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mcp · ai tooling

Biotact MCP

MCP server that gives AI coding agents semantic access to the Biotact knowledge base: search, stats and transcripts through the production API at core.biotact.uz.

Role
Full-Stack
Period
2025–2026
Status
Production

Biotact MCP is a Model Context Protocol server that plugs the Biotact knowledge base directly into AI coding agents (Claude Code and other MCP clients) over stdio.

It exposes three focused tools: biotact_search (semantic search over the knowledge base), biotact_stats (collection statistics) and biotact_get_transcript (full transcript retrieval). The server talks to the production API at core.biotact.uz, so the agent always works with live data.

The point of MCP as an interface: the agent decides itself when it needs domain knowledge and pulls it in mid-task — no copy-pasting context into prompts. Built with Python, httpx and the Qdrant-backed search API.

Key Decisions
Three focused MCP tools: semantic search, stats, transcript retrieval
Talks to the live production API — no stale snapshots
stdio transport: plugs into Claude Code and any MCP client
Tech Stack
Python MCP Claude Qdrant httpx