SkillAgent
Máy chủ MCP từ xa và thư mục chứa khoảng 3.500 kỹ năng AI agent, tệp quy tắc và máy chủ MCP được lập chỉ mục hàng giờ từ GitHub; tìm kiếm, xếp hạng và nhận các bước cài đặt.
Máy chủ MCP được lưu trữ
npx add-mcp 'https://skillagent.dev/mcp'Cài vào Claude Code, Codex, Cursor và nhiều công cụ khác
Tài liệu
SkillAgent (skillagent.dev) — AI Agent Skills Directory
A searchable directory of 14,247 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 (11420), mcp-server (1468), cursor-rules (247), claude-commands (227), other (203), claude-md (194), cursorrules (146), gemini-rules (109), clinerules (102), amazon-q-rules (70), continue-config (21), aider-conf (17), devin-config (12), copilot-instructions (5), windsurfrules (4), agents-md (1), zed-rules (1).
Machine-readable endpoints
- MCP server: Streamable HTTP, no auth. Tools
search_skills,get_skill,recommend_skills(ranked, explained recommendations from a project's languages, dependencies, task and agent) andinstall_skill(exact per-agent install command or file, with the safety summary; read-only). Add withclaude mcp add --transport http skillagent https://skillagent.dev/mcp. - Skill search API: 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: look up one repository.
- Semantic search: natural-language search over the catalogue.
- Trending: recently active, highly rated skills.
- RSS feed: newly indexed skills.
- Sitemap: every indexed skill page.
- Health: index size and freshness.
Endpoints are rate limited per IP. Prefer /api/skills over scraping HTML.
Key pages
- Home: featured and trending skills.
- Search: keyword and faceted search.
- Trending: what is active now.
- Collections: curated sets by platform and use case.
- Compare: side-by-side skill comparison.
- Docs: how skills work and how to install them.
- Submit a skill: add a public repository to the index.
Tools
- Generate SKILL.md: produce a SKILL.md from any GitHub repository.
- Format converter: translate between .cursorrules, SKILL.md, AGENTS.md, CLAUDE.md and 10+ other formats.
- Skill improver: critique and strengthen an existing skill file.
Top skills by quality score
- 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, 95125★)
- 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, 87453★)
- 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, 84946★)
- 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, 74243★)
- ruflo: 🌊 The original agent harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive m (claude-md, 73666★)
- 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, 63349★)
- 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, 47206★)
- 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, 44703★)
- 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, 41728★)
- Scrapling: 🕷️ An adaptive Web Scraping framework that handles everything from a single request to a full-scale crawl! Don't be shy, join here: https://discord.gg/EMgGbDce (mcp-server, 84977★)
- 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. (mcp-server, 84608★)
- 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, 82949★)
- LocalAI: LocalAI is the open-source AI engine. Run any model - LLMs, vision, voice, image, video - on any hardware. No GPU required. (mcp-server, 49358★)
- 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, 46599★)
- 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: 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: Comprehensive design skill: brand identity, design tokens, UI styling, logo generation (55 styles, Gemini, Atlas Cloud, or MuAPI AI), corporate identity program (skill-md, 130216★)
- 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, 130216★)
- 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, 98817★)
- 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, 98817★)
- 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, 94599★)
- 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, 94599★)
- 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, 94599★)
- timeline-report: Generate a "Journey Into [Project]" narrative report analyzing a project's entire development history from claude-mem's timeline (skill-md, 94599★)
- weekly-digests: Generate a serial week-by-week narrative digest of a project's full claude-mem timeline. Splits the timeline into per-ISO-week files, then runs one consecutive (skill-md, 94599★)
- 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, 75586★)
- 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, 75586★)
- 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, 75586★)
- tailored-resume-generator: Analyzes job descriptions and generates tailored resumes that highlight relevant experience, skills, and achievements to maximize interview chances (skill-md, 75586★)
- ad-campaign-analyzer: Analyze cross-channel campaign data, quantify uncertainty, and propose evidence-labeled budget tests without overstating causality. (skill-md, 46875★)
- advanced-evaluation: This skill should be used when the user asks to "implement LLM-as-judge", "compare model outputs", "create evaluation rubrics", "mitigate evaluation bias", or m (skill-md, 46875★)
- 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, 46875★)
- 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, 46875★)
- 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, 46875★)
- 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, 46875★)
- 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, 46875★)
- atlas-ledger: Companion to atlas-contract. Auto-invoked by its Final Audit on caught drift; also use after Post Reviews or user requests to record a mistake. Distills drift i (skill-md, 46875★)
- diagram-design: Create branded architecture, IT current-state, flowchart, sequence, state machine, ER/data model, timeline, swimlane, quadrant, radar/spider, polar chart (polar (skill-md, 42349★)
- 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: 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: 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: Master network protocol reverse engineering including packet analysis, protocol dissection, and custom protocol documentation (skill-md, 39920★)
- 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, 52778★)
- 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, 52778★)
- motion-graphics: A short, design-led motion graphic where motion is the message — kinetic typography, stat count-up, chart/data-viz hit, logo sting / brand lockup, lower-third / (skill-md, 52778★)
- 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, 52778★)
- 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, 52778★)
- slideshow: Author a HyperFrames slideshow — a presentation, pitch deck, or interactive deck with discrete slides, fragment reveals, branching, hotspot navigation, and buil (skill-md, 52778★)
- 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, 52778★)
