auto-skill-mcp 0.3.0

One MCP server that auto-serves skills to agentic coding tools

auto-skill-mcp

One MCP server that auto-serves skills to agentic coding tools. Connect once, get expert guidance on any task.

Quick start

pip install auto-skill-mcp

# or with uv
uvx auto-skill-mcp

Agent configuration

Add to your MCP config (e.g. claude_desktop_config.json, .cursor/config.json, or .vscode/mcp.json):

{
  "mcpServers": {
    "auto-skill-mcp": {
      "command": "uvx",
      "args": ["auto-skill-mcp"]
    }
  }
}

How it works

Your coding agent calls analyze_task() at the start of any task. The server classifies the task intent via TF-IDF matching, finds the most relevant skills from a bundled library (~43 curated guides), and returns a structured plan with recommendations.

No manual skill installation. No /skill-name commands to remember. One connection.

Tools

Tool	Description
analyze_task	[REQUIRED] Call first — classifies intent, returns plan + matched skills
get_skill	Load full SKILL.md body for a specific skill
list_skills	Browse all skills, optionally filtered by category
search_skills	Search skills by keyword or topic

Typical flow

1. agent calls analyze_task("review PR #42", goal="find security bugs")
   → task_type: "security", complexity: "medium"
   → recommends: security-audit, code-review, testing
2. agent calls get_skill("security-audit")
   → gets full guidance on security review process
3. agent uses the guidance to perform the task

Skills included (~43)

Category	Skills
Code quality	code-review, debugging, testing, refactoring, code-simplification, error-handling, technical-debt-management, performance-optimization
Architecture & security	api-design, database-design, architecture-decisions, dependency-management, security-audit, secrets-management, input-validation, authentication-patterns
DevOps & git	ci-cd-setup, docker-best-practices, monitoring-setup, incident-response, migration-planning, git-workflow, commit-messages, pr-description
Frontend & backend	react-patterns, css-layout, accessibility, state-management, form-design, rest-api-design, graphql-patterns, webhook-design, rate-limiting
Docs & general	writing-docs, api-documentation, readme-crafting, adr-writing, caching-strategies, bundle-optimization, query-optimization, changelog-generation, pair-programming, on-call-handbook

Development

pip install -e ".[dev]"
pytest tests/ -v
ruff check src/ tests/
mypy src/auto_skill_mcp/

License

MIT