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@@ -80,6 +80,7 @@ Official integrations are maintained by companies building production ready MCP
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- <imgheight="12"width="12"src="https://needle-ai.com/images/needle-logo-orange-2-rounded.png"alt="Needle AI Logo" /> **[Needle](https://github.com/needle-ai/needle-mcp)** - Production-ready RAG out of the box to search and retrieve data from your own documents.
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- <imgheight="12"width="12"src="https://neo4j.com/favicon.ico"alt="Neo4j Logo" /> **[Neo4j](https://github.com/neo4j-contrib/mcp-neo4j/)** - Neo4j graph database server (schema + read/write-cypher) and separate graph database backed memory
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- <imgheight="12"width="12"src="https://avatars.githubusercontent.com/u/183852044?s=48&v=4"alt="Neon Logo" /> **[Neon](https://github.com/neondatabase/mcp-server-neon)** - Interact with the Neon serverless Postgres platform
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- <imgheight="12"width="12"src="https://docs.octagonagents.com/logo.svg"alt="Octagon Logo" /> **[Octagon](https://github.com/OctagonAI/octagon-mcp-server)** - Deliver real-time investment research with extensive private and public market data.
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- <imgheight="12"width="12"src="https://oxylabs.io/favicon.ico"alt="Oxylabs Logo" /> **[Oxylabs](https://github.com/oxylabs/oxylabs-mcp)** - Scrape websites with Oxylabs Web API, supporting dynamic rendering and parsing for structured data extraction.
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- <imgheight="12"width="12"src="https://www.perplexity.ai/favicon.ico"alt="Perplexity Logo" /> **[Perplexity](https://github.com/ppl-ai/modelcontextprotocol)** - An MCP server that connects to Perplexity's Sonar API, enabling real-time web-wide research in conversational AI.
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- <imgheight="12"width="12"src="https://qdrant.tech/img/brand-resources-logos/logomark.svg" /> **[Qdrant](https://github.com/qdrant/mcp-server-qdrant/)** - Implement semantic memory layer on top of the Qdrant vector search engine
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