One Model Context Protocol server for the sites we publish. AI assistants connect once and search across jueewo.ventures and aipokit.com — structured passages with links, not scraped HTML guesses.
Live endpoint: mcp-sites.yawninghero.com (infrastructure hostname). Part of Agent Experience Optimization (AXO) — the agent-era complement to SEO. We built and used it before writing about it; see From SEO to AXO.
Each site publishes an agent index at build time (/api/agent-index.json). This Bun service fetches those indexes on a schedule, merges them, and exposes four MCP tools:
| Tool | Purpose |
|---|---|
search | Keyword, semantic, or hybrid search across one site or the indexed set |
list_sites | Indexed origins with document counts |
get_page | Full text of one page or article by URL |
get_related | Topically nearest entries — powers in-site related blocks |
The server also serves POST /chat (SSE-streamed, tool-using answers for the on-site chat widget) and GET /api/related.json (precomputed neighbours consumed at Astro build time).
Point any MCP client at https://mcp-sites.yawninghero.com/mcp and ask something that spans the indexed sites — e.g. “Search for BPMN agents and summarise the connection.” The journal post reproduces a real multi-site synthesis from that workflow.
paraphrase-multilingual-MiniLM-L12-v2 (local, cached on disk)Source repo: mcp-server-sites in the platform workspace beside the studio websites.