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MCP servers tagged observability
792 live MCP servers tagged "observability", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with observability.
Agent Audit Integrity
Two records of one agent run: the agent's own transcript vs a witness proxy's hash-chained log. Shows why a transcript monitor cannot catch a spoofed tool call.
Context Forensics MCP
MCP server for forensic analysis of Claude Code sessions: where your tokens went, what it cost, and where to compact. No API keys, read-only, offline.
passmcp
Test any Model Context Protocol server and find out, in plain language, whether it is ready for your agents — and exactly what to fix if it is not.
Statuskit
Self-hosted status page with incident timeline and subscribers
Multi Sentry MCP
Multi-org Sentry MCP server — isolated error monitoring across multiple projects from a single config. Process-level security, handoff package generation.
Miru
A local MCP server that gives LLMs direct read access to Grafana Loki logs and Prometheus metrics
Graphkoda Neo4j MCP
Read-only bounded Neo4j exploration for static code graphs and runtime flows over MCP
Superauditor
An open standard for how MCP servers report findings about their own stored state: on request, with honest counts. Spec, schema, fixtures, and a black-box checker.
Jaeger MCP Bench
A/B benchmark of MCP tool output formats for Jaeger SPM metrics. 72 randomized trials, Claude + Gemini. Built for jaegertracing/jaeger#8409.
Moltiplex Feedback
Structured agent feedback collected from Moltiplex via MCP
Quarkus MCP Observability
Production-grade MCP (Model Context Protocol) server in Quarkus - safely expose your observability stack to AI assistants.
AI Adoption Radar
AI-adoption observability on public data: scraper → SQLite → FastAPI → React/D3, plus an MCP server. 26 tests.
Trace Store
Append-only JSONL store, one durable record per MQO interaction: bind, grounding, execute, quality signals
Cfp Opensearch
Debug AI agents like distributed systems: OpenTelemetry spans through Data Prepper into OpenSearch, ten PPL investigations, and the cross-index join that proves whether an agent's…
Witness Graph
Witness Graph: a falsifiable agent harness where every claim must cite an evidence node in an append-only ledger. Metric Truth Investigator benchmark + scorer.
Agent Security Studio
Flagship AI agent security studio with risk simulation, tool approvals, RAG evals, traces, GitHub audits, tests, CI, and Pages deploy.
Connectordome
Open ASF connector builder, verifier, and registry for provenance-bearing read-only observations.
Virtual Instruments
Virtana (Virtual Instruments) — independent third-party profile of a public API surface, by API Evangelist. Virtana (formerly Virtual Instruments) is an AI-powered hybrid infrastr…
AI Operations Agent
Агентный анализ инцидентов для бэкенд-сервисов: workflow на LangGraph, интеграции через MCP, вызов инструментов и операции записи с подтверждением человеком
CausalOps
Policy-governed, evidence-grounded incident investigator over a synthetic microservice lab -- LangGraph, live Claude Sonnet 5, MCP tool dispatch, hosted Cloud Run/Firestore deploy…
Dsh Plugin MCP Panel
Read-only MCP visibility panel for DeepSeek Harness
Event Driven Agentic Platform
A lightweight multi-tenant, event-driven Agentic AI platform prototype built with FastAPI, MCP, and an orchestrator-agent architecture, featuring tenant isolation, human approval,…
Workers Honeypot
A Cloudflare Workers + D1 multi-skin honeypot for defensive security research, attack telemetry, credential-pattern analytics, and live threat visualization.
igorolv/loki-mcp-server
only Grafana Loki (2.6.1 and 3.x) for agents: label and stream discovery, bounded LogQL pages, counts by label or time bucket, and log export; several stands per server.
Outputproof
Verification infrastructure for AI agent output — assertions, LLM-as-judge scoring, audit logs, and reliability gates before generated work is trusted.
Autosre
Incident-response agent for a demo checkout service. Reads Dynatrace through the Dynatrace MCP server, diagnoses the fault with Gemini 3, proposes one remediation, and blocks unti…
Northplane
Monitoring and alarming in one static Go binary — checks, SNMP, agents, escalation & on-call, voice/SMS/push/ticket alarms, REST API, AI agent + MCP server
Small Tools Lab
Local-first developer toolbox: browser utilities, explainable CLIs, and practical AI experiments.
Durable Agent Runtime
Durable execution runtime for AI agents. Checkpointed state, idempotent tool calls, compensation instead of naive retries, human-in-the-loop escalation, MCP tool boundary, and Ope…
DataOps Investigator
Evidence driven AI agent for investigating data system incidents using LLM planning, MCP-based evidence collection, and deterministic root-cause analysis.
E2H
Evidence-to-Harness toolkit for reproducible AI-agent evaluations, observable evidence, deterministic replay, and verifiable releases.
Claim Studio
营销文案事实审校与视频合成 Agent：Qwen 经 MCP 检索资料逐句核查，缺证据即停止；5 种检索策略 Hit@5 10%→43.3%，4B/14B 对照留出集 75%→100%；148 测试、OTEL/Prometheus 可观测、人工确认绑定快照后渲染 FFmpeg 视频。 | Marketing fact-checking agent: Qwe…
Future AWS Agent Engineer
Multi-agent customer support on AWS: a Strands + Bedrock AgentCore agent team (inventory, refund, RAG policy, comms) behind a Cognito-secured chat app - with Bedrock guardrails, a…
Rocketmq
🚀 基于 Spring AI 2 与 Spring Boot 4 构建的 Apache RocketMQ 5 智能化 Model Context Protocol (MCP) 控制面服务端，支持 GraalVM 原生二进制与 npx 免安装秒开。
Spoor
budgeted digest that separates root causes from echoes using trace structure.
Yokai MCP Template
MCP server template based on the Yokai Go framework.
Newrelic MCP Server
A Model Context Protocol (MCP) server for NewRelic integration with comprehensive monitoring and querying capabilities
Tempo MCP Server
An advanced Model Context Protocol (MCP) server for querying Grafana Tempo traces and spans with comprehensive filtering capabilities.
Grafana
Observability focused Grafana MCP server
Sentry MCP
MCP server for Sentry: list organizations and projects, query issues with filters and pagination
Cairn MCP
A tiny, read-only MCP adapter for structured logs you already have.
Langfuse MCP
A Model Context Protocol (MCP) server for Langfuse, enabling AI agents to query Langfuse trace data for enhanced debugging and observability
Passmcp
Test any Model Context Protocol server and find out, in plain language, whether it is ready for your agents — and exactly what to fix if it is not.
Langfuse MCP
A Model Context Protocol (MCP) server for Langfuse, enabling AI agents to query Langfuse trace data for enhanced debugging and observability
Signoz MCP Server
MCP Server for SigNoz
Signoz MCP Server
MCP Server for SigNoz
Observability MCP Server
MCP server for querying New Relic logs through natural language. Built with Kotlin.
Langsmith MCP Server
Model Context Protocol (MCP) server for LangSmith — inspect traces, runs, and datasets via agent tool calls.
Server
Production-grade multi-agent AI system for data analysis — 3 MCP servers, 29 tools, LangGraph orchestration, React frontend, Langfuse observability, Docker Compose deployment
Portfolio
Senior Platform Engineer → Forward Deployed Engineer. Production portfolio with CI/CD, observability, MCP server, RAG, agent evals, and a public roadmap.