Mother MCP Skills
Integrates with GitHub Copilot to auto-detect technologies and install relevant skills for AI-assisted development in VS Code.
Integrates with OpenAI Codex to auto-detect project context and install skills for AI-powered code generation.
Integrates with Vercel v0 to auto-detect project structure and install skills for frontend development.
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@Mother MCP SkillsInstall relevant skills for my tech stack"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
Mother MCP Skills
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.
How It Works
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:
Generate download counts or star ratings
Host or maintain the skill registry
Track usage analytics
Mother MCP DOES:
Consume the catalog and display skill metadata
Match skills to your detected tech stack
Install skills to the right location for your AI agent
Demo
Coming Soon: Interactive demo showing automatic skill detection and installation in seconds.
Resources
📄 Full Documentation — Complete setup guide and feature walkthrough
📊 Visual Overview (PDF) — One-page infographic explaining the architecture
🎬 Video Demo — Coming soon
Supported Agents
Agent | Status | Detection |
Claude Code | ✅ Full Support | Auto-detected via |
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 |
Vercel v0 | ✅ Full Support | Auto-detected via project structure |
Other MCP Clients | ✅ Generic Support | Falls back to generic profile |
Why Reusable Skills Matter
"If you'll do roughly the same thing 10+ times, encode it as a reusable skill. Under 3 times? Just tell Sonnet."
The Problem with "Just Ask the AI"
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 |
|
House Style | Everyone crafts prompts differently | Shared skills encode team standards |
Where Skills Add Real Value
✅ High-value (use skills)
Repeated SDLC steps: PR reviews, security checks, test generation, docs
Org-specific knowledge: architecture rules, domain models, compliance
Cross-project utilities: dependency upgrades, migrations, repo analysis
❌ Low-value (just prompt)
Quick throwaway scripts or spikes
Highly unique one-off tasks
The Before/After
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):
/reviewThe skill knows your framework, your patterns, your team's standards — because it was installed based on your actual project context.
What It Does
Mother MCP automatically:
Detects your project's tech stack using a 3-tier strategy:
GitHub SBOM API for accurate dependency data (340+ packages)
Specfy analyser for 700+ technologies including infrastructure & SaaS
Local scanning as offline fallback
Matches detected technologies to available skills from trusted registries
Downloads relevant skills to the appropriate location (
.github/skills,.claude/skills, or.codex/skills)Adapts to whichever AI agent you're using (Claude, Copilot, or Codex)
Installation
Claude Code Plugin (Easiest)
Install via Claude Code's plugin marketplace:
# Add the marketplace
/plugin marketplace add dmgrok/mcp_mother_skills
# Install the plugin
/plugin install mother-mcp@mother-mcp-marketplaceOr install directly from GitHub:
/plugin install dmgrok/mcp_mother_skillsOnce installed, the Mother MCP server will be available in Claude Code.
Quick Install via npm
# Install globally
npm install -g mcp-mother-skills
# Or use with npx (no install needed)
npx mcp-mother-skillsFrom Source
# Clone the repository
git clone https://github.com/dmgrok/mcp-mother-skills.git
cd mcp-mother-skills
# Install dependencies
npm install
# Build
npm run buildConfiguration
Claude Code
Add to your project's .mcp.json or global config:
{
"mcpServers": {
"mother-skills": {
"command": "npx",
"args": ["mcp-mother-skills"],
"env": {
"MOTHER_PROJECT_PATH": "."
}
}
}
}Or if installed globally:
{
"mcpServers": {
"mother-skills": {
"command": "mcp-mother-skills",
"env": {
"MOTHER_PROJECT_PATH": "."
}
}
}
}Claude Desktop
Add to your Claude Desktop config (~/Library/Application Support/Claude/claude_desktop_config.json):
{
"mcpServers": {
"mother-skills": {
"command": "npx",
"args": ["mcp-mother-skills"],
"env": {
"MOTHER_PROJECT_PATH": "/path/to/your/project"
}
}
}
}Or if installed globally:
{
"mcpServers": {
"mother-skills": {
"command": "mcp-mother-skills",
"env": {
"MOTHER_PROJECT_PATH": "/path/to/your/project"
}
}
}
}VS Code with Copilot
Add to your VS Code settings or .vscode/mcp.json:
{
"mcp.servers": {
"mother-skills": {
"command": "npx",
"args": ["mcp-mother-skills"],
"env": {
"MOTHER_PROJECT_PATH": "${workspaceFolder}"
}
}
}
}Or if installed globally:
{
"mcp.servers": {
"mother-skills": {
"command": "mcp-mother-skills",
"env": {
"MOTHER_PROJECT_PATH": "${workspaceFolder}"
}
}
}
}Usage
Setup (First-Time Onboarding)
When first using Mother MCP, call setup to get started:
Setup my Mother MCPThis will:
Scan your project to detect technologies (languages, frameworks, databases, tools)
Fetch the skill registry and find matching skills
Show recommended skills with match explanations
Let you choose which skills to install
Sync Skills (Ongoing Updates)
Call sync_skills at the start of each conversation:
Use sync_skills to ensure I have the right skills for this projectThis will:
Detect your project's technologies
Download matching skills from the registry
Report what was added/updated/removed
Reset Skills (Start Fresh)
If you need to start over or troubleshoot issues, use reset_skills:
Reset all my Mother MCP skills with confirm=trueImportant: You must set confirm=true to proceed with the reset.
