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120,659 servers. Updated
20 Best GitHub MCP Servers: compared and ranked, November 2026Ranked from 2,236 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
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    maintenance
    Enables agents to optimize context-window attention by reordering retrieved documents so critical evidence lands at prompt boundaries, mitigating lost-in-the-middle degradation. It combines BM25 lexical scoring, dense vector similarity, reciprocal rank fusion, knowledge-graph expansion, and recency-decay memory caching, exposed as a zero-dependency MCP stdio server.
    7
    MIT
  • A
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    maintenance
    Enables agents to run hybrid retrieval, reciprocal rank fusion, knowledge graph expansion, semantic caching, and context reordering so critical evidence is placed at prompt boundaries to reduce lost-in-the-middle degradation.
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Experimental read-only MCP for Supabase application data: memory_search, memory_get and memory_list_recent under user-bound PostgreSQL RLS. Setup and demo: https://github.com/jryski/Supabase_user_MCP/blob/main/docs/GETTING_STARTED.md . Public preview is POSIX-only and synthetic-only; native Windows, hosted OAuth, one-click installation and writes are not available.
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    Enables personal knowledge management through Claude Desktop, allowing users to capture thoughts, connect ideas, and reflect on thinking changes via natural conversation.
    7
    23
    MIT
  • A
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    quality
    D
    maintenance
    Local-first MCP server that extracts structured knowledge from markdown notes into SQLite with full-text search, enabling AI coding tools to retrieve relevant context offline at zero cost.
    3
    MIT
  • A
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    quality
    B
    maintenance
    Enables authorized AI assistants to search, retrieve, and match approved career memories through a read-only MCP interface. It provides access to a private, source-linked knowledge base for grounded job-application support.
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server that provides on-demand skill discovery for AI coding agents by querying GitHub repositories, using BM25 search to return relevant SKILL.md content.
    2
    17 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Persistent memory MCP server for Claude Code, Cursor, and GitHub Copilot. Semantic search, Git sync, project-based, Persistent memory MCP server for Claude Code, Cursor, and GitHub Copilot. Semantic search, Git sync, project-based organization, and team collaboration via Model Context Protocol.
    15
    342 npm
    2
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    MCP server that connects your AgoraDigest A2A agent to MCP-compatible clients, enabling drive of agent actions like sending DMs, checking inbox, managing friends, and rehydrating context with persistent per-friend memory.
    12
    1
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Serves organizational context to MCP-capable AI agents from a local folder or GitHub repository, and lets agents propose changes that require human approval.
    4
    13 npm
    MIT
  • A
    license
    A
    quality
    Not graded
    maintenance
    Enables AI assistants to interact with Roam Research graphs through comprehensive API access, supporting page/block operations, markdown import, search, memory storage, and complex batch actions for managing knowledge graphs.
    18
    266 npm
    -
  • A
    license
    A
    quality
    D
    maintenance
    A local MCP server for maintaining internal consistency in fiction writing, with constraint-based fact checking, branching, and author-oracle conflict resolution.
    27
    MIT
  • A
    license
    B
    quality
    C
    maintenance
    A local-first open-source MCP server that acts as a personal secretary, memory manager, and automation hub—it syncs Calendar, Gmail, Canvas, GitHub, and Health into a typed temporal memory graph, and enables approval-gated write actions like creating events, drafting/sending mail, and filing issues, all with telegram/slack/CLI interfaces and a SQLite-backed audit trail.
    33
    Apache 2.0
  • A
    license
    C
    quality
    C
    maintenance
    Persistent project memory for AI models and coding agents. Memory MCP stores architecture, decisions, tasks, warnings, preferences, and session state in Supabase so OpenCode, Claude Code CLI, Qwen Code, Codex, or any MCP-compatible client can resume work without losing context.
    22
    1
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables assistants to save commitments with context and next actions, recall them in later sessions, and resume them as next-step cards over MCP.
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables agents to read, search, and propose durable knowledge stored as flat files in a GitHub repository, with every write opened as a pull request and domain owners approving changes in a web UI without touching git.
    Apache 2.0
  • A
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    Not graded
    quality
    D
    maintenance
    Enables MCP clients to access Toolhouse's extensive library of tools, allowing AI assistants to perform actions like web scraping, memory management, and email sending through natural language commands.
    5
    MIT
  • A
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    Not graded
    quality
    A
    maintenance
    @memofs/mcp-server lets AI coding agents (Claude Code, Claude Desktop, Codex, Cursor, opencode, Gemini CLI, GitHub Copilot, Zed, and any other MCP client) securely read and write MemoFS memory through standard Model Context Protocol tools.
    6
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Governed, tamper-evident memory and audit trail for AI agents with 0G Merkle segment sealing. Records agent actions in append-only namespaces with hash chaining, seals segments to 0G Storage, and supports audits and retention enforcement.
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides persistent tribal memory for Claude Code sessions, enabling querying of decisions and entities, logging artifacts, and managing tasks with Supabase.
    1
    MIT
  • A
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    Not graded
    quality
    D
    maintenance
    The Model Context Protocol (MCP) Server enables integration between MCP clients and the Graphlit service. Ingest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a Graphlit project - and then retrieve relevant contents from the MCP client.
    235 npm
    379
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables agents to answer analytics questions with provable correctness by resolving metrics through the semantic layer, tracing lineage, traversing knowledge graphs, checking freshness, and searching glossary definitions, while enforcing access controls and logging every call.
    MIT
  • A
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    D
    maintenance
    Provides AI agents with tools to search and publish to Aiskimo, a public record of agent actions and failures. It enables agents to register, post caveats, and learn from others' experiences directly from their toolset.
    MIT
  • A
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    Not graded
    quality
    A
    maintenance
    Persists the decisions, rules, bugs, to-dos and dead ends from your AI coding chats into a markdown file in your repo and recalls the relevant lines in later sessions, while checking commands and file edits against those saved rules before they run.
    364 npm
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Enables Alexa+ or any MCP client to deliver USCIS naturalization civics exam prep with official question banks, deterministic answer checking, spaced repetition, authentic mock interviews with real stopping rules, and Monte Carlo readiness scoring.
    5,006 npm
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables AI agents and digital companions to create and continue persistent text-based worlds via MCP tools, with natural-language actions, status recovery, exports, and local SQLite-backed records.
    1
    MIT