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maintenanceEnables AI coding agents to efficiently query code context via a symbol graph, reducing token usage by up to 20x.
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"Search for the letter or symbol 'y'" matching MCP servers:
- FlicenseCqualityDmaintenanceA Model Context Protocol server that helps programmers understand code by providing explanations, tech stack analysis, and best practice suggestions through prompt templates.3261
- AlicenseNot gradedqualityCmaintenanceEnterprise-grade code intelligence server for AI assistants that analyzes codebases for due diligence, tech debt, security vulnerabilities, and code quality.1MIT
- AlicenseNot gradedqualityDmaintenanceEnables semantic code search across indexed code folders using vector embeddings, with support for multiple embedding providers and automatic file watching. Provides an admin UI and integrates with MCP clients for natural language code queries.MIT
- AlicenseNot gradedqualityBmaintenanceSemantic + lexical code search as an MCP server. Agents query in natural language and get back ranked file:line ranges to read precisely.9MIT
- FlicenseNot gradedqualityDmaintenanceEnables LLMs to perform high-performance code search and analysis across multiple languages using symbol indexing, regex text search, and structural AST pattern matching. It also provides tools for technology stack detection and dependency analysis with persistent caching for optimized performance.7
- AlicenseAqualityDmaintenanceEnables blazingly fast file and content searching in large codebases using ripgrep, with intelligent filtering, fuzzy finding, and directory tree visualization while respecting .gitignore and avoiding common bloat directories.4132MIT
- AlicenseAqualityCmaintenanceIntegrates Google's Gemini AI models into Claude Code and other MCP clients to provide second opinions, code comparisons, and token counting. It supports streaming responses and multi-turn conversations directly within your existing AI development workflow.3Apache 2.0
- FlicenseAqualityDmaintenanceClones a Git repo into a temp directory so MCP clients can search and read files from another repo for context.59
- FlicenseAqualityDmaintenanceEnables AI agents to perform semantic code search across entire codebases using natural language queries. Provides fast indexing and ranked search results with line numbers and file paths through the Seroost search engine.3127
- AlicenseAqualityBmaintenanceEnables AI coding assistants to semantically search codebases by meaning rather than exact text, with zero external daemons and fully local embeddings. Works out-of-the-box with Claude Code, Gemini CLI, Antigravity, and Cursor.4MIT
- AlicenseAqualityDmaintenanceHigh-performance code understanding toolkit that enables batch reading of multiple files with dependency context, structural outline extraction with Java annotation awareness, and precise location of classes/methods across large codebases.311MIT
- AlicenseAqualityDmaintenanceProvides semantic code search over codebases using local embeddings with natural language queries. Supports hybrid search, file watching, and respects .gitignore.115MIT
- AlicenseBqualityDmaintenanceEnables intelligent code analysis and search across repositories using the CodeRank algorithm (inspired by PageRank) to identify critical modules, trace dependencies, find code hotspots, and perform context-aware keyword searches with importance-ranked results.2132Apache 2.0
- FlicenseDqualityDmaintenanceEnables AI agents to perform semantic search over codebases by converting natural language queries into efficient search patterns like grep and ripgrep. It utilizes LLMs to verify relevance and find code snippets that traditional keyword-based searches might miss.1
- AlicenseNot gradedqualityBmaintenanceProvides AI agents with ground-truth knowledge of Strapi projects by reading real schema files, enabling accurate queries and safe refactoring operations.MIT
- AlicenseNot gradedqualityBmaintenanceEnables AI coding agents to perform semantic code search locally, finding code by meaning rather than exact keywords.3MIT
- AlicenseNot gradedqualityAmaintenanceUses Claude as an independent second-model reviewer inside Codex, performing reviews on disposable Git snapshots with structured findings.MIT
Semantic Code Search MCPofficial
FlicenseNot gradedqualityDmaintenanceProvides AI coding agents with structured access to indexed codebases via semantic search, symbol analysis, and file reading tools.12- AlicenseNot gradedqualityDmaintenanceEnables Claude Code to leverage OpenAI models for expert code review, deep architecture analysis, and security audits, with automatic markdown report generation.MIT