Options:
confirm(required): Set totrueto confirm the reset actionall_agents: Remove skills for all agents (Claude, Copilot, Codex), not just the detected oneclear_config: Also remove Mother configuration files (.mcp/mother/)clear_cache: Clear the skill registry cache
Examples:
# Reset only the current agent's skills
reset_skills with confirm=true
# Reset all agents and clear config
reset_skills with confirm=true, all_agents=true, clear_config=true
# Full reset including cache
reset_skills with confirm=true, all_agents=true, clear_config=true, clear_cache=trueThis will permanently delete all installed skills. After resetting, run setup to reinstall skills.
Other Commands
Command | Description |
| Start here! Initialize Mother MCP and get skill recommendations |
| Synchronize skills based on detected technologies |
| View detected stack and installed skills |
| See which agent is detected (Claude/Copilot/Codex) |
| Search for available skills |
| NEW List curated skill bundles by use case |
| NEW Install a complete skill bundle at once |
| Manually install a skill |
| Remove a skill |
| Check for skill updates |
| Set preferred agent (auto/claude/copilot/codex/both) |
| Re-scan project files |
| Reset all skills - Remove all installed skills and optionally clear config |
Skill Bundles
Bundles are curated collections of skills for common development use cases. Instead of installing skills one by one, get a complete stack with one command:
> list_bundles
📦 Available Bundles:
⚛️ frontend-react - Modern React development with TypeScript and testing
🚀 fullstack-nextjs - Complete Next.js stack with database and deployment
🐍 api-python - FastAPI with async patterns and PostgreSQL
🐳 devops-docker - Containerization with GitHub Actions deployment
🧪 testing-frontend - Unit, integration, and E2E testing for web apps> install_bundle fullstack-nextjs
🚀 Full-Stack Next.js: 7 installed, 0 already present
✅ nextjs, react, typescript, prisma, postgresql, docker, github-actionsProject Configuration
Mother MCP creates a .mcp/mother/ directory in your project:
.mcp/mother/
├── config.yaml # Mother configuration
├── project-context.yaml # Detected context (auto-generated)
└── cache/ # Registry cacheconfig.yaml
version: "1.0"
agent:
mode: auto # auto, claude, copilot, codex
sync_both: false # Install to both .github/skills and .claude/skills
registry:
- url: "https://cdn.jsdelivr.net/gh/dmgrok/agent_skills_directory@main/catalog.json"
priority: 1
cache:
refresh_interval_days: 7
skills:
always_include: [] # Skills to always install
always_exclude: [] # Skills to never install
sync:
auto_remove: false # Remove skills when no longer detectedSkills Registry
Mother MCP fetches skills from the Agent Skills Directory, an automatically updated catalog aggregating skills from multiple providers:
Provider | Repository | Skills |
Anthropic | 16 | |
GitHub | 26 | |
OpenAI | 12 | |
HuggingFace | 8 | |
Vercel | 3 | |
SkillCreator.ai | 47 |
Total: 112 skills across documents, creative, development, data, enterprise, integrations, and other categories.
Bring Your Own Registry
Want skills tailored for your organization? The registry URL is fully configurable. Just point to your own catalog:
# .mcp/mother/config.yaml
registry:
# Use your company's private registry
- url: "https://skills.yourcompany.com/catalog.json"
priority: 1
# Optionally keep the public registry as fallback
- url: "https://cdn.jsdelivr.net/gh/dmgrok/agent_skills_directory@main/catalog.json"
priority: 2This lets you:
Curate skills for your organization's specific tech stack and standards
Add proprietary skills that encode internal knowledge and patterns
Control what skills are available to your engineering teams
Version and audit skills through your own infrastructure
Your private registry just needs to serve a JSON catalog in the same format as the public catalog.
Registry Catalog Format
The registry catalog supports community quality signals - metadata that helps users discover and trust skills:
skills:
- name: react
path: skills/react
version: "1.5.0"
description: "React patterns, hooks, and component architecture"
triggers:
packages: ["react", "react-dom"]
tags: [framework, frontend]
# Community Quality Signals (all optional)
downloads: 28500 # Install count
stars: 523 # GitHub stars
verified: true # Publisher verified badge
publisher:
name: "Mother Skills Team"
url: "https://github.com/mother-mcp"
verified: true
compatibility: # Agent compatibility matrix
claude: true
copilot: true
codex: true
v0: true
repository: "https://github.com/mother-mcp/skills"Field | Description |
| Number of installs (updated by registry maintainer) |
| GitHub stars passthrough from source repo |
| Quick verified badge flag |
| Publisher info with optional verification |
| Which AI agents this skill works with |
| Source repository URL |
These signals are displayed in search results and recommendations to help users choose quality skills.
