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A server for finding code examples on GitLab using semantic search MCP tools

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

64,729 tools. Last updated 2026-01-26 05:16
  • 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.
  • Search WWDC video transcripts and code examples to find specific discussions, API mentions, or implementation examples for Apple development.
    Apache 2.0
  • Discover design patterns for programming problems using semantic search. Describe your challenge in natural language to receive pattern recommendations with implementation examples.
    MIT License
  • Identify design patterns for programming problems using semantic search. Describe your challenge in natural language to get pattern recommendations with implementation examples.
    MIT License
  • Search a knowledge base using semantic queries to find relevant information based on meaning rather than exact keywords.

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