- shadcn: Manages shadcn components and projects — adding, searching, fixing, debugging, styling, and composing UI, including chat interfaces. Provides project context, c (skill-md, 124508★)
- 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, 116151★)
- 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: 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: Create video compositions, animations, title cards, overlays, captions, voiceovers, audio-reactive visuals, and scene transitions in HyperFrames HTML (skill-md, 97896★)
- replit-deck: For product and technical management work: turn PRDs, roadmaps, RFCs, architecture reviews, and retros into decision documents. (skill-md, 97896★)
- 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: 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: Official GSAP skill for GSAP plugins — registration, ScrollToPlugin, ScrollSmoother, Flip, Draggable, Inertia, Observer, SplitText, ScrambleText, SVG and physic (skill-md, 97896★)
- 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: 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: 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: 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: 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: Runs rigorous visual QA across web, terminal, and paginated surfaces with screenshot evidence and a verdict. Use for any UI build or change, or when asked wheth (skill-md, 69362★)
- 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★)
- 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, 51376★)
- 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, 51376★)
- 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, 51376★)
- 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, 51376★)
- 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, 51376★)
- site-architecture: When the user wants to plan, map, or restructure their website's page hierarchy, navigation, URL structure, or internal linking. (skill-md, 51376★)
- social: When the user wants help creating, scheduling, or optimizing social media content for LinkedIn, Twitter/X, Instagram, TikTok, Facebook, or other platforms, or w (skill-md, 51376★)
- 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, 51376★)
- aeon: This skill should be used for time series machine learning tasks including classification, regression, clustering, forecasting, anomaly detection, segmentation, (skill-md, 46441★)
- 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: Plan, execute, and document validation, verification, and transfer of analytical procedures under the governing framework - ICH Q2(R2) and Q14, USP <1220>/<1225 (skill-md, 46441★)
- arbor: Autonomously improve a real artifact (code, training recipe, agent harness, data pipeline, prompt) against an objective and an evaluator, using Hypothesis Tree (skill-md, 46441★)
- 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: End-to-end bulk RNA-seq orchestrator — takes raw FASTQ reads through QC and trimming (FastQC, fastp/Trim Galore), alignment and quantification (STAR, Salmon, fe (skill-md, 46441★)
- clinical-reports: Create safety-bounded draft structures and run local deterministic checks for clinical case, diagnostic, trial, safety, and aggregate research reports. Use only (skill-md, 46441★)
- cobrapy: Constraint-based metabolic modeling (COBRA). FBA, FVA, gene knockouts, flux sampling, SBML models, for systems biology and metabolic engineering analysis. (skill-md, 46441★)
- datalad: Retrieve, version, and publish scientific datasets with DataLad and git-annex, and capture computational provenance with datalad run, rerun, and containers-run (skill-md, 46441★)
- 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: DiffDock and DiffDock-L molecular docking. Use for protein-small-molecule pose prediction from PDB or sequence plus SMILES/SDF/MOL2, batch docking, virtual scre (skill-md, 46441★)
- esm: Use when working directly with the
esmPython SDK, ESM3 or ESMC model IDs, Forge/Biohub inference clients, or ESMFold2 folding workflows. (skill-md, 46441★) - experimental-design: Design experiments and studies BEFORE data is collected — choosing a design, randomizing, blocking, and laying out treatment combinations so results are interpr (skill-md, 46441★)
- exploratory-data-analysis: Perform bounded, local exploratory analysis of explicitly supported scientific files. Use for redacted CSV/TSV/JSON profiles; optional NumPy, HDF5, FASTA/FASTQ, (skill-md, 46441★)
- fluidsim: Plan, configure, inspect, restart, and analyze bounded FluidSim computational-fluid-dynamics simulations with explicit numerical-validity and HPC safety checks. (skill-md, 46441★)
- geniml: Use Geniml for audited local genomic-interval workflows: validate BED and universe contracts, plan Region2Vec or scEmbed runs, inspect model/tokenizer compatibi (skill-md, 46441★)
- genomic-intelligence: Optional gi_ bearer key for the REST /v1 API and higher MCP rate and concurrency limits. The hosted MCP demo runs keyless; request a key at contact@genomicintel (skill-md, 46441★)
- geomaster: Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific domains. (skill-md, 46441★)
- glycoengineering: Analyze and engineer protein glycosylation. Scan sequences for N-glycosylation sequons (N-X-S/T), predict O-glycosylation hotspots, and access curated glycoengi (skill-md, 46441★)
- gtars: Use Gtars for local genomic interval models and set algebra, overlaps and counts, consensus and coverage, tokenization, fragment processing, and refget/BEDbase (skill-md, 46441★)
- hypogenic: Plans and audits use of ChicagoHAI HypoGeniC/HypoRefine for LLM-assisted hypothesis generation from labeled text datasets. Use for the
hypogenicpackage, its (skill-md, 46441★) - imaging-data-commons: Query and download public cancer imaging data from NCI Imaging Data Commons. Invoke for any question about IDC collections, cancer imaging datasets, DICOM data (skill-md, 46441★)
- iso-standards-readiness: Prepares and structurally reviews readiness evidence for ISO management-system and laboratory-competence standards - ISO 13485 medical device QMS, ISO 14971 dev (skill-md, 46441★)
- lab-hardware-cad: Design custom laboratory hardware as parametric build123d models and export fabrication-ready STEP, STL, and DXF files - microfluidic chips and molds, optomecha (skill-md, 46441★)
- lamindb: Use when working with LaminDB, the open-source lineage-native lakehouse for biological datasets and models. Covers setup, artifact registration, query/search, l (skill-md, 46441★)
- market-research-reports: Build evidence-traceable market research reports and assumption-driven market sizing or forecast scenarios. Use for market definition, industry and customer evi (skill-md, 46441★)
- molecular-dynamics: Run and analyze molecular dynamics simulations with OpenMM and MDAnalysis. Set up protein/small molecule systems, define force fields, run energy minimization a (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.