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Observability

Tools and platforms for comprehensive system observability including logs, metrics, and traces. Enables monitoring, troubleshooting, and performance analysis of applications and infrastructure.

MCP ServersBrowse all →

  • Logfire MCP Server by pydantic

    Logfire MCP Serverofficial

    pydantic
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    quality
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    A Model Context Protocol server that enables LLMs to retrieve and analyze OpenTelemetry traces and metrics from Logfire, supporting exception tracking and custom SQL queries against telemetry data.
    Last updated
    4
    161
    MIT
  • Scout Monitoring MCP by scoutapp

    Scout Monitoring MCPofficial

    scoutapp
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    license
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    quality
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    maintenance
    Enables AI assistants to access Scout Monitoring performance and error data through Scout's API. Provides traces, errors, metrics, and insights for Rails, Django, FastAPI, Laravel and other applications to help identify and fix performance issues like N+1 queries, slow endpoints, and memory bloat.
    Last updated
    13
    28
    MIT
  • LangSmith MCP Server by langchain-ai

    LangSmith MCP Serverofficial

    langchain-ai
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    quality
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    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.
    Last updated
    13
    112
    MIT
  • Rollbar MCP Server by rollbar

    Rollbar MCP Serverofficial

    rollbar
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    Enables AI assistants to interact with Rollbar error tracking and monitoring service, allowing them to diagnose issues, view item details, list deployments, retrieve session replays, and update item properties through natural language commands.
    Last updated
    8
    2,359
    27
    MIT

  • mcp-audit

    P4ST4S
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    quality
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    maintenance
    Transparent Go proxy that intercepts, signs, rate-limits, redacts, and audits all MCP JSON-RPC tool calls without modifying client or server. Stores to JSONL or SQLite with HMAC-SHA256 signatures.
    Last updated
    2
    14
    3
    Apache 2.0

  • iris-eval/mcp-server

    iris-eval
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    quality
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    maintenance
    MCP-native agent evaluation and observability server. Log traces, evaluate output quality with 12 built-in rules (PII detection, prompt injection, cost thresholds), and track agent costs. Real-time dashboard, OTel-compatible spans. Self-hosted, MIT licensed.
    Last updated
    2
    9
    58
    6
    MIT
  • Foreman MCP Server by theforeman

    Foreman MCP Serverofficial

    theforeman
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    license
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    quality
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    Enables interaction with Foreman instances to manage systems through the Model Context Protocol. It provides access to Foreman resources and tools, such as security update reports, directly within AI-powered environments like VSCode and Claude Desktop.
    Last updated
    5
    8
    GPL 3.0
  • AgentOps MCP by AgentOps-AI

    AgentOps MCPofficial

    AgentOps-AI
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    The AgentOps MCP server provides access to observability and tracing data for debugging complex AI agent runs. This adds crucial context about where the AI agent succeeds or fails.
    Last updated
    4
    51
    14
    MIT

  • Vectra AI MCP Server

    vectra-ai-research
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    quality
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    Connects AI assistants to the Vectra AI security platform to enable intelligent analysis of threat detection data and automated incident response workflows. It allows users to investigate threats, take response actions, and generate security reports using natural language.
    Last updated
    23
    4
    MIT
  • Alibaba Cloud Observability MCP Server by aliyun

    Alibaba Cloud Observabilityofficial

    aliyun
    F
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    quality
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    Provides tools for accessing Alibaba Cloud observability products including SLS (Log Service) and ARMS (Application Real-time Monitoring Service), allowing any MCP-compatible AI assistants to quickly interact with these services.
    Last updated
    9
    121

  • Shepherd MCP

    neuralis-in
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    Enables AI assistants to query and analyze AI agent sessions from observability providers like Shepherd (AIOBS) and Langfuse, allowing users to debug agent runs, compare sessions, track performance, and analyze LLM usage patterns.
    Last updated
    18
    MIT

  • prometheus-mcp

    idanfishman
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    Provides seamless integration between AI assistants and Prometheus, enabling natural language interactions with your monitoring infrastructure. This server allows for effortless querying, discovery, and analysis of metrics.
    Last updated
    10
    429
    25
    MIT

  • Grafana MCP Server

    0xteamhq
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    Enables AI assistants to interact with Grafana dashboards, datasources, alerts, incidents, and monitoring data through 43 comprehensive tools. Supports querying Prometheus metrics, Loki logs, managing incidents, and dashboard operations with full authentication support.
    Last updated
    43
    2,363
    2
    MIT

  • hny-mcp

    honeycombio
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    license
    A
    quality
    F
    maintenance
    Server for interacting with Honeycomb observability data. This server enables LLMs like Claude to directly analyze and query your Honeycomb datasets.
    Last updated
    14
    2
    43
    MIT

  • Agent Feedback Loop

    AiAgentKarl
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    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.
    Last updated
    4
    MIT

  • perfsonar-mcp

    ajragusa
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    An MCP server for perfSONAR that enables querying historical network measurements, discovering global testpoints, and scheduling active network tests. It provides tools for monitoring throughput, latency, and packet loss through integration with measurement archives and pScheduler.
    Last updated
    13
    MIT

  • wazuh-mcp

    solomonneas
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    An MCP server for the Wazuh SIEM/XDR platform that enables users to query agents, security alerts, detection rules, and decoders through Claude or other MCP clients. It provides specialized tools and prompts for investigating security alerts, performing agent health checks, and generating environmental security overviews.
    Last updated
    25
    10
    2
    MIT

  • Log Analyzer MCP

    Fato07
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    license
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    quality
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    maintenance
    An MCP server for AI-powered log analysis that enables parsing, searching, and debugging across nine log formats directly within Claude. It features automated error extraction, sensitive data scanning, and streaming support for large log files.
    Last updated
    14
    5
    MIT

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