20 Weaviate MCP Server alternatives
Weaviate MCP Server: Weaviate's MCP server, built into the database itself — hybrid search, schema inspection, tenant listing and batch upserts at /v1/mcp, scoped by RBAC. 20 MCP servers do similar work, most sharing RAG, Vector Database and BM25, ranked by how much they have in common with Weaviate MCP Server.
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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 Qdrant
Qdrant's official MCP server — semantic memory for AI assistants backed by a real vector database.
Also: RAG, Vector Database
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by Meilisearch
Official MCP server for Meilisearch — create and configure indexes, add documents, run hybrid and semantic searches, and manage API keys and tasks through conversation.
Also: Hybrid Search
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by okf-memory
Git-native persistent memory for coding agents — sub-300µs BM25 search over version-controlled plain text, with no embeddings, no database and no API costs.
Also: BM25
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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 markhuangai
Self-hosted agent memory server on Postgres/pgvector that tracks evidence, flags contradictions, and never silently rewrites facts.
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 Coveo
Coveo's managed MCP server exposing enterprise search, fetch, passage retrieval and grounded generative answering over your indexed content.
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
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by Turso
Turso's hosted MCP server — manage Turso Cloud databases, branch them point-in-time and run SQL from a coding agent, authorised over OAuth with no API token to paste.
Also in Databases & Data
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by Google
Google's official Firebase MCP server — 70+ tools across Firestore, Auth, Crashlytics, Cloud Functions, Storage, Messaging and Remote Config, shipped inside the Firebase CLI.
Also in Databases & Data
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by InfluxData
InfluxData's official MCP server for InfluxDB 3 — schema discovery, bounded SQL and InfluxQL queries, line-protocol writes and token administration across Core, Enterprise and Cloud.
Also in Databases & Data
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by Mixpanel
Mixpanel's official hosted MCP server — 80+ tools for querying product analytics, building boards, managing cohorts and metrics, and reading session replays.
Also in Databases & Data
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by Tableau
Tableau's own MCP server — query published data sources, explore workbooks and views, and render live vizzes inside an AI client.
Also in Databases & Data
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by Metabase
Metabase's built-in MCP server — search, query and visualise your BI data through the semantic layer, scoped to the connecting person's existing Metabase permissions.
Also in Databases & Data
