Vector Search

MCP server for semantic search in Neo4j knowledge graphs

Ephemeral 7-day hybrid vector+BM25 working memory, multilingual, backed by Redis Stack.

Multilingual RAG MCP server — cross-lingual search over local documents

Finds the files a coding task touches, so your AI agent reads less. Local CLI and MCP server.

Project-scoped Qdrant MCP server with scratchbook functionality

RuvScan MCP Server - Sublinear intelligence for GitHub discovery

MCP server for retrieving context from a Qdrant vector database

MCP server for chat analysis using vector embeddings and knowledge graphs

Read and write to Pinecone from Claude Desktop with Model Context Protocol.

Universal MCP memory service with semantic search, multi-client support, and autonomous consolidation for Claude Desktop, VS Code, and 13+ AI applications

MCP Knowledge Server for semantic document search

🧠 Elasticsearch-powered MCP server with hierarchical memory categorization, intelligent auto-detection, and batch review capabilities

Running Docling as an agent using tools

Chroma MCP Server - Vector Database Integration for LLM Applications

Shared, persistent memory for AI agents, with semantic recall and live updates.

Version-aware mobile docs MCP server for Android (Jetpack/Compose) and Apple (SwiftUI/UIKit)

Cross-platform local MCP server and CLI for bitemporal long-term memory for AI agents

Persistent AI memory with hybrid search and embedded sync. Open, free, unlimited.

MCP server for MkDocs documentation with intelligent search and retrieval capabilities

MintMory MCP server — stdio and SSE transports via fastmcp