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127,531 tools. Last updated 2026-05-05 21:04

"An open-source vector database for similarity search and AI applications" matching MCP tools:

  • Search across screen, voice, and clipboard entries to find content semantically related to any query. Returns a unified ranked list with source tags for open-ended recall spanning multiple data types.
  • Filter documents by metadata before ranking by vector similarity to enable production RAG and semantic search pipelines.
    MIT
  • Diagnose embedding setup or perform manual similarity checks by creating vector embeddings for short texts. Returns the vector and dimension without indexing.
    MIT
  • Retrieve trivia questions from the Open Trivia Database with category and difficulty filters for quiz creation or entertainment.

Matching MCP Servers

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    A comprehensive Model Context Protocol server providing 33 specialized research and search tools for Claude Desktop, enabling powerful search capabilities across academic, technical, and general domains.
    Last updated
    40
    3
    MIT

Matching MCP Connectors

  • Your AI Agent's Infrastructure Layer. Connect Claude, Copilot, Codex, or ChatGPT to 200+ managed open source services. Start databases, pipelines, and applications through natural language.

  • Access comprehensive company data including financial records, ownership structures, and contact information. Search for businesses using domains, registration numbers, or LinkedIn profiles to streamline due diligence and lead generation. Retrieve historical financial performance and complex corporate group structures to support informed business analysis.

  • Search Spanish government open data portal for public datasets, returning results with quality scores and source citations for verification.
  • Search open datasets from Gdansk's public data portal to access government information, with quality scoring and source verification for reliable research.
  • Search Irish government open data portal for public datasets. Returns results with quality scores, source citations, and audit hashes for data verification.
  • Search Lviv's open data portal for public datasets, providing quality-scored results with source citations and audit hashes for government transparency.
  • Search NHS Scotland's open health data portal to find datasets with quality scores, source citations, and audit information for research and analysis.
  • Search the European Union open data portal for datasets, returning results with quality scores and source verification for data audit purposes.
  • Retrieve relevant AI agent memories using hybrid vector, full-text, and keyword search with optional deep search and channel filtering.
    MIT
  • Find similar vector embeddings in Zilliz Cloud collections using vector similarity search with optional filtering and result customization.
    Apache 2.0
  • Search vector databases by combining semantic similarity with structured filters, then refine results using ranking strategies to retrieve relevant data.
    Apache 2.0
  • Resume a paused Zilliz Cloud vector database cluster to restore data access and processing capabilities for AI applications.
    Apache 2.0