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90,512 servers. Updated
20 Best GitHub MCP Servers: compared and ranked, September 2026Ranked from 1,676 matching servers on stars, growth, downloads and maintenance. Updated .

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"Exploring a GitHub repository and creating a detailed flowchart of its functionality" matching MCP servers:

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  • A
    license
    Not graded
    quality
    C
    maintenance
    An MCP server that extends AI coding assistants with deterministic, algorithmic capabilities such as code analysis, fault localization, and formal verification, enabling an autonomous engineering team within the IDE.
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Exposes the four Ejentum cognitive harnesses (reasoning, code, anti-deception, memory) as MCP tools any agentic client can call. Drop-in scaffolding that catches LLM failure modes like sycophancy, hallucination, and reasoning shortcuts.
    4
    40 npm
    16
    MIT
  • F
    license
    A
    quality
    B
    maintenance
    A generic OpenAI-compatible subagent MCP server that lets Claude Code delegate coding grunt-work to a local model via a tool-calling agent loop, with configurable concurrency and backend.
    1
    -
  • A
    license
    A
    quality
    C
    maintenance
    Delegates coding tasks to the locally installed Kimi Code CLI, reusing its auth, models, and configuration while adding tools for sessions, replies, model discovery, live turn steering, and history access.
    7
    144 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Run DeepSeek as a real sub-agent inside Claude Code / Codex CLI — not just a single LLM call. DeepSeek gets its own 7-tool agent loop (Read/Write/Edit/Bash/Glob/Grep/NotebookEdit) inside a sandboxed workspace.
    2
    34
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI coding agents like Claude Code or Codex to delegate tasks to a DeepSeek Harness subagent with its own context window, providing tools for task delegation, result waiting, continuation, and supervision with sandboxed execution.
    6
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    A local AST and type-aware Go repository context indexer that uses CHA to map symbols, call graphs, dependencies, and architecture patterns. Built for AI coding agents that need to navigate and reason about large Go codebases without reading raw files.
    67
    223
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables multiple AI agents to collaborate on the same git repository by coordinating work via a shared claims branch, detecting file conflicts before they happen.
    9
    23 PyPI
    PolyForm Noncommercial 1.0.0
  • A
    license
    A
    quality
    C
    maintenance
    Wraps the Claude Agent SDK as MCP servers, letting you spawn multiple specialized Claude Code agents — each with its own model, tools, system prompt, and personality — from any MCP client.
    5
    81 npm
    21
    ISC
  • F
    license
    A
    quality
    C
    maintenance
    Prevents coding agents from repeatedly attempting the same failed fix by tracking attempts and blocking further fixes until the agent uses its own web search tool.
    4
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  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to perform software engineering tasks inside an isolated, deterministic sandbox—exploring repositories, reproducing failures, applying patches, running tests, and verifying solutions against hidden suites through MCP tools.
    8
    MIT