zhuyansen/agent-skills-hub

What it solves

AgentSkillsHub is a centralized, open-source directory designed to help developers find high-quality AI agent tools, MCP servers, and skills for platforms like Claude Code, Cursor, and Windsurf. It eliminates the need to manually search through GitHub topics to find reliable tools for agentic IDEs.

How it works

The project uses an automated pipeline that refreshes every 8 hours via GitHub Actions. It collects projects from GitHub using a multi-phase sync process (search, verified creators, and community submissions). The system then cleans and classifies these projects into categories such as mcp-server or agent-tool and evaluates them using a scoring algorithm. This algorithm calculates a composite score based on 10 weighted signals, including quality dimensions like README structure and agent readiness, as well as community signals like stars, forks, and commit recency.

Who it’s for

Developers building with agentic IDEs (e.g., Cursor, Windsurf, Cline) or AI agent frameworks and those looking for pre-built skills and MCP servers to extend their AI assistants' capabilities.

Highlights

• Automated Discovery: Continuously syncs with GitHub every 8 hours to keep the directory up-to-date.
• Quality Scoring: Uses a 10-dimension weighted scoring system to grade projects on completeness, clarity, and agent readiness.
• Security Grading: Provides security reports for indexed projects.
• Advanced Filtering: Includes features to compare projects side-by-side and find the best tools for specific scenarios.
• Full-stack Implementation: Built with a Python FastAPI backend, React frontend, and Supabase PostgreSQL database.