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76,924 servers. Updated
20 Best GitHub MCP Servers — compared and ranked, August 2026Ranked from 1,620 matching servers on stars, growth, downloads and maintenance. Updated .

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"Exploring AI Tools and Resources on GitHub" matching MCP servers:

  • ai-cortex

    ai-creed
    A
    license
    Not graded
    quality
    B
    maintenance
    Provides durable project context for coding agents, including project maps, session history, and explicit memories, all stored locally.
    74
    6
    MIT

  • Apple Tools MCP

    sfls1397
    A
    license
    Not graded
    quality
    Not graded
    maintenance
    Enables semantic search across Apple Mail, Messages, Calendar, and Contacts on macOS using natural language queries. All processing happens locally with privacy-first vector indexing for fast similarity search.

  • msp-tools-mcp

    Jackson-DM
    F
    license
    A
    quality
    B
    maintenance
    Provides MSP support tools (ticket search, draft response, KB search, update) with a deterministic security guardrail that refuses to draft responses for security tickets based on content scanning, even if mislabeled.
    5

  • ai-r

    pro-target
    A
    license
    A
    quality
    B
    maintenance
    Provides a read-only interface to audit and continue coding agent sessions by extracting plans, intents, and edit authorship from history across multiple agents (Claude, Codex, OpenCode, Antigravity, Pi) via MCP, CLI, and Python SDK.
    18
    3
    MIT

  • AI-Collab-Memory

    sodam-ai
    A
    license
    A
    quality
    Not graded
    maintenance
    An MCP server for managing work logs, research results, and task checkpoints to enable seamless collaboration and state recovery between AI agents. It provides a persistent memory layer for tracking project history and resuming workflows across different sessions or tools.
    7
    3

  • File AI

    flyfish-dev
    A
    license
    B
    quality
    C
    maintenance
    A read-only MCP server that provides document awareness for agents by parsing local files into structured profiles, blocks, chunks, and search results, enabling agents to understand and cite document content without dealing with raw file formats.
    5
    38
    3
    Apache 2.0

  • Coach AI

    94aharris
    F
    license
    B
    quality
    D
    maintenance
    A productivity coaching assistant designed for ADHD support that provides intelligent task management, goal tracking, and personalized recommendations. It utilizes a persistent memory system to learn user patterns and preferences, helping to reduce decision paralysis through actionable suggestions.
    28
    1

  • ai-dememory

    GonzaloTorreras
    A
    license
    B
    quality
    A
    maintenance
    Personal multi-LLM memory repository using Markdown as source of truth, SQLite FTS5 for retrieval, and MCP tools for search, context, and write proposals.
    74
    Apache 2.0

  • On Board

    swisspra
    A
    license
    B
    quality
    A
    maintenance
    On Board is a local MCP server that gives multiple AI agents and IDEs a shared project memory, ticket queue, and handoff history, so agents can seamlessly continue each other's work. It supports agent-to-agent wake events, enabling autonomous workflows like reject-fix-resubmit cycles without human relay.
    30
    3
    Apache 2.0

  • Hi-AI

    ssdeanx
    A
    license
    C
    quality
    D
    maintenance
    AI development assistant with 36 specialized tools for memory management, code analysis, project planning, and problem-solving through natural language interactions in Korean and English.
    36
    3
    MIT
  • Aiqbee AI by AIQBee

    Aiqbee AIofficial

    AIQBee
    A
    license
    Not graded
    quality
    F
    maintenance
    Enables AI assistants to search, create, and manage knowledge graphs in Aiqbee brains for architecture, portfolio, and digital strategy.
    7
    MIT

  • widemem-ai

    remete618
    A
    license
    Not graded
    quality
    A
    maintenance
    Open-source AI memory layer for LLM agents. Importance scoring, temporal decay, hierarchical memory (facts, summaries, themes), YMYL prioritization, and active retrieval with contradiction detection. Supports OpenAI, Anthropic, Ollama. Local-first with SQLite + FAISS.
    48
    Apache 2.0

  • simple-ai-provenance

    beedev
    A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that tracks AI prompts in Claude Code and automatically annotates git commits with the history of what was asked. It provides tools to query session summaries, retrieve uncommitted work, and manage AI provenance directly within Claude.
    AGPL 3.0

  • ai-memory

    hyxnj666-creator
    A
    license
    Not graded
    quality
    C
    maintenance
    Turn editor chat history (Cursor/Claude Code/Windsurf/Copilot/Codex CLI) into typed Markdown memories + AGENTS.md + Cursor Rules via MCP. Local-first, git-trackable.
    20
    43
    MIT

  • ai-memory

    alphaonedev
    A
    license
    Not graded
    quality
    A
    maintenance
    Persistent memory for any AI assistant. Zero token cost until recall. Stores memories in local SQLite, ranks by 6-factor scoring, returns results 79% smaller than JSON. Works with Claude, ChatGPT, Grok, Cursor, Windsurf, and any MCP client.
    43
    Apache 2.0

  • macos-mcp-tools

    HachiTogo
    A
    license
    Not graded
    quality
    A
    maintenance
    A collection of MCP servers for Apple macOS apps (Mail, Contacts, Notes, Memory, Messages, Calendar, Reminders) enabling AI assistants to read, search, create, and update data via JXA, SQLite, and EventKit.
    12
    MIT