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Searching for technologies and tools related to embeddings and vector databases MCP tools

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

67,031 tools. Last updated 2026-01-30 21:51
  • Index project files for semantic search by creating vector embeddings, enabling AI-powered code and document retrieval within development tools.
    MIT License
  • Manage vector embeddings for Cursor10x MCP by performing store, search, update, and delete operations to enhance AI memory retention and recall.
    MIT License
  • Generate numerical vector embeddings from text input using Ollama models for semantic analysis and similarity tasks.
    AGPL 3.0
  • Generate numerical vector embeddings from text inputs to enable semantic search, similarity analysis, and machine learning applications.
    AGPL 3.0
  • Create a vector index for semantic code search by generating embeddings with tree-sitter and Jina AI, enabling efficient and accurate querying of source code files.

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