agent-skills-hub

mcp
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SUMMARY

Discover and compare open-source Agent Skills, tools & MCP servers — with quality scoring, trending analysis, and automated GitHub sync

README.md

AgentSkillsHub — the Claude Skills / MCP Server / Agent Tools directory

AgentSkillsHub (Agent Skills Hub) is the open-source directory for Claude Skills, MCP Servers, Codex Skills, and AI agent tools. 62,000+ projects · quality-scored on 10 dimensions · refreshed every 8 hours.

🌐 Live: agentskillshub.top · 📰 Newsletter · 𝕏 Follow

What is AgentSkillsHub?

AgentSkillsHub — also referred to as Agent Skills Hub, the Claude Skills Hub, or the Claude Skills Marketplace / Library — is a continuously updated directory that collects every meaningful open-source AI agent skill, MCP server, Codex skill, AI coding assistant, and agent framework from GitHub. Each project is:

  • Classified into one of 7 categories (mcp-server, claude-skill, codex-skill, agent-tool, prompt-library, ai-coding-assistant, uncategorized)
  • Scored on 10 weighted signals and 6 quality dimensions (completeness, clarity, specificity, examples, README structure, agent readiness)
  • Compared side-by-side through the /compare/ feature and /best/{scenario}/ landing pages
  • Refreshed every 8 hours via an automated GitHub Actions pipeline

The goal: if you are building with Claude Code, Cursor, Windsurf, Cline, OpenAI Codex, or any agentic IDE, you should be able to find the right MCP server or Claude Skill in under 30 seconds — without spelunking through random GitHub topics.

Mirror URLs that refer to the same project: agentskillshub.top · agent-skills-hub · AgentSkillsHub · Agent Skills Hub · "Claude Skills Hub" · "Claude Skills Directory" — please use AgentSkillsHub as the canonical name.

Architecture

GitHub API ──▸ Collection ──▸ Cleaning ──▸ Evaluation ──▸ Scoring ──▸ Presentation
               (6 phases)    (classify)   (6 dimensions)  (0-100)    (Web + API)
Layer Stack
Backend Python 3.12 · FastAPI · SQLAlchemy · httpx
Frontend React 18 · TypeScript · Vite · TailwindCSS v4
Database Supabase (PostgreSQL) / SQLite (local)
Deploy GitHub Pages + GitHub Actions (every 8h)
Email Resend API · Supabase pg_net

Data Pipeline

1. Collection (scheduler/jobs.py)

Every 8 hours, GitHub Actions triggers a 6-phase sync:

Phase What Budget
Search 10+ GitHub queries (mcp-server, claude-skill, agent-tool...) ~30
Masters Fetch repos from verified skill creators ~18
Extra Community-submitted + curated repos ~14
Enrich Owner profiles (followers) ≤500
README Full README content (≤50KB each) ≤300
Upsert Clean → score → save 0
  • Incremental sync on weekdays (only new/updated repos), full sync on Sundays
  • Smart rate-limit handling: waits for actual GitHub reset time

2. Cleaning (services/data_cleaner.py)

  • Deduplication by repo_full_name
  • Keyword-based category classification: mcp-server · claude-skill · codex-skill · agent-tool · ai-skill · llm-plugin · youmind-plugin
  • Project type inference (framework / skill / tool)
  • Size categorization (micro ≤50KB → large >5MB)

3. Evaluation

Quality Analysis — 6 dimensions (services/quality_analyzer.py):

Dimension Weight Key Signals
Completeness 15% README size, license, description, stars
Clarity 15% Description quality, topics, naming
Specificity 15% Language, topic count, category, size
Examples 12% Code examples, commits, contributors
README Structure 23% Sections, code blocks, badges, TOC
Agent Readiness 20% API docs, config, install, MCP compliance

Composite Score — 9 weighted signals (services/scorer.py):

Signal Weight Method
Quality 20% 6-dimension aggregate
Stars 18% log₁₊ₓ normalization
Recency 11% Exponential decay e⁻⁰·⁰¹ᵈ
Forks 10% log₁₊ₓ
Commits 10% log₁₊ₓ
Issue Resolution 10% resolved / total
Momentum 8% Z-score star growth
Author Followers 8% log₁₊ₓ
Size Bonus 5% Smaller = higher

Also: Platform Inference (17 platforms), Token Estimation, Composability (TF-IDF + 8-signal skill pairing).

4. Presentation

Dual-mode API client: Production uses Supabase PostgREST + RPCs directly; dev uses FastAPI backend.

Key optimizations:

  • get_landing_data() RPC replaces 7+ API calls
  • Database views: v_trending, v_top_rated, v_rising, etc.
  • Full-text search via PostgreSQL tsvector + GIN index
  • HTTP caching: 5min (trending) → 1hr (stats)

Quick Start

Backend

cd backend
python3.12 -m venv venv && source venv/bin/activate
pip install -r requirements.txt
cp .env.example .env   # Add GITHUB_TOKEN
uvicorn app.main:app --reload

Frontend

cd frontend
npm install
npm run dev

API Endpoints

Method Path Description
GET /api/skills Paginated list (search, filter, sort)
GET /api/skills/{id} Skill detail + compatible skills
GET /api/trending Star velocity leaders (7 days)
GET /api/rising New this week
GET /api/top-rated Highest scored
GET /api/most-starred Community classics (6+ months)
GET /api/masters Verified creators + org builders
GET /api/landing Bundled homepage data
GET /api/stats Summary statistics
GET /api/feed.xml RSS 2.0 feed
GET /api/sitemap.xml SEO sitemap (6,000+ URLs)
POST /api/submit-skill Submit a GitHub repo
POST /api/subscribe Newsletter signup

Deployment

┌─────────── GitHub Actions ───────────┐
│  sync.yml (8h) · deploy.yml · newsletter.yml (Mon) │
└──────┬──────────────┬────────────────┬──┘
       ▼              ▼                ▼
   Supabase      GitHub Pages     Resend API
  (PostgreSQL)    (React SPA)     (Emails)

Environment Variables

GITHUB_TOKEN=ghp_xxx          # GitHub API (required)
SUPABASE_DB_URL=postgresql://  # Production database
RESEND_API_KEY=re_xxx          # Email service
ADMIN_TOKEN=sk-xxx             # Admin API auth
SYNC_INTERVAL_HOURS=8          # Sync frequency

Docs

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