Vector Search

Associative Memory MCP Server for LLMs - Knowledge management system with hierarchical scope organization

MongoDB Atlas-backed persistent agent memory for mcp-agent (LastMile AI): a drop-in Memory backend with Atlas Vector Search recall.

Generic markdown vault MCP with hybrid search

Semantic search engine for markdown documents. MCP server with multi-provider embeddings and Milvus vector storage.

MCP server for retrieving context from a Qdrant vector database

LynxMCP: 100% local MCP server for the code questions grep can't answer: call graph, hybrid search

Fully local semantic memory for AI agents: search your notes and session logs from any MCP client, with embeddings served by Ollama

RAG Knowledge MCP Server — FastMCP + LanceDB + Hybrid Search

Structured agent memory with SQLite/FTS5 + optional Qdrant vector search, exposed via MCP

Local-first, zero-API memory for AI agents. Persistent, private, and yours.

Local FAISS vector database for RAG with document ingestion, semantic search, and MCP prompts.

Secure LLM Mesh over MCP — multi-LLM swarm + industrial IoT + privacy gateway

Agent-first documentation platform (CLI and server)

Local-first MCP sidecar for Markdown artifacts, review intents, and supervised knowledge growth.

MCP server providing semantic knowledge base with LanceDB storage and configurable embeddings

Persistent graph memory MCP server for AI agents using LadybugDB

Portable, provider-agnostic memory on top of Azure Data Explorer (Kusto)

Local-first Knowledge GraphRAG MCP server

MCP server for KlawSearch — agent-ready search and extract tools for Claude Desktop, Goose, and Cursor

Enhanced MCP server for Kiro memory and task management with AI-powered features