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  • Mnemoscope

    toonight
    A
    license
    Not graded
    quality
    C
    maintenance
    Predictive context-rot scoring, Ed25519-signed agent-write journal, and working/episodic/semantic tiering for LLM agents on Markdown vaults.
    1
    Apache 2.0

  • otel-mcp

    moondef
    A
    license
    A
    quality
    D
    maintenance
    MCP server that gives AI agents access to your application's OpenTelemetry traces for querying, analysis, and debugging.
    5
    26
    2
    MIT

  • WaveGuard

    gpartin
    A
    license
    A
    quality
    D
    maintenance
    An MCP server that exposes GPU-accelerated anomaly detection to AI assistants via the Model Context Protocol. Provides two MCP tools: waveguard_scan (send training + test data in one call, returns per-sample anomaly scores and top explanatory features) and waveguard_health (check API and GPU status). Works on time series, JSON, numbers, text, and images — fully stateless.
    3
    4
    MIT

  • AI Impact MCP

    anchetadev
    F
    license
    A
    quality
    B
    maintenance
    Estimates the environmental footprint of your AI use — energy (kWh), miles driven, water used for cooling, and CO₂ — plus a prompt-efficiency score, working with any AI client by measuring token usage.
    9
  • LangSmith MCP Server by langchain-ai

    LangSmith MCP Serverofficial

    langchain-ai
    A
    license
    A
    quality
    B
    maintenance
    Enables language models to access LangSmith observability platform features including fetching conversation history, managing prompts, retrieving traces and runs, working with datasets and examples, and analyzing experiments.
    13
    131
    MIT

  • seq-mcp

    MCLifeLeader
    A
    license
    D
    quality
    B
    maintenance
    A Model Context Protocol server that provides AI agents with controlled read access to Datalust Seq instances for log analysis and monitoring. It enables agents to search events, execute data queries, and retrieve information about signals, dashboards, and alerts.
    100
    2
    MIT
  • borg-mcp by borgbackup

    borg-mcpofficial

    borgbackup
    A
    license
    Not graded
    quality
    A
    maintenance
    A read-only MCP server for BorgBackup that lets AI agents query backup status, repository info, archive listings, and prune previews without modifying or destroying backups.
    1
    BSD 3-Clause
  • DebugBundle by debugbundle

    DebugBundleofficial

    debugbundle
    A
    license
    Not graded
    quality
    A
    maintenance
    DebugBundle helps AI agents investigate production incidents with deterministic debug bundles, reproductions, health checks, and diagnostics. It exposes incident inspection, bundle retrieval, and ops management tools over MCP.
    6
    AGPL 3.0
  • uptrack-mcp by Uptrack-App

    uptrack-mcpofficial

    Uptrack-App
    A
    license
    Not graded
    quality
    D
    maintenance
    MCP server for Uptrack uptime monitoring. Manage monitors and incidents from AI agents like Claude, ChatGPT, and Cursor.
    17
    MIT

  • ThousandEyes MCP

    CiscoDevNet
    A
    license
    Not graded
    quality
    F
    maintenance
    Enables AI assistants to query Cisco ThousandEyes v7 API for network monitoring data including tests, agents, alerts, dashboards, and test results (network, page-load, web-transactions, path visualization) for faster troubleshooting through natural language.
    2
    Apache 2.0

  • Grafana FastMCP Server

    sandersouza
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables MCP-compatible agents to interact with Grafana instances for searching, creating, and updating dashboards, exploring logs via Loki, querying datasources, managing alerts, incidents, and on-call shifts, and accessing observability data.
    8
    Apache 2.0

  • VMware_MCP_SERVER

    DanilenkA
    A
    license
    Not graded
    quality
    B
    maintenance
    MCP server that provides AI agents with comprehensive access to VMware vSphere operations, including VM management, monitoring, and vSAN read-only monitoring, through a secure Docker environment.
    Apache 2.0

  • Honeybadger MCP Server

    bobtista
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI agents to interact with the Honeybadger error monitoring service to list, filter, and analyze fault data. It provides tools for fetching error lists and retrieving detailed fault information from Honeybadger projects.
    1
    MIT

  • At-grafana

    xwamt
    A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI agents to read Grafana dashboards, alert rules, and query datasources (Prometheus, Loki, etc.) through MCP tools, integrating Grafana monitoring into the IDE.
    MIT

  • langfuse-observability-mcp

    Sesame2
    A
    license
    Not graded
    quality
    B
    maintenance
    A read-only MCP server that enables agents to query and analyze Langfuse observability data, including traces, sessions, observations, scores, and metrics.
    MIT