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"How to execute custom code in a Linux Docker container" matching MCP servers:
- AlicenseAqualityBmaintenanceCall OpenAI Codex from Claude Code for independent second opinions, structured code review, and delegated coding tasks through a FastMCP plugin that drives the codex CLI safely.Last updated171MIT
- Alicense-qualityCmaintenanceA validation layer for AI coding assistants that enforces explicit LLM evaluations on plans, code diffs, and tests to ensure safer and higher-quality code.Last updated17MIT
- AlicenseAqualityBmaintenanceMCP server with local vector search for your codebase. Smart indexing, semantic search, Git history — all offline.Last updated746MIT

cocoindex-codeofficial
AlicenseAqualityAmaintenanceembedded code search engine CLI -AST based that just works - improves speed and efficiency for coding agentLast updated12,577Apache 2.0- AlicenseAqualityBmaintenanceAn 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.Last updated8MIT
- AlicenseAqualityCmaintenanceGemini-powered MCP server for automated code review, analysis, and documentation.Last updated13116MIT
- AlicenseAqualityAmaintenanceFast pre-commit dependency gate for AI-assisted code changes. Answers "is this safe to commit?" with a PASS/WARN/BLOCK verdict in seconds, so you can catch risky blast radius before a bad commit, not after it. No database, no heavy setup.Last updated51331MIT
- AlicenseAqualityCmaintenanceIndexes a mono-repo into a knowledge graph and provides MCP tools to query code structure—packages, components, routes, HTTP calls—without file reads or grep round-trips.Last updated7274MIT
- AlicenseAqualityAmaintenancePersistent code-knowledge memory across AI chat sessions, caching code understanding in a SQLite brain and providing MCP tools for code analysis, search, and documentation.Last updated166MIT
- 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.Last updated6Apache 2.0
- AlicenseAqualityAmaintenanceStrict AI code reviewer powered by Groq. Finds bugs, vulnerabilities and security issues in your code. Supports analyze, compare versions, explain code, generate tests, and HTML reports.Last updated72MIT
- AlicenseAqualityCmaintenanceEnables AI assistants to review GitHub and GitLab pull requests and merge requests, supporting multiple transports and custom review rules.Last updated74MIT
- AlicenseAqualityBmaintenanceA self-hosted semantic code retrieval MCP server that enables natural language queries to find relevant code snippets using Tree-sitter AST parsing, embedding, and hybrid search with reranking.Last updated12MIT
- AlicenseAqualityCmaintenanceA security filter that blocks dangerous code patterns by comparing normalized structural syntax trees against a blacklist of known threats using vector embeddings. It acts as a gatekeeper to prevent malicious code execution by identifying dangerous structures regardless of specific identifiers or literals.Last updated11MIT
- AlicenseAqualityDmaintenanceEnables comprehensive code analysis including quality assessment, security vulnerability detection, refactoring suggestions, complexity calculations, and automatic documentation generation for multiple programming languages.Last updated55MIT
- FlicenseBqualityCmaintenanceAn MCP server that indexes source code into a local database and provides tools for querying code symbols, dependencies, and tree structure for JavaScript/TypeScript, Java, and Python.Last updated7
- AlicenseBqualityDmaintenanceA Model Context Protocol server that helps large language models process code repositories by providing file tree generation, code merging, and code analysis capabilities.Last updated321MIT

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.Last updated12Apache 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.Last updated15MIT