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Qdrant MCP Server MCP tools

Production-ready MCP servers that extend AI capabilities through file access, database connections, APIs, and contextual services.

56,968 tools. Last updated 2026-01-08 19:59
  • Search for memories by content in Qdrant vector databases to retrieve stored information for analysis or personal data access.
    Apache 2.0
  • Upload and process documents into a Qdrant collection using specified embedding services like OpenAI or Ollama. Define text chunk size and overlap for efficient semantic search integration.
    MIT License

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