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MCP servers tagged vector-database
60 live MCP servers tagged "vector-database", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with vector-database.
Generative AI
Explore clean, cutting-edge Generative-AI code—innovate, learn, and build the future of intelligent applications.
Langconnect Client
A Modern GUI Interface for Vector Database Management(Supports MCP integration)
Turso Cloud
🗂️ A Model Context Protocol (MCP) server that provides integration with Turso databases for LLMs. This server implements a two-level authentication system to handle both organizat…
Genkitx
A Genkit plugin that provides interoperability between Genkit and Model Context Protocol (MCP). Both client and server use cases are supported.
hannesrudolph/mcp-ragdocs
An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant…
Openmemory
Local persistent memory store for LLM applications including claude desktop, github copilot, codex, antigravity, etc.
Txtai
💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows
LEANN
[MLsys2026]: RAG on Everything with LEANN. Enjoy 97% storage savings while running a fast, accurate, and 100% private RAG application on your personal device.
Pixeltable
Data Infrastructure providing a declarative, incremental approach for multimodal AI workloads.
Cite
Ground truth layer for humans and AI agents working together. Version control for knowledge.
OpenContracts
The open document intelligence platform for builders and hackers - DMS for the agentic world
Xerj
XERJ is the new way for AI to search data. Its autoindex capability activates agents to know your data without the token waste of grep and sed. One command indexes code, docs, log…
MCP AutoMem
AutoMem is a graph-vector memory service that gives AI assistants durable, relational memory:
Duckle
Local-first ETL/ELT studio: a drag-and-drop visual pipeline designer that compiles to SQL and runs on DuckDB. Tiny desktop app, no servers, git-friendly workspaces.
Milvus
MCP server for Milvus vector database with session-aware connection management.
Pinecone
MCP server for interacting with Pinecone vector database
Corpusos
Open-source protocol suite standardizing LLM, Vector, Graph, and Embedding infrastructure across LangChain, LlamaIndex, AutoGen, CrewAI, Semantic Kernel, and MCP. 3,330+ conforman…
Yantrikdb Server
Cognitive memory database for AI agents — consolidates duplicates, detects contradictions, fades stale memories via temporal decay. Rust, AGPL, ships as library / MCP server / HTT…
Redis Vl Python
Redis Vector Library (RedisVL) -- the AI-native Python client for Redis.
Uteke
🧠 The Brain for Your AI — Local-first memory engine for AI agents. Store, recall, and search memories with semantic embeddings. Single Rust binary, zero config, fully offline.
Ogham MCP
Shared memory MCP server — persistent, searchable, cross-client
AI Microcore
A handy lib for smooth interaction with large language models (LLMs) and crafting AI apps.
Model Compose
Docker Compose for AI workflows. Define AI agents, RAG pipelines, MCP servers, and multi-LLM apps in a single YAML file — a lightweight alternative to LangChain.
Rag.computer
Self-hostable RAG platform - document ingestion, embedding, and vector search behind a simple REST API
LodeDB
World's fastest and most compact embedded vector database: exact by default, multimodal, local-first, and GPU-accelerated
ankitmalik84/notion-mcp-server
Sophisticated AI chatbot with long-term memory capabilities, complete Notion workspace integration, and MCP (Model Context Protocol) implementation. Features semantic, episodic, a…
better-qdrant-server
MCP server for enhanced Qdrant vector database functionality
Knowledge Rag
Local RAG System for Claude Code — Hybrid search + Cross-encoder Reranking + Markdown-aware Chunking + 12 MCP Tools. No external servers, pure ONNX in-process.
Pinecone Claude Code Plugin
The official Pinecone marketplace for Claude Code Plugins
ALMA Memory
Persistent memory for AI agents - Learn, remember, improve. Alternative to Mem0 with scoped learning, anti-patterns, multi-agent sharing, and MCP integration.
Cortexdb
A lightweight, embeddable vector database library for Go AI projects.
EstateWise Chapel Hill Chatbot
🏠 An AI real estate app featuring secure auth, conversation management, & personalized property recommendations. Powered by Agentic AI, RAG (w/ Pinecone), GraphRAG (w/ Neo4j), MCP…
Zengram
A Multi Agent Memory MCP That Connect Agents Across Systems and Machines
Altk Evolve
Self improving agents through iterations
Developers Guide To AI
The Developer's Guide to AI - A Field Guide for the Working Developer
Engram Memory Community
The highest-scoring AI memory system ever benchmarked that isn't reliant on LLM reranking. And it's free & burns less tokens.
XMem
Xmem is a India's First multi-modal, multi-agentic long‑term memory layer for AI agents.
Yantrikdb
Cognitive memory engine for AI agents — temporal decay, contradiction detection, autonomous consolidation, knowledge graph, ANN recall via HNSW. Embeddable Rust library with Pytho…
Dakera Deploy
Self-hosted Dakera AI memory server — Docker Compose, Kubernetes, Helm, HA cluster setup, and monitoring.
Claude DB
The multi-paradigm database expert for Claude Code — design a schema, audit it on two never-blended scores (Design & Integrity / Performance & Scale), and safely migrate. SQL · do…
Hexus
Postgres-Powered Vector Memory for the Agentic Age
Pdf To Pgvector
MCP server that extracts, chunks, embeds and stores PDF documents into a pgvector database for semantic search and RAG pipelines.
Pinecone Read Only
A Model Context Protocol (MCP) server that provides semantic search over Pinecone vector databases using hybrid search (dense + sparse) with reranking.
Ainative Memory
Enhanced MCP server-memory with ZeroDB cloud persistence and semantic vector search. Drop-in replacement for @modelcontextprotocol/server-memory that stores your knowledge graph i…
Qdrant Neo4j Crawl4ai MCP
MCP server combining Qdrant vector search, Neo4j knowledge graphs, and Crawl4AI web intelligence with agentic RAG capabilities. FastMCP 2.0 architecture with enterprise security,…
Intellyweave CLI
Operations CLI for IntellyWeave - open-source platform for OSINT analysis, archival research, and investigative journalism
Agentic Search
A Model Context Protocol (MCP) server that provides agentic search capabilities with support for vector search using Qdrant, full-text search using TiDB, or both combined.
A Mem MCP Server
A-MEM Agentic Memory System - MCP Server for IDE Integration (Cursor, VSCode) | Dual-Storage: ChromaDB + NetworkX DiGraph with explicit typed edges | Based on Zettelkasten
Apple Docs MCP Server
MCP server for semantic search through Apple developer documentation, WWDC transcripts, and code examples. 16K+ documents indexed for AI agents.
Clinic Bot
AI-powered medical clinic chatbot using Model Context Protocol (MCP) with Google Gemini AI. Features appointment management, clinic information retrieval via ChromaDB vector searc…