Skip to main content
Glama
114,677 servers. Updated
20 Best GitHub MCP Servers: compared and ranked, November 2026Ranked from 2,153 matching servers on stars, growth, downloads and maintenance. Updated .

Matching MCP tools:

Matching MCP Connectors:

"AI-powered code generation and completion tools for IDEs like VS Code and GitHub" matching MCP servers:

GET /v1/servers – MCP directory API reference
  • A
    license
    A
    quality
    D
    maintenance
    A 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.
    27
    49 npm
    1
    MIT
  • F
    license
    B
    quality
    Not graded
    maintenance
    Turns AI assistants into full-stack software engineers with 36 tools for cognitive reasoning, code validation, project scaffolding, and AI/IDE configuration generation across 130+ programming languages, databases, and frameworks.
    35
    26 npm
    -
  • A
    license
    C
    quality
    D
    maintenance
    An experimental MCP server that enables AI assistants to interact with VS Code workspaces through file operations, code execution, and Git management. It also provides tools for Docker integration, project scaffolding, and secure command execution using project-specific configurations.
    76
    26 npm
    3
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    Renders source code as beautiful SVG or PNG images with syntax highlighting, line numbers, and diff support. Ideal for AI agents to present code visually to humans or for sharing snippets.
    2
    5 npm
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Checks a code repository without running it: Safe, Works and Complete scores with an A-F grade, catching leaked keys, dangerous calls, invented or lookalike packages, broken imports and missing project files. Standard-library Python; MCP tools scan, orphans and explain.
    5
    534 PyPI
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Provides structural, queryable understanding of a Python codebase via MCP tools, enabling direct lookups for callers, dependencies, and class hierarchies without repeated grep/read cycles.
    6
    Apache 2.0
  • F
    license
    A
    quality
    B
    maintenance
    A persistent, Git-versioned map of your whole codebase and database schema that coding agents read before they touch anything. Local-first MCP server + CLI in Go: a governed repository index of code knowledge that gives Claude Code, Codex, Cursor, and opencode long-term context, memory, and code intelligence.
    9
    1,815
    -
  • A
    license
    A
    quality
    D
    maintenance
    Enables comprehensive code analysis including quality assessment, security vulnerability detection, refactoring suggestions, complexity calculations, and automatic documentation generation for multiple programming languages.
    5
    6 npm
    MIT
  • A
    license
    C
    quality
    D
    maintenance
    A comprehensive MCP server that provides AI assistants with tools for file system management, Git integration, and shell command execution. It features specialized code utilities for analysis, formatting, and linting to enhance development workflows within Claude Desktop.
    28
    7
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Persistent project memory + architectural decisions + pre-execution safety hooks for Claude Code. Local-only storage, multi-repo workspace, automatic knowledge extraction via background auditor.
    26 npm
    14
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A local, SQLite-backed code index for Claude Code, exposed over MCP, enabling targeted code retrieval without external APIs.
    92 PyPI
    1
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    A local, cross-editor MCP server that provides persistent memory for coding agents, capturing and recalling decisions, conventions, and fixes across sessions without API keys.
    -
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI coding agents to verify code patches locally with sub-50ms neuro-symbolic analysis, detecting structural issues like dependency cycles and interface drift without consuming output tokens.
    1
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables coding agents to select bounded Python source context, run configured checks, and retrieve compact failure reports, diagnostic comparisons, and freshness evidence tied to the checked code.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that provides code quality checks for AI coding assistants, including file size limits, ESLint, architecture compliance, anti-pattern scanning, and comment compliance.
    4 npm
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    MCP server for persistent code exploration and diff-aware review, exposing explore and review tools to map call paths, blast radius, and generate explainable risk-scored reports.
    12 npm
    2
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables users to submit source code and natural-language refactoring instructions and receive modernized code that preserves existing public interfaces and behavior. It also supports checking the configured inference backend status.
    MIT