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"Debugging Code and Granting Access to Docker" matching MCP servers:
- Alicense-qualityDmaintenanceProvides intelligent error detection and debugging capabilities across multiple programming languages with real-time monitoring of build, lint, runtime, console, and test errors. Offers AI-enhanced error analysis with automated resolution suggestions and context-aware debugging.MIT
- AlicenseAqualityCmaintenanceMCP server with local vector search for your codebase. Smart indexing, semantic search, Git history — all offline.747MIT

cocoindex-codeofficial
AlicenseAqualityAmaintenanceembedded code search engine CLI -AST based that just works - improves speed and efficiency for coding agent12,636Apache 2.0- AlicenseAqualityAmaintenanceAn MCP server that provides dynamic codebase context to Claude Code through tools like hybrid search, recent changes, and symbol definitions, enhancing AI-assisted coding with local RAG.8MIT
- AlicenseAqualityCmaintenanceGemini-powered MCP server for automated code review, analysis, and documentation.1346MIT
- AlicenseAqualityBmaintenanceConnects Kimi Code with Claude Code, enabling Claude to delegate bulk codebase reading to Kimi (256K context) for cost savings, while Claude focuses on reasoning and code edits.87259MIT
- AlicenseAqualityCmaintenanceProvides structural, queryable understanding of a Python codebase via MCP tools, enabling direct lookups for callers, dependencies, and class hierarchies without repeated grep/read cycles.6Apache 2.0

Code-Fundi MCP Serverofficial
AlicenseAqualityAmaintenanceA production-grade MCP server for the Code-Fundi API, enabling AI agents to map codebases, search semantically, and analyze blast radius. It provides tools for repository management, AI-powered research, and impact analysis before shipping changes.27841MIT- AlicenseAqualityDmaintenanceEnables comprehensive code analysis including quality assessment, security vulnerability detection, refactoring suggestions, complexity calculations, and automatic documentation generation for multiple programming languages.59MIT

mcp-code-snippetsofficial
Alicense-qualityCmaintenanceAllows agents to lookup code snippets in your project. Uses a remote MCP server with a collection of code snippets, with support for automatic project language detection.12Apache 2.0
Code Scalpelofficial
Alicense-qualityCmaintenanceEnables AI assistants to surgically extract and analyze code, reducing token usage and costs by up to 200x compared to reading entire files.16MIT- Alicense-qualityDmaintenanceA local, SQLite-backed code index for Claude Code, exposed over MCP, enabling targeted code retrieval without external APIs.1MIT
- Alicense-qualityDmaintenanceProvides tools for AI-driven development workflows including file system operations, code analysis, code execution, web fetching, and search.Apache 2.0
- Alicense-qualityCmaintenanceProvides semantic code search and code insights via a knowledge graph, enabling AI to understand, navigate, and modify complex projects with deep dependency and architecture analysis.MIT
- Alicense-qualityDmaintenanceEnables AI coding assistants to automatically scan, store, and query API endpoints from codebases, providing instant lookup and semantic search to reduce context switching and token consumption.1MIT
- Alicense-qualityBmaintenanceAn MCP server that provides code quality checks for AI coding assistants, including file size limits, ESLint, architecture compliance, anti-pattern scanning, and comment compliance.127MIT
- Alicense-qualityBmaintenanceTracks the complete lineage and DNA of every line of code, enabling impact analysis, bug risk prediction, and code archaeology through deterministic analysis of git history and AST.MIT
- Alicense-qualityDmaintenanceAn AI-powered code review agent that leverages Model Context Protocol (MCP) and Claude to provide intelligent, context-aware code reviews.MIT
- Alicense-qualityDmaintenanceAn MCP server that provides six code review tools for use with Claude Code or any MCP client. Each tool reads a file from disk, pairs its contents with a structured review prompt, and returns the bundle for the LLM to evaluate.MIT