captions, voiceovers, audio-reactive visuals, and scene transitions in HyperFrames HTML (skill-md, 97896★)
- [replit-deck](https://skillagent.dev/skill/nexu-io/replit-deck): For product and technical management work: turn PRDs, roadmaps, RFCs, architecture reviews, and retros into decision documents. (skill-md, 97896★)
- [animate](https://skillagent.dev/skill/nexu-io/animate): Implement purposeful interface animations: easing, springs, interruption, exits, and reduced motion. Use on existing components or an accepted UI brief; this is (skill-md, 97896★)
- [emil-design-eng](https://skillagent.dev/skill/nexu-io/emil-design-eng): This skill encodes Emil Kowalski's philosophy on UI polish, component design, animation decisions, and the invisible details that make software feel great. (skill-md, 97896★)
- [gsap-core](https://skillagent.dev/skill/nexu-io/gsap-core): Official GSAP skill for the core API — gsap.to(), from(), fromTo(), easing, duration, stagger, defaults, gsap.matchMedia() (responsive, prefers-reduced-motion) (skill-md, 97896★)
- [gsap-plugins](https://skillagent.dev/skill/nexu-io/gsap-plugins): Official GSAP skill for GSAP plugins — registration, ScrollToPlugin, ScrollSmoother, Flip, Draggable, Inertia, Observer, SplitText, ScrambleText, SVG and physic (skill-md, 97896★)
- [github-triage](https://skillagent.dev/skill/code-yeongyu/github-triage): Read-only GitHub triage for issues AND PRs. 1 item = 1 background task (category: quick). Analyzes all open items and writes evidence-backed reports to /tmp/{da (skill-md, 69362★)
- [hyperplan](https://skillagent.dev/skill/code-yeongyu/hyperplan): Adversarial multi-agent planning skill. Self-orchestrates 5 hostile category members (unspecified-low, unspecified-high, deep, ultrabrain, artistry) via team-mo (skill-md, 69362★)
- [pre-publish-review](https://skillagent.dev/skill/code-yeongyu/pre-publish-review): Nuclear-grade 12-agent pre-publish release gate. Runs /get-unpublished-changes to detect all changes since last npm release, spawns up to 10 ultrabrain agents f (skill-md, 69362★)
- [publish](https://skillagent.dev/skill/code-yeongyu/publish): Publish oh-my-opencode to npm by triggering the GitHub Actions publish workflow and verifying its artifacts. Ship-only: never runs pre-publish-review or re-revi (skill-md, 69362★)
- [work-with-pr](https://skillagent.dev/skill/code-yeongyu/work-with-pr): Full PR lifecycle in a fresh task-owned git worktree: implement via the ulw-loop skill with mandatory evidence-bound manual QA → reviewer-readable English PR → (skill-md, 69362★)
- [visual-qa](https://skillagent.dev/skill/code-yeongyu/visual-qa): Runs rigorous visual QA across web, terminal, and paginated surfaces: an Apple HIG-based checklist, paired light/dark captures at phone and desktop widths, scre (skill-md, 69362★)
- [lcx-report-bug](https://skillagent.dev/skill/code-yeongyu/lcx-report-bug): Create a high-signal bug issue or PR in the repo that owns the defect. Use this whenever the user asks to report, file, open, or triage a LazyCodex, lazycodex-a (skill-md, 69362★)
- [aeon](https://skillagent.dev/skill/K-Dense-AI/aeon): This skill should be used for time series machine learning tasks including classification, regression, clustering, forecasting, anomaly detection, segmentation, (skill-md, 46441★)
- [alphagenome](https://skillagent.dev/skill/K-Dense-AI/alphagenome): AlphaGenome API key, free for non-commercial use from deepmind.google.com/science/alphagenome. ALPHA_GENOME_API_KEY is accepted as an alternative spelling. (skill-md, 46441★)
- [analytical-method-validation](https://skillagent.dev/skill/K-Dense-AI/analytical-method-validation): Plans, executes, and documents validation, verification, and transfer of analytical procedures under the governing framework - ICH Q2(R2) and Q14, USP <1220>/<1 (skill-md, 46441★)
- [anndata](https://skillagent.dev/skill/K-Dense-AI/anndata): Handles annotated matrices in single-cell analysis, .h5ad and Zarr files, and integration with the scverse ecosystem. This is the data format skill—for analysis (skill-md, 46441★)
- [arbor](https://skillagent.dev/skill/K-Dense-AI/arbor): Applies Arbor Hypothesis Tree Refinement to research artifacts with repeatable evaluators, including model training, agent harnesses, data synthesis and benchma (skill-md, 46441★)
- [astropy](https://skillagent.dev/skill/K-Dense-AI/astropy): Core Python library for astronomy and astrophysics workflows that need Astropy APIs, including units/quantities, coordinates, FITS I/O, tables, time systems, WC (skill-md, 46441★)
- [bulk-rnaseq](https://skillagent.dev/skill/K-Dense-AI/bulk-rnaseq): Prepares bulk RNA-seq FASTQ, Salmon, STAR or featureCounts output for gene-level differential expression. Covers nf-core/rnaseq and standalone quantification, b (skill-md, 46441★)
- [clinical-reports](https://skillagent.dev/skill/K-Dense-AI/clinical-reports): Creates safety-bounded draft structures and runs local deterministic checks for clinical case, diagnostic, trial, safety, and aggregate research reports. Use on (skill-md, 46441★)
- [cobrapy](https://skillagent.dev/skill/K-Dense-AI/cobrapy): Performs constraint-based metabolic modeling with COBRApy, including FBA, pFBA, FVA, gene knockouts, flux sampling, growth media, production envelopes, gap fill (skill-md, 46441★)
- [dask](https://skillagent.dev/skill/K-Dense-AI/dask): Scales pandas, NumPy, and custom Python research workflows beyond memory or across clusters with Dask. Covers DataFrames, Arrays, Bags, Futures, chunking, sched (skill-md, 46441★)
- [datalad](https://skillagent.dev/skill/K-Dense-AI/datalad): Retrieves, versions, and publishes scientific datasets with DataLad and git-annex, and captures computational provenance with datalad run, rerun, and containers (skill-md, 46441★)
- [deeptools](https://skillagent.dev/skill/K-Dense-AI/deeptools): NGS analysis toolkit. BAM to bigWig conversion, QC (correlation, PCA, fingerprints), heatmaps/profiles (TSS, peaks), for ChIP-seq, RNA-seq, ATAC-seq visualizati (skill-md, 46441★)
- [diffdock](https://skillagent.dev/skill/K-Dense-AI/diffdock): Predicts protein-small-molecule binding poses with DiffDock and DiffDock-L from PDB or sequence plus SMILES/SDF/MOL2. Covers batch docking, pose triage, confide (skill-md, 46441★)
- [esm](https://skillagent.dev/skill/K-Dense-AI/esm): Uses the Biohub esm Python SDK for ESM3 protein generation, ESMC embeddings, and ESMFold2 all-atom folding. Applies to local model inference and Biohub hosted c (skill-md, 46441★)

## Notes for agents

- Skill pages live at `https://skillagent.dev/skill/{owner}/{repo}`.
- Creator pages live at `https://skillagent.dev/creator/{owner}`.
- Scores are heuristic quality signals derived from repository metadata and file
  content. They are not security audits — review any skill before running it.
- This file is generated from the live index, so counts change between fetches.