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82,975 servers. Updated
20 Best GitHub MCP Servers: compared and ranked, September 2026Ranked from 1,495 matching servers on stars, growth, downloads and maintenance. Updated .

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"MiniMax MCP (Model Context Protocol) GitHub Repository" matching MCP servers:

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  • F
    license
    B
    quality
    D
    maintenance
    Tracks protocol adherence and maintains audit trails for Claude sessions, providing tools for logging steps, activities, and violations, and computing compliance scores.
    8
    -
  • A
    license
    A
    quality
    A
    maintenance
    An MCP server that records agent execution metrics and exposes a Context Window Explorer to visualize exactly what entered the model's context window across sessions, tokens, and tool calls.
    8
    3
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Windows tray process that exposes local ambient context (presence, foreground app, battery, etc.) as MCP tools with privacy classification and opt-in controls.
    3
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to access real-time Windows PC context including active window, system performance, screen time, productivity analytics, and historical usage through MCP tools.
    2
    -
  • F
    license
    A
    quality
    B
    maintenance
    Enables assistants to read-only explore and analyze Grafana dashboards and data sources, execute queries against Prometheus and Azure Log Analytics, and run guided investigation workflows.
    7
    2
    -
  • A
    license
    A
    quality
    C
    maintenance
    A minimal MCP server that exposes health-check and server information tools over stdio or HTTP, and can be containerized and deployed to IBM Code Engine.
    2
    Apache 2.0
  • F
    license
    Not graded
    quality
    C
    maintenance
    Provides a read-only interface to Kubernetes clusters, enabling LLMs to list pods, get pod status and logs, fetch deployment manifests, and perform pod health analysis with resource trend tracking.
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    Provides unified project context and monitoring capabilities including project health metrics, build diagnostics, Git integration, and infrastructure validation to initialize development sessions with comprehensive project information.
    -
  • A
    license
    A
    quality
    F
    maintenance
    An MCP server that retrieves current GitHub Copilot usage data, including quotas, limits, and usage statistics. It allows AI agents to monitor premium interaction status and detailed account usage via raw or formatted summaries.
    3
    16
    MIT
  • F
    license
    B
    quality
    D
    maintenance
    A Model Context Protocol server that retrieves and analyzes Sentry.io issues, allowing users to inspect error reports, stacktraces, and debugging information from their Sentry account.
    2
    22
    -
  • A
    license
    B
    quality
    F
    maintenance
    This server integrates with GitHub Advanced Security to load security alerts and bring it into your context. Supports Dependabot Security Alerts, Secret Scanning Alerts, Code Security Alerts
    3
    17
    5
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables users to measure, track, and compare response times of GitHub Copilot and other AI models. Provides statistical analysis and performance comparison tools for evaluating AI model efficiency.
    -
  • A
    license
    A
    quality
    B
    maintenance
    A Model Context Protocol (MCP) server that lets an AI assistant read and operate the Lumics network monitoring platform via its REST API.
    2
    13
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables building, validating, describing, and conformance-testing TTEOP telemetry envelopes through the Model Context Protocol.
    4
    0
    Apache 2.0