The Fan-Out MCP server analyzes content to identify user query coverage and gaps using AI search engine techniques. It provides actionable recommendations for optimizing content for Generative Engine Optimization (GEO).
From the registry: Multi-URL comparative content analysis with topical gap detection
Please install the `fanout` MCP server into my current AI client (that's you).
Required prerequisites (do these first if not already done):
- **Anthropic API key** — Required to run query generation and assessment with Claude (https://console.anthropic.com/)
Canonical MCP server config (stdio transport):
- command: `npx`
- args: ["-y","@houtini/fanout-mcp@latest"]
- required environment variables:
- `ANTHROPIC_API_KEY`: Anthropic API key (example: `<your-anthropic-api-key>`)
Add this MCP server to my current client's config in the correct format for you. If you need secrets or credentials I haven't provided, ASK me — do not invent values or leave raw placeholders. After adding it, tell me how to verify the server is connected.ANTHROPIC_API_KEYrequiredAPI key for accessing the Anthropic service.MCP server for searching Airweave collections with natural language queries.