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MCP servers tagged vector-database
278 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
Comprehensive resources on Generative AI, including a detailed roadmap, projects, use cases, interview preparation, and coding preparation.
Yu AI Agent
编程导航 AI 开发实战新项目，基于 Spring Boot 3 + Java 21 + Spring AI 构建 AI 恋爱大师应用和 ReAct 模式自主规划智能体YuManus，覆盖 AI 大模型接入、Spring AI 核心特性、Prompt 工程和优化、RAG 检索增强、向量数据库、Tool Calling 工具调用、MCP 模型上下文协议、AI…
code-context
Model Context Protocol integration for Code Context
Langconnect Client
A Modern GUI Interface for Vector Database Management(Supports MCP integration)
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…
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.
Surrealdb
SurrealDB — independent third-party profile of a public API surface, by API Evangelist. SurrealDB is a multi-model database that unifies documents, graphs, vectors, time-series, f…
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…
Neuron AI
The Agentic Framework of the PHP ecosystem to build production-ready AI driven applications. Connect components (LLMs, Tools, vector DBs, memory) to agents that interact with your…
Glean
A local-first knowledge engine and RAG infrastructure powered by Rust, featuring MCP support, hybrid search (BM25 + Vector), and LanceDB integration
Awesome AI
A curated list of 400+ AI APIs, tools, frameworks, and platforms across 40+ categories
Tysva
Learn TypeScript chatting effortlessly with AI
Milvus
MCP server for Milvus vector database with session-aware connection management.
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.
Litegraph
Lightweight graph database with relational, vector, and MCP support, designed to power knowledge and artificial intelligence persistence and retrieval.
Alice
Alice is a voice-first desktop AI assistant application built with Vue.js, Vite, and Electron. Advanced memory system, function calling, MCP support, optional fully local use, and…
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
N8n Nodes Qdrant
Official n8n node for interfacing with Qdrant
AI Engineering Playbook
A zero-to-100 learning path for applied AI engineering — RAG, embeddings, vector search, agents, MCP, and the production engineering around them. 56 pages, built as a searchable s…
NoLLMChat
Not-Only LLM Chat. An AI application that enhances creativity and user experience beyond just LLM chat. Noted: Seems it beta version of there is issue with DB please clear site Da…
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…
Engram Memory
The highest-scoring AI memory system ever benchmarked that isn't reliant on LLM reranking. And it's free & burns less tokens.
10xGraph
Production-grade framework for building multi-agent AI systems. Graph-based orchestration, LLM-agnostic (OpenAI, Google GenAI, Anthropic), 3-layer memory (Redis cache + Postgres +…
Hermes Fleet Memory
Zero-bloat distributed vector memory, hardware-enforced domain firewalls, and NAT-traversing execution mesh for multi-instance Hermes agent fleets.
Smart Connections MCP
MCP server that exposes Obsidian Smart Connections vector database to Claude Code via semantic search
Vectorsmith
Your vector database, as typed tools. Write a tools.yaml, then load_tools in Python or serve over MCP.
Neo Agent Brain
Point a cross-model AI engineering team at your own codebases. The Agent OS keeps named AI maintainers' identity, memory and review across labs alive between sessions — the Brain…
better-qdrant-server
MCP server for enhanced Qdrant vector database functionality
Fastapi Agent Blueprint
Build FastAPI AI agents with a clear blueprint for reliable, maintainable app architecture
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
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…