20 Pinecone alternatives
Pinecone's official MCP server — search and manage vector indexes, and query Pinecone's docs while you build. 20 MCP servers do similar work, most sharing RAG, Search and Vector Database, ranked by how much they have in common with Pinecone.
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by Zilliz
Search and manage Milvus vector collections from an AI client — vector, full-text, and hybrid queries.
Also: RAG, Search, Vector Database
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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 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 Tavily
Web search and content extraction optimized for AI agents — fast, relevance-ranked results with source content.
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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 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 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: Search
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by Typesense
Typesense's official remote MCP server — search collections, index documents, and create, resize or clone the Typesense Cloud clusters behind them, over OAuth with per-agent permission presets.
Also: Search
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by Algolia
Algolia's managed MCP server at mcp.algolia.com — read-only access to indices, Recommend models and search analytics over OAuth, with no API keys to manage.
Also: Search
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by Elastic
Elastic's official MCP server — explore indexes, inspect mappings, and query Elasticsearch conversationally.
Also: Search
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by Fireflies.ai
Fireflies.ai's official remote MCP server — 19 tools for searching meeting transcripts and summaries, pulling action items and analytics, and cutting soundbites from recorded calls.
Also: Search
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by X
X's own hosted MCP server: full-archive post search, user and timeline lookup, trends, bookmarks and article drafting, under your account's permissions.
Also: Search
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by Hugging Face
Hugging Face's official remote MCP server — search and inspect models, datasets and Spaces, browse the Hub filesystem over hf:// URIs, and turn Gradio Spaces into callable tools.
Also: Search
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by Ihor Sokoliuk
Private, self-hosted web search for AI assistants via SearXNG, with pagination, filters, and URL-to-markdown reading.
Also: Search
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by Arcmira
Remote MCP server for searching YouTube transcripts: find who said what with timestamps, mentions, sponsors and recommendations.
Also: Search
