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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"Using GitLab Semantic Search for Code Implementation" matching MCP servers:
- 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
- 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
- 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
- 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
- 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
- Alicense-qualityDmaintenanceEnables AI assistants to interact with GitLab merge requests, review code changes, search projects, and create draft comments for code review workflows.34MIT
- 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.13703MIT
- 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
- 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
Semantic D1 MCPofficial
AlicenseAqualityDmaintenanceEnables AI-assisted analysis and optimization of Cloudflare D1 databases through comprehensive schema introspection, relationship mapping, validation, and optimization recommendations. Demonstrates semantic intent patterns with hexagonal architecture for maintainable database development workflows.42MIT- AlicenseBqualityDmaintenanceEnables searching, reading, and analyzing discussions on GitLab's community forum for troubleshooting CI/CD issues and GitLab features. Pre-configured with GitLab-specific search filters and optimized workflows for support scenarios.816MIT
- AlicenseBqualityCmaintenanceA Model Context Protocol (MCP) server for GitLab and Jira integration. This server allows AI agents like gemini-cli to interact with your GitLab and Jira instances.323211MIT
- AlicenseBqualityAmaintenanceA Model Context Protocol server for GitLab that provides AI agents structured access to projects, repositories, issues, merge requests, pipelines, and releases, with read-only defaults and operational controls.852581MIT
- AlicenseBqualityDmaintenanceA Model Context Protocol server that enables interaction with GitLab accounts to manage repositories, merge requests, code reviews, and CI/CD pipelines through natural language.413921MIT
- AlicenseBqualityCmaintenanceEnables natural language interactions with GitLab via Claude Code, supporting MR reviews, issue management, pipeline monitoring, and branch comparisons.37703MIT
- AlicenseCqualityBmaintenanceMCP server for GitLab that provides 85 tools covering issues, merge requests, repositories, CI/CD, wiki, packages, and attachments, with support for both gitlab.com and self-hosted instances. It can read attachments so models can see screenshots and other files.85703MIT
- MIT