Discover code by meaning and structural relationships using hybrid semantic and graph search for initial codebase exploration.
MIT
205,128 tools. Last updated 2026-06-15 05:53
"A tool for retrieving code examples from GitLab using semantic search" matching MCP tools:
- Search code repositories by semantic meaning to find relevant code symbols. Filter by programming language for targeted results.MIT
- Search WWDC video transcripts and code examples to find specific discussions, API mentions, or implementation examples. Filter by year, language, and search scope.MIT
- Search Noir source code across cloned repos using regex patterns to find function implementations, code patterns, and examples in .nr files.MIT
- Search persistent memory using semantic similarity to retrieve relevant memories and related knowledge graph facts.MIT
- Create a searchable knowledge tool for retrieving documents. Integrates selected knowledge folders into a custom tool for RAG-based document search.MIT
Matching MCP Servers
Semantic Code Search MCPofficial
Flicense-qualityFmaintenanceProvides AI coding agents with structured access to indexed codebases via semantic search, symbol analysis, and file reading tools.Last updated13- FlicenseAqualityDmaintenanceA local MCP server that provides semantic code search for Python codebases using tree-sitter for chunking and LanceDB for vector storage. It enables natural language queries to find relevant code snippets based on meaning rather than just text matching.Last updated32
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GitLab MCP — wraps the GitLab REST API v4 (BYO API key)
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- Search Aztec contract code and source files using regex patterns to find function implementations, patterns, and examples.MIT
- Resolves FHIR coded values (system and code) to OMOP standard concepts and CDM target tables, with semantic search fallback and optional recommendations.MIT
- Search Chromium source code using Google's official Code Search syntax to find functions, classes, symbols, or specific content patterns.
- Search vectorized files in a group using semantic queries to find relevant content based on meaning rather than keywords.MIT
- Search within a Presidential Circular (CB Genelgesi) using keyword or semantic query. Provide the official gazette date from prior search results.MIT
- Search specific Turkish statutes' articles using keyword queries with Boolean operators or semantic AI search for natural language questions.MIT
- Find GitLab actions by searching the local catalog. Returns schemas, hints, destructive flags, and execute examples for unclear action IDs or parameters.MIT
- Search code and documentation in the nRF Connect SDK repository using GitHub's search qualifiers to find specific files, samples, or configuration examples.MIT
- Search within a specific legislation number using keyword Boolean operators or natural language semantic queries to find matching articles.MIT
- Find specific articles within a Turkish Presidential Decree using keyword search with Boolean operators or natural language semantic search.MIT
- Retrieve complete documentation content for specific routes, including code examples, detailed explanations, and API references, after identifying relevant documentation through search.MIT
- Search GitLab projects by name or description to find relevant repositories across public and private projects using partial matching queries.Apache 2.0
- Search Turkish Presidential Decisions using keyword Boolean operators or semantic queries to find relevant content from PDF-based documents.MIT
- Indexes a codebase to build vector embeddings for semantic code search across 50+ languages. Required initial step before searching code.MIT