Topic · updated 2026-10-05
Vector Database MCP servers
38 Vector Database MCP servers indexed on awesomemcp.in. Every entry links to a live GitHub repository with a known author, is de-duplicated across the official MCP registry and community lists, and carries an automated vulnerability-check badge. Built by @qdrant, @chroma-core, @zilliztech, @pinecone-io, @weaviate and 33 other authors.
Top 38 Vector Database MCP servers
Qdrant integration.
Scan passed
★ 1,542
2026-09-04Access local and cloud Chroma instances for retrieval.
Scan passed
★ 598
2025-09-17Interact with Milvus and Zilliz databases.
Scan passed
★ 244
2026-08-11Connect to your Pinecone Assistant and retrieve context from its knowledge engine.
Scan passed
★ 45
2026-08-14Use Weaviate collections as a knowledge base and as a chat memory store.
Scan passed
★ 162
2026-05-26Remote ChromaDB vector database MCP server with streamable HTTP transport
Scan passed
★ 12
2026-10-05Assembly-accelerated DuckDB MCP server for code search, indexing, and symbol lookup.
Scan passed
★ 3
2026-06-01Project-scoped memory for coding assistants: indexes project code and docs into Qdrant with tree-sitter chunking, LSP integration and hybrid search.
Scan passed
★ 3
2026-09-27Crawl, embed, chunk, search and retrieve information from datasets through Trieve.
Scan passed
★ 2,718
2026-01-25Turn docs, GitHub repos, PDFs, videos, Confluence, Notion and Slack/Discord into AI skills and RAG knowledge, exportable to vector databases like Qdrant.
Scan passed
★ 15,100
2026-09-30RAG platform combining Graph RAG, vector search and full-text search for building knowledge graphs and context engineering.
Scan passed
★ 1,322
2026-09-12Retrieve and process documentation through vector search to augment responses with relevant documentation context.
Needs review
★ 265
2025-07-18Cross-session memory and hybrid RAG over your notes and docs. Local-first, with cited answers.
Scan passed
★ 100
2026-10-04Self-hosted documentation indexer that serves docs from various sources to agents with semantic search.
Scan passed
★ 79
2026-10-02Graph-vector memory for AI assistants using FalkorDB and Qdrant
Scan passed
★ 65
2026-09-29Self-hosted server suite for Odoo ERP 15-19, plus GitHub, Portainer, OCA and Teams, with a browser terminal, Qdrant/Ollama memory and Bulgarian localization.
Scan passed
★ 50
2026-09-30Local FAISS vector database for RAG with document ingestion, semantic search, and MCP prompts.
Scan passed
★ 34
2026-04-24Persistent memory for AI coding agents. Local-first SQLite + vector search. 17 MCP tools.
Scan passed
★ 23
2026-09-03Cognitive memory engine with knowledge modules, circadian rhythm awareness, emotional state tracking, hybrid PostgreSQL/Qdrant search and per-user isolation.
Scan passed
★ 23
2026-08-23Local workspace memory: indexes Markdown, CSV and session logs into a vector store with hybrid search, cross-session memory and knowledge graph visualization.
Scan passed
★ 17
2026-03-21Markdown-first long-term memory for AI agents. Hybrid BM25 + vector search, runs locally.
Scan passed
★ 15
2026-10-05Local memory for Claude Code. Semantic recall across session history with zero API calls.
Scan passed
★ 14
2026-09-28Persistent task context across TickTick, Notion, GitHub, Obsidian, Taskmaster and Beads
Scan passed
★ 14
2026-10-04Persistent local AI memory. SQLite + FTS5 + vector search, knowledge graph. No cloud, no API keys.
Scan passed
★ 14
2026-10-05Persistent memory for AI assistants: store, search, and connect knowledge across conversations.
Scan passed
★ 12
2026-10-05情景+实体记忆 MCP 服务，为 Claude Code 提供持久化记忆能力
Scan passed
★ 11
2026-07-26Open-source MCP memory server. Persistent, searchable, tiered memory across sessions.
Scan passed
★ 8
2026-06-16Self-hosted hybrid agent memory on Qdrant combining vector search, BM25, temporal retrieval and an optional Memgraph knowledge graph via rank fusion.
Scan passed
★ 8
2026-09-28IT Glue MCP server for MSPs — documents, flexible assets, semantic vector search, RBAC, and BYOK
Scan passed
★ 5
2026-09-16Persistent semantic memory for AI agents using local ChromaDB vector search. No cloud required.
Scan passed
★ 4
2026-03-15MCP server for jPOS and ISO 8583. Deterministic payment protocol tools for AI agents.
Scan passed
★ 4
2026-04-12Academic paper knowledge-base MCP server: PDF ingest, vector search with reranking, KB management.
Scan passed
★ 4
2026-09-04Encrypted-first embedded database with vector search and agent memory, exposed as MCP tools
Scan passed
★ 3
2026-09-28Local-first memory for AI agents: SQLite FTS5, deterministic recall, no vector DB, no cloud.
Scan passed
★ 3
2026-06-15MCP RAG: index PDFs, repos, YouTube, Discord, text; optional YouTube vision; query with citations.
Scan passed
★ 2
2026-04-10Add RAG-based AI chat to any website: local vector store, OpenAI, Anthropic or Gemini models, a self-contained chat server and an embeddable widget.
Scan passed
★ 2
2026-02-20Persistent fractal graph memory for coding agents: semantic search, hot/cold/archive context tiers and decision tracking on Qdrant.
Scan passed
★ 1
2026-06-14Persistent memory with swappable Postgres/pgvector, Qdrant or Neo4j backends, adaptive retrieval weighting, duplicate merging and stale-fact archiving.
Scan passed
★ 0
2026-08-29
Quick install
Add the most popular option to Claude Code:
claude mcp add mcp-server-qdrant -- uvx mcp-server-qdrant
FAQ
What is the best vector database mcp server?
By GitHub stars, the most popular is mcp-server-qdrant by @qdrant (1,542 stars). awesomemcp.in lists 38 MCP servers for this topic, ranked by official status and popularity.
Are these MCP servers safe to install?
37 of 38 passed our automated vulnerability check (OSV.dev advisories for the published package, OpenSSF Scorecard, license, maintenance and provenance). The check is automated and does not guarantee 100% safety — review the code and permissions before installing.
How do I install mcp-server-qdrant?
With Claude Code: claude mcp add mcp-server-qdrant -- uvx mcp-server-qdrant. Every listing on awesomemcp.in includes an install command and, where available, an mcp.json snippet for Claude Desktop, Cursor and other MCP clients.
Can AI agents read this list?
Yes. The full catalog is available as JSON at https://awesomemcp.in/api/mcps.json and https://awesomemcp.in/api/skills.json, and as plain text at https://awesomemcp.in/llms.txt.