20 Chroma alternatives
Chroma's official MCP server — build and query vector collections directly from an AI client. 20 MCP servers do similar work, most sharing RAG, Vector Database and Embeddings, ranked by how much they have in common with Chroma.
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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 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 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: Embeddings
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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 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 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
