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"Interaction or Feedback Enhancement to Increase Frequency/Attempts" matching MCP servers:

  • Agent Feedback Loop

    AiAgentKarl
    A
    license
    A
    quality
    D
    maintenance
    Enables agents to report and query performance metrics to build a community-driven quality database for MCP tools. This server helps agents discover and select the most reliable tools based on success rates and user-reported quality scores.
    4
    MIT

  • cutie-mcp

    Stig-Johnny
    F
    license
    B
    quality
    C
    maintenance
    Enables interaction with the Cuti-E admin API to manage conversations, reply to user feedback, and monitor platform analytics. It allows for tracking active user stats, managing team members, and updating app configurations directly through MCP-compatible clients.
    16

  • Debug MCP Server

    rob-long
    -
    license
    Not graded
    quality
    Not graded
    maintenance
    Enables AI-powered debugging through structured logging with pattern recognition and intelligent analysis. Allows applications to write structured logs and receive actionable debugging insights based on error patterns and frequency analysis.

  • gripe-mcp

    retospect
    A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to self-report bugs, ambiguities, and improvement requests via a single report_issue tool, logging to PostgreSQL or JSONL with severity and mode classification.
    1
    LGPL 3.0

  • sanitycheck-mcp

    zetlen
    A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to check the health of internet infrastructure and specific services, helping diagnose whether issues are local or external.
    3
    24
    ISC

  • Sparkplug MCP Server

    emqx
    F
    license
    A
    quality
    D
    maintenance
    Enables natural language interaction with industrial IoT devices using Sparkplug B, allowing users to query real-time data, analyze historical metrics, and monitor device status.
    4
    9

  • GA4 MCP Server

    wonyoungseong
    F
    license
    A
    quality
    D
    maintenance
    Enables interaction with Google Analytics 4 to manage accounts, run standard or realtime reports, and validate event parameters. It supports dual authentication methods and integrates with GTM for end-to-end data collection orchestration.
    8

  • Beszel MCP Server

    Red5d
    A
    license
    A
    quality
    D
    maintenance
    Enables interaction with Beszel system monitoring tool to query system and container statistics, manage alerts, and monitor infrastructure through its PocketBase backend.
    6
    5
    MIT

  • loopsense

    jarvisassistantux
    A
    license
    A
    quality
    D
    maintenance
    LoopSense is an open-source MCP server that closes the feedback loop for AI coding agents — giving them real-time visibility into CI results, deployments, test outcomes, and file system changes.
    9
    15
    2
    MIT

  • Glitchtip MCP Server

    CleverMobi
    A
    license
    A
    quality
    D
    maintenance
    Enables interaction with Glitchtip error tracking platform through natural language. Provides access to issues, events, projects, teams, and organization management for comprehensive error monitoring and debugging.
    7
    33
    3
    AGPL 3.0

  • GitHub Copilot Usage MCP

    lucasliet
    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
    27
    MIT

  • Qinglong MCP Server

    pholex
    A
    license
    A
    quality
    D
    maintenance
    Enables interaction with Qinglong Panel (青龙面板) to query, execute, and monitor scheduled tasks and subscriptions, including viewing task lists, running tasks synchronously or asynchronously, retrieving execution logs and status.
    7
    1
    Apache 2.0

  • posthog-mcp

    israpasos
    A
    license
    B
    quality
    D
    maintenance
    Enables interaction with PostHog analytics platform, allowing users to list projects, create annotations, and search insights through natural language in Claude Desktop.
    5
    MIT

  • Admina MCP Server

    moneyforward-i
    A
    license
    B
    quality
    A
    maintenance
    Enables interaction with the Admina API to manage and query organizational SaaS resources including devices, user identities, service integrations, and account information across multiple services.
    31
    326
    6
    Apache 2.0