Gemini AI MCP Server

Zero-config knowledge base for AI coding agents. Loads your markdown docs into a searchable database and exposes them as MCP tools — search, read, and manage documentation without leaving your editor. Works instantly with SQLite (no setup), upgrades to PostgreSQL + pgvector for hybrid semantic search. Includes skills for searching docs (/gnosis:search), health checks (/gnosis:status), doc management (/gnosis:manage), and first-time setup (/gnosis:setup). 6 MCP tools, 3 resources, FTS5 keyword search, 176 tests.

Connect Shoogle to Cursor and search shadcn blocks directly from your IDE.

A search API tailored for LLMs, providing web search, RAG context generation, and Q&A capabilities through the Tavily API.

Search product recalls and receive notifications

AI-powered competitive analysis, review monitoring, web presence scoring, and market research for businesses.

Access Wikipedia content, prioritizing Simple English with a fallback to regular English.

Search content using Azure AI Agent Service and Azure AI Search.

Source-first MCP knowledge control tower for watchlists, briefings, grounded search, and evidence-backed Ask.

BM25 search + tree navigation over markdown docs for AI agents. No embeddings, no LLM calls at index time.

A server to query Wikipedia and automatically fact-check information for any LLM with a compatible MCP client.