# Tools & Skills

> MCP tools for graph operations and skills for procedural guidance.

**How it works:** External agents call MCP tools to read and write your graph. For complex tasks, they read skills (`listSkills`/`readSkill`) to follow your preferred operating patterns.

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## MCP Tools

RA-OS exposes these core standalone MCP tools:

### Context + Graph

| Tool | Description |
|------|-------------|
| `getContext` | Graph overview: stats, hub nodes, dimensions, recent activity, skills |
| `queryNodes` | Search nodes by keyword/dimensions/date |
| `getNodesById` | Fetch full nodes by ID |
| `createNode` | Create a node |
| `updateNode` | Update a node |
| `createEdge` | Create an edge between nodes |
| `queryEdge` | Query edges |
| `updateEdge` | Update edge explanation |
| `queryDimensions` | List dimensions |
| `createDimension` | Create a dimension |
| `updateDimension` | Update/rename a dimension |
| `deleteDimension` | Delete a dimension |

### Skills + Search

| Tool | Description |
|------|-------------|
| `listSkills` | List available skills |
| `readSkill` | Read one skill |
| `writeSkill` | Create/update a skill |
| `deleteSkill` | Delete a skill |
| `searchContentEmbeddings` | Search source chunks/transcripts |
| `sqliteQuery` | Read-only SQL (`SELECT`, `WITH`, `PRAGMA`) |

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## Skills

Skills are markdown instructions stored locally and shared across internal + external agents.

### Default seeded skills

- `db-operations`
- `create-skill`
- `audit`
- `traverse`
- `onboarding`
- `persona`
- `calibration`
- `connect`

### Storage

- Live skills: `~/Library/Application Support/RA-H/skills/`
- Bundled defaults: `src/config/skills/`

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## API Routes

| Route | Method | Purpose |
|-------|--------|---------|
| `/api/skills` | GET | List skills |
| `/api/skills/[name]` | GET/PUT/DELETE | Skill CRUD |
| `/api/guides` | GET | Compatibility alias to skills |
| `/api/guides/[name]` | GET/PUT/DELETE | Compatibility alias to skills |

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## Key Files

| File | Purpose |
|------|---------|
| `apps/mcp-server-standalone/` | Standalone MCP server (recommended) |
| `src/services/skills/skillService.ts` | Skills runtime service |
| `src/config/skills/*.md` | Bundled default skills |
| `src/components/panes/SkillsPane.tsx` | Skills pane UI |
