Mother MCP - AI agent skill provisioning based on project context
npx claudepluginhub dmgrok/mcp_mother_skillsDynamically provisions AI agent skills based on project tech stack detection. Scans your project to detect languages, frameworks, databases, and tools, then automatically installs relevant coding guidelines and best practices.
The npm for AI agent skills. A Model Context Protocol (MCP) server that automatically provisions the right skills for your project — across Claude Code, GitHub Copilot, OpenAI Codex, and Vercel v0.
Just like npm discovers and installs the packages you need, Mother MCP discovers and installs the AI skills your project needs.
Mother MCP is a consumer of the agent_skills_directory — the central catalog of AI skills from providers like Anthropic, OpenAI, GitHub, Vercel, and the community.
┌─────────────────────────────────────────────────────────────────┐
│ agent_skills_directory │
│ The canonical source of AI skills (112+ skills, 6 providers) │
│ • GitHub stars, downloads, verification status │
│ • Skill metadata, provider info, compatibility │
└────────────────────────────┬────────────────────────────────────┘
│ fetches catalog
▼
┌─────────────────────────────────────────────────────────────────┐
│ Mother MCP │
│ Consumer & Reporter - detects your stack, installs skills │
│ • Reads quality signals from registry (not generates them) │
│ • Downloads skills to .github/skills, .claude/skills, etc. │
└─────────────────────────────────────────────────────────────────┘
Mother MCP does NOT:
Mother MCP DOES:
Coming Soon: Interactive demo showing automatic skill detection and installation in seconds.
📄 Full Documentation — Complete setup guide and feature walkthrough
📊 Visual Overview (PDF) — One-page infographic explaining the architecture
🎬 Video Demo — Coming soon
| Agent | Status | Detection |
|---|---|---|
| Claude Code | ✅ Full Support | Auto-detected via CLAUDE_CODE env var |
| Claude Desktop | ✅ Full Support | Auto-detected via MCP client info |
| GitHub Copilot | ✅ Full Support | Auto-detected via VS Code environment |
| OpenAI Codex | ✅ Full Support | Auto-detected via CODEX_HOME env var |
| Vercel v0 | ✅ Full Support | Auto-detected via project structure |
| Other MCP Clients | ✅ Generic Support | Falls back to generic profile |
"If you'll do roughly the same thing 10+ times, encode it as a reusable skill. Under 3 times? Just tell Sonnet."
You can ask Claude to help with any task ad-hoc. But for teams and repeated workflows, this approach breaks down:
| Pain Point | What Happens | How Mother Solves It |
|---|---|---|
| Prompt Tax | Re-typing similar prompts wastes hours weekly | Skills encode best practices once, reuse forever |
| Prompt Drift | Small phrasing changes alter behavior unpredictably | Versioned skills deliver consistent results |
| Discoverability | "What was that good prompt you used last month?" | Named skills with descriptions, searchable registry |
| Onboarding | New devs spend days configuring AI context | setup → perfect context in seconds |
| House Style | Everyone crafts prompts differently | Shared skills encode team standards |
✅ High-value (use skills)
❌ Low-value (just prompt)
Without Mother (prompt tax every time):
Hey Claude, review this PR for security issues. Check for SQL injection,
XSS, also we use React so watch for dangerouslySetInnerHTML, and our
team prefers early returns, and don't forget we have a custom auth
middleware pattern, and...
With Mother (skill already knows your stack):
/review
The skill knows your framework, your patterns, your team's standards — because it was installed based on your actual project context.
Mother MCP automatically:
Claude Code marketplace entries for the plugin-safe Antigravity Awesome Skills library and its compatible editorial bundles.
Directory of popular Claude Code extensions including development tools, productivity plugins, and MCP integrations
No description available.