20 Qdrant alternatives
Qdrant's official MCP server — semantic memory for AI assistants backed by a real vector database. 20 MCP servers do similar work, most sharing RAG, Semantic Search and Vector Database, ranked by how much they have in common with Qdrant.
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by Max Freedom Pollard
Encrypted, fully offline agent memory: one local vault shared by every agent on the machine, AEAD-encrypted down to the embedding vectors, searched in about 12 ms.
Also: Memory, Semantic Search
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by markhuangai
Self-hosted agent memory server on Postgres/pgvector that tracks evidence, flags contradictions, and never silently rewrites facts.
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by Weaviate
Weaviate's MCP server, built into the database itself — hybrid search, schema inspection, tenant listing and batch upserts at /v1/mcp, scoped by RBAC.
Also: RAG, Vector Database
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by Zilliz
Search and manage Milvus vector collections from an AI client — vector, full-text, and hybrid queries.
Also: RAG, Vector Database
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by Pinecone
Pinecone's official MCP server — search and manage vector indexes, and query Pinecone's docs while you build.
Also: RAG, Vector Database
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by Chroma
Chroma's official MCP server — build and query vector collections directly from an AI client.
Also: RAG, Vector Database
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by Coveo
Coveo's managed MCP server exposing enterprise search, fetch, passage retrieval and grounded generative answering over your indexed content.
Also: RAG, Semantic Search
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by Vladislav Shulcz
Indexes the coding-agent sessions already sitting on your disk — months of history from before you installed it — and serves them back over MCP. 3.5 GB searched in ~1.5 ms, no LLM, no embeddings.
Also: Memory
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by Attio
Attio's official hosted MCP server — search, read and write your CRM records, lists, notes, tasks, meetings and emails from any MCP client over OAuth.
Also: Semantic Search
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by arabold
Self-hosted documentation retrieval for coding agents — index any library's docs from the web, GitHub, npm, PyPI or local files and query them by exact version. An open-source Context7 alternative.
Also: Semantic Search
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by Sourcegraph
Sourcegraph's MCP server — cross-repository keyword and semantic code search, go-to-definition, find-references, commit and diff search, and Deep Search, served from your own instance.
Also: Semantic Search
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by Patsnap
Patsnap's MCP server for searching global patents across WIPO, EPO, USPTO, CNIPA, JPO and KIPO alongside scientific literature, returning records as AI-readable Markdown.
Also: Semantic Search
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by Codanna
Local code intelligence MCP server that returns symbol context, call graphs and impact analysis in a single call — 15 languages, indexed on your own machine.
Also: Semantic Search
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by Exa
Real-time web search and crawling built for AI — neural search with configurable tools and live content retrieval.
Also: Semantic Search
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by Couchbase
Couchbase's documentation agent as a single MCP tool: ask a question about any Couchbase product, SDK or version and get an answer with source links. No cluster and no credentials.
Also: RAG
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by Rayen Mlayeh
Goal-directed web crawler MCP server that returns only the passages answering your agent's question, verbatim and with sources.
Also: RAG
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by Tavily
Web search and content extraction optimized for AI agents — fast, relevance-ranked results with source content.
Also: RAG
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by Firecrawl
Search, scrape, crawl, and extract structured data from the web — with JS rendering, batch scraping, and LLM-powered extraction.
Also: RAG
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by Upstash
Pulls up-to-date, version-specific documentation and code examples for libraries straight into your prompt.
Also: RAG
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by AntV
Official AntV MCP server that turns a description of your data into a rendered chart — 26 visualization types from bar and line to sankey, mind-map, fishbone and geographic maps.
Also in Databases & Data
