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117,236 servers. Updated
20 Best GitHub MCP Servers: compared and ranked, November 2026Ranked from 2,153 matching servers on stars, growth, downloads and maintenance. Updated .

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    A lightning-fast, self-hosted knowledge store and memory layer for AI agents
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    Local-first persistent memory for AI agents via MCP, enabling semantic search and memory sharing across agents with zero cloud cost and full privacy.
    8 npm
    1
    MIT
  • A
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    Enables AI agents to query LLM and multimodal model benchmarks, pricing, speed, and track model updates via structured diffs using the Artificial Analysis public API.
    7
    27 PyPI
    3
    MIT
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    Enables querying independent LLM metrics (price, speed, benchmarks, providers) from Artificial Analysis through MCP, with caching and tier-aware access.
    4
    GPL 3.0
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    Enables agents to query live artificialanalysis.ai data — leaderboards, model digests, benchmarks, pricing, cost-per-task, speed, provider endpoints, and image/video/speech/music arenas — through token-efficient table tools that need no API key. It works from the site's public RSC payloads by default, with an optional JSON-API backend (and automatic fallback) for capability and coding/agentic indexes.
    12
    1
    MIT
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    B
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    Enables AI agents to drive a full Chromium desktop browser over MCP by reading structured accessibility-tree snapshots with stable element refs and token-saving incremental updates, then navigating, clicking, typing, selecting, scrolling, and extracting page text. It also supports tab management, console logs, screenshots, and HTTP traffic capture with request/response bodies and HAR export for API inspection.
    MIT
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    An MCP server that gives Claude (or any MCP-compatible LLM) read-only access to your American Airlines AAdvantage account — mile balance, Loyalty Points progress, transaction history, upcoming trips, travel credits, and partner offers.
    13
    43 PyPI
    MIT
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    Enables Claude, Cursor, VS Code and Windsurf to store and query an auditable temporal event memory, extracting subject-verb-object events and retrieving them via hybrid semantic plus chronological search. It exposes tools for remembering, recalling, building timelines, and superseding outdated facts, with optional routing to a self-hosted PostgreSQL/Supabase database.
    1
    MIT
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    Central user-state database MCP server with durable profile facts and live virtual sensors (stress, room intensity) with configurable smoothing, readable by any agent or smart-home service.
    5
    MIT
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    Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor. This is especially useful for developing desktop applications that require complex user interactions to test.
    1
    54
    MIT
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    An MCP server that exposes any REST API to LLMs through runtime discovery, providing tools to browse endpoints, fetch schemas, and apply business rules without hardcoding or schema duplication.
    MIT
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    Enables agents to discover how a website serves its data, verify sources with evidence, export OpenAPI 3.1, and generate tested TypeScript or Python clients.
    23 npm
    MIT
  • A
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    A
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    A read-only MCP server for Anaplan that exposes 5 tools for business users to explore data through an AI assistant, with session caching and metadata gating.
    5
    MIT
  • A
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    A
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    Enables AI-assisted user feedback collection and management via a web interface, with MCP integration for automated replies and tool execution.
    1
    17 npm
    MIT
  • F
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    Exposes user, membership, and role administration tools via MCP, acting as a thin passthrough to a coordinator API with RBAC enforced by the coordinator using caller bearer tokens.
    8
    -
  • A
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    A
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    MCP server for token-user-system wallet operations, supporting balance, trend, transactions, coupons, and corporate transfer info.
    5
    9 npm
    MIT
  • A
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    A
    quality
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    maintenance
    Simulates harsh, fake user reviews to psychologically condition AI agents for enforcing disciplined development practices, with optional Ollama integration for dynamic criticism.
    1
    5 npm
    7
    MIT
  • A
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    A
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    Enables interaction with Slack workspaces as a user, supporting channel listing, message posting, threading, reactions, and user management via the Slack API.
    8
    11
    MIT
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    All-in-one Feishu/Lark MCP for Claude Code & Codex. 84 tools, 3 auth layers, send-as-user (cookie + protobuf protocol path). Covers IM, docs, bitable, wiki, drive, calendar, tasks v2, OKR, realtime WS events.
    84
    204 npm
    11
    MIT
  • A
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    An MCP server for external computer-use that launches, observes, and interacts with any X11 application via AT-SPI2 accessibility tree and xdotool input injection.
    2
    MIT
  • A
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    Enables AI agents to access and interact with a Discord user account via the Discord client API, allowing them to read servers, channels, DMs, mentions, and message history, and optionally send messages and perform other actions.
    1
    MIT
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    It enables AI agents to parse user agent strings into structured data such as browser, OS, device type, engine, and bot status, with pay-per-call micropayments via x402 and no API key or signup required.
    MIT