Semantic Code Search MCPofficial
F
license-
qualityD
maintenanceProvides AI coding agents with structured access to indexed codebases via semantic search, symbol analysis, and file reading tools.
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"A server for finding code examples on GitLab using semantic search" matching MCP servers:
- Flicense-qualityDmaintenanceEnables semantic search over documentation stored in a Vectorize database using the Cloudflare Agents SDK, allowing users to query indexed content via natural language.4
- Alicense-qualityDmaintenanceEnables 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
- Alicense-qualityBmaintenanceSemantic + lexical code search as an MCP server. Agents query in natural language and get back ranked file:line ranges to read precisely.9MIT
- 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
- Flicense-qualityDmaintenanceEnables 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
- AlicenseAqualityDmaintenanceMCP server enabling Claude Code to capture screenshots of Windows applications through WSL2, allowing AI to diagnose UI errors and verify layouts.11MIT
- AlicenseAqualityDmaintenanceEnables semantic code search across local projects and Git repositories using AI embeddings with ChromaDB. Supports both OpenAI and local Ollama models for private, enterprise-ready code analysis and similar code discovery.44MIT
- AlicenseCqualityAmaintenanceGitLab MCP Server (with activity tracking and group projects listing features) This server is based on the original GitLab MCP server with Group Projects Listing and Activity Tracking enhancements8640362MIT
- AlicenseCqualityAmaintenanceA production-ready MCP server for GitLab enabling AI assistants to read and manage GitLab projects, merge requests, issues, pipelines, wikis, releases, and more through a unified interface.1005149MIT
- Alicense-qualityDmaintenanceEnables AI assistants to interact with GitLab merge requests, review code changes, search projects, and create draft comments for code review workflows.40MIT
- Alicense-qualityDmaintenanceA Model Context Protocol server for self-hosted GitLab instances, enabling users to manage issues, merge requests, pipelines, and more via Claude Code.17MIT
- Alicense-qualityDmaintenanceEnables AI assistants to interact with GitLab for managing projects, branches, issues, and merge requests. It provides tools for searching code and performing file operations like reading and writing directly within repositories.26MIT
- Alicense-qualityCmaintenanceA TypeScript-based MCP server that enables code search, file reading, and project management via the GitLab API.171ISC
- Flicense-qualityBmaintenanceMCP server that gives AI agents access to current web information through web_search and fetch_url tools, using Tavily, Brave, and DuckDuckGo providers with automatic fallback.
- AlicenseAqualityBmaintenanceMCP server that acts as a thin proxy over GitLab REST API v4, enabling users to list merge requests, view diffs, and leave inline comments without leaving their MCP client.13514MIT
- AlicenseAqualityBmaintenanceDrives a real Chromium browser to extract a page's DOM into compact Semantic JSON with Playwright-native locators, enabling AI agents to generate consistent, accurate Playwright tests.4273MIT
- FlicenseAqualityBmaintenanceA local stdio MCP server that exposes compact semantic observations from UI elements annotated with data-agent-* hints, designed to work alongside the official Playwright MCP for browser automation.2
- AlicenseAqualityBmaintenanceProvides full control over GitLab epics, issues, merge requests, pipelines, and more via a conversational interface, with dry-run safety.100262MIT
- AlicenseAqualityAmaintenanceEnables AI-powered exploration and interaction with GitLab instances through comprehensive search, code browsing, and repository management. Supports both self-hosted and GitLab.com with flexible authentication for read and write operations.6317510MIT