Available Skills
Documents & Data: pdf, docx, pptx, xlsx, doc-coauthoring
Creative & Design: frontend-design, canvas-design, theme-factory, brand-guidelines, algorithmic-art, web-artifacts-builder
Development: mcp-builder, skill-creator, webapp-testing, internal-comms, create-plan, gh-fix-ci, gh-address-comments
Enterprise: linear, slack-gif-creator, notion-spec-to-implementation, notion-meeting-intelligence, notion-knowledge-capture, notion-research-documentation
Infrastructure: azure-role-selector, snowflake-semanticview
The catalog is refreshed automatically. See catalog.json for the full list.
How Skills Are Matched
Mother MCP uses a tiered detection strategy for comprehensive tech stack analysis:
Tier 1: GitHub SBOM API (Most Accurate)
When connected to a GitHub repository, Mother fetches the Software Bill of Materials directly from GitHub's dependency graph:
Automatic repo detection from local
.git/configremote URLParses SPDX-formatted dependency data with 340+ packages
PURL parsing for ecosystem detection (npm, pip, cargo, maven, etc.)
Requires
GITHUB_TOKENenvironment variable
Tier 2: Specfy Stack Analyser
Comprehensive detection of 700+ technologies:
Languages, frameworks, databases, infrastructure
SaaS tools, cloud services, CI/CD systems
Works offline with local file analysis
Tier 3: Local Detection (Fallback)
Traditional file scanning for offline environments:
Source | What It Detects |
| npm dependencies (react, next, typescript, etc.) |
| Python packages (fastapi, django, etc.) |
| Python project dependencies |
Config files | tsconfig.json → TypeScript, Dockerfile → Docker, etc. |
README.md | Technology mentions with lower confidence |
Git Remote Auto-Detection
Mother automatically detects your GitHub repository from local git configuration:
# Supported URL formats:
git@github.com:owner/repo.git # SSH
https://github.com/owner/repo.git # HTTPS
ssh://git@github.com/owner/repo # SSH URLSkill Locations
Skills are installed based on detected agent:
Agent | Primary Path | Fallback |
Claude |
|
|
Copilot |
|
|
Codex |
|
|
Both | Both locations | - |
Agent Detection
Mother MCP auto-detects which agent is using it through multiple methods:
Priority | Method | Claude | Copilot | Codex |
1 | Config override |
|
|
|
2 | Environment vars |
|
|
|
3 | MCP client info | Contains "claude" | Contains "copilot"/"vscode" | Contains "codex"/"openai" |
4 | Project structure |
|
|
|
5 | Home directory |
|
|
|
Note: Codex skills follow the Open Agent Skills Standard specification.
Architecture: Static Instructions vs Dynamic Skills
Mother MCP separates concerns between static project documentation and dynamic skill provisioning:
Component | Purpose | Managed By |
| Project-specific AI guidance (Copilot) | Developer (static) |
| Claude-specific project instructions | Developer (static) |
| Codex/OpenAI project instructions | Developer (static) |
| Mother configuration & preferences | Mother MCP |
| Detected tech stack (auto-generated) | Mother MCP |
| Auto-installed skill files | Mother MCP |
Key principle: Mother MCP never modifies your instruction files. It only manages:
Its own config in
.mcp/mother/Skill files in the appropriate skills directory
Recommended Workflow
Add this to your project's CLAUDE.md or .github/copilot-instructions.md:
## Startup
At the start of each conversation, call `sync_skills` to ensure project-relevant skills are loaded.This connects your static instructions to Mother's dynamic skill system.
Development
# Run in development mode
npm run dev
# Build
npm run build
# Watch mode
npm run watchCommunity & Roadmap
Mother MCP is evolving into a community-driven skill ecosystem — the npm for AI skills. Here's what we're building:
Quality Signals (Coming Soon)
Feature | Description | Status |
⭐ Skill ratings | Community upvotes/downvotes on skill quality | Planned |
📊 Download counts | See how many developers use each skill | Planned |
✓ Verified publishers | Trust badges for official sources (Anthropic, GitHub, etc.) | Planned |
💬 Reviews & use cases | "Worked great for React 19 + TypeScript" | Planned |
🏷️ Compatibility matrix | Works with: Claude ✓, Copilot ✓, Codex ✓ | Planned |
Contribution Tools (Coming Soon)
Feature | Description | Status |
📤 | CLI to publish skills to the registry | Planned |
📦 Skill templates | Starter templates for common skill types | Planned |
🔀 Fork & customize | Base your skill on existing ones | Planned |
📚 Skill collections | Curated bundles ("Enterprise Security Pack") | Planned |
How You Can Help
Star skills you find useful — helps surface quality
Report issues with skills that have outdated advice
Contribute skills via PR to agent_skills_directory
Share your use cases — what skills would help your workflow?
Join the discussion: GitHub Issues
License
MIT
This server cannot be installed
Maintenance
Resources
Unclaimed servers have limited discoverability.
Looking for Admin?
If you are the server author, to access and configure the admin panel.
Latest Blog Posts
MCP directory API
We provide all the information about MCP servers via our MCP API.
curl -X GET 'https://glama.ai/api/mcp/v1/servers/dmgrok/mcp_mother_skills'
If you have feedback or need assistance with the MCP directory API, please join our Discord server