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97,619 servers. Updated
20 Best GitHub MCP Servers: compared and ranked, October 2026Ranked from 1,788 matching servers on stars, growth, downloads and maintenance. Updated .

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"AI coding assistant with visual UI interaction, GitHub integration, and adaptive agent system" matching MCP servers:

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  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables integration with financial transaction data through REST APIs, PostgreSQL databases, and document storage systems. Demonstrates agentic AI capabilities by connecting to Alpha Vantage API and managing financial data through natural language interactions.
    -
  • A
    license
    Not graded
    quality
    B
    maintenance
    MCP server giving agents a persistent IPython workbench and a brokered RLM engine for durable, stateful computation. Offers 30 tools for bounded model calls, artifacts, and receipts with host-owned authority.
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Adaptive MCP memory system for AI applications. Learns which retrieval strategies work for your data, scores results using cognitive science models, builds a knowledge graph automatically, and validates every parameter change against real query history before adopting it. Patent pending.
    21 npm
    4
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Exposes GitHub issue and pull-request triage capabilities to any MCP client: fetching repository context, classifying and prioritizing requests, finding duplicates, and applying labels, comments, assignments, closures, or reopenings. All writes are policy-gated, dry-run by default, and destructive actions require explicit two-step human confirmation.
    10
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    A production-quality multi-agent research system with an arXiv MCP server and LangGraph-based research agents, providing search, details, and cached summaries via SQLite.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables exposing product capabilities to ChatGPT, Claude, and other MCP clients via a stateless Streamable HTTP endpoint with OAuth resource binding and structured-output helpers.
    MIT