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MCP servers tagged observability
791 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.
AI Eng Prep
Hands-on AI-engineering repo: a Python RAG pipeline that grows into a model-decided agent — with retrieval & trajectory evals, an MCP server, and per-run cost/token/latency observ…
Aindy Runtime
Self-hosted runtime for AI agents and workflows. Durable execution, capability-gated tools, human approval gates, and a memory system that accumulates. Runs survive restarts and r…
Rune Tasks Mesh
Local-first task orchestration control plane with Kanban UI, sync mesh, backups, restore and system integrity governance.
Incident Lens
Open-source MCP server for agentic incident diagnosis across Prometheus, Loki, Sentry, and GitHub
Reply Trace
Transparency footer for AI coding agents — discloses the plugins, skills, MCP tools, subagents & hooks used in each reply. Works across Claude Code, Codex, Cursor & Antigravity.
Sdks
Aforo metering SDKs (Node/Python/Java/Go + GraphQL/gRPC/WebSocket/MQTT + MCP/agent), API gateway plugins (Kong/Apigee/AWS/Azure/MuleSoft), and the EMQX broker plugin — send usage…
Rag Observability Using Betterdb
Observability-Driven RAG: Optimized Caching with Valkey and BetterDB
Po11y
Status dashboard and observability stack for self-hosted n8n
Meterly
Where your Claude Code spend actually goes — per project, model, MCP server, MCP tool, session and branch. Budgets that warn before you overrun. Local-first, zero deps, no API key.
Inferwatch
Real-time and historical metrics for locally served LLMs (Ollama and vLLM) — dashboard, HTTP API and MCP server. One process, one SQLite file, never in the request path.
Sazabi
Sazabi — independent third-party profile of a public API surface, by API Evangelist. Sazabi is an AI-native observability platform that helps engineering teams find and fix produc…
Runreveal
RunReveal — independent third-party profile of a public API surface, by API Evangelist. RunReveal is a unified security log management and detection platform that replaces traditi…
Polar Signals
Polar Signals — independent third-party profile of a public API surface, by API Evangelist. Polar Signals is a continuous profiling company built by the team behind the open-sourc…
Agent Observability Tui
Local-first TUI for tracing, replaying, and comparing agent and MCP sessions.
Agent Governance Toolkit
Manage and monitor AI agents in production environments with tools for governance, safety, and compliance.
Artemis Studio
Cluster-wide management and observability for Apache ActiveMQ Artemis
Crumbtrail CLI
Crumbtrail SDKs and CLI — bug-context capture for coding agents. Source for the crumbtrail, crumbtrail-core, crumbtrail-node, crumbtrail-react, crumbtrail-react-native and crumbtr…
Corex Agentos
Open-source AI agent control platform for orchestrating, executing, governing, tracing, and evaluating production AI agents.
Causalwire
Local MCP stdio flight recorder that finds the first broken causal edge and exports OpenTelemetry evidence.
Spec Driven AI
Outcome-driven infrastructure through systematic AI collaboration within enterprise Proxmox Astronomy Lab. Validates RAVGV methodology with comprehensive observability, state pers…
Claude Contextlens
See where your coding agent's tokens actually go. Local usage analytics and setup audit for Claude Code: cost, prompt-cache economics, context growth, 5-hour billing windows, and…
Observability Connector Platform MVP
A no-code platform for building, managing, securing, and observing Model Context Protocol (MCP) systems.
Gateway Ops MCP
AI-native operations platform for payment gateways with governed execution, semantic routing, and resilient orchestration.
Beholder
The foundational SDK for algorithmic AI orchestration. The central nervous system powering the Enchanter ecosystem with native MCP support.
Telemetryflow Go MCP
Enterprise-Grade Model Context Protocol (MCP) Golang Server with Claude AI Integration
3 Distributed System MCP AI Incident Ethics Governance
🕸️ 3- Distributed MCP-based platform for AI incident analysis, with structured communication and traceability to support AI governance, Responsible AI and ethics-by-design.
Karakan App Selector Wen
Manage concurrent LLM requests with priority queues, multi-model routing, fault tolerance, and semantic caching for efficient AI workflows.
Testrelic MCP Server
Official MCP server support for TestRelic AI - Build, Plan, Debug, Analyze with AI native intelligence
K8s Rca MCP Server
Read-only MCP tools and reproducible scenarios for Kubernetes root-cause analysis
Topstat MCP
TopStat analytics MCP server - the official stdio bridge.
Openmetadata MCP Agent
LangGraph agent for OpenMetadata governance over MCP (data-ai-sdk): HITL-gated writes, server-side tool allowlisting, Pydantic-validated tool calls, bounded catalog-in-prompt, dri…
Agentxray
X-ray for your AI agents - see where your agent burns time, tokens and money
RalfHuesing.Mcp.Observability
Unified JSONL tool-call logging and structured LLM agent feedback channel for MCP servers built on ModelContextProtocol SDK. One line of code.
Debug Claude Desktop
Minimal instrumented MCP server over stdio: records raw bytes, parsing, handler timing and write back-pressure for every message. Used to trace a Claude Desktop bug that discards…
Myrmecia
Self-hosted Agent Ops — run, govern, observe, and improve fleets of AI agents from one local-first control plane.
Ctxlens
ESLint for MCP servers — a read-only CLI that audits MCP tool definitions for token cost, description quality, and schema hygiene before your agent burns its context window.
Talyx MCP
Zero-code Prometheus exporter and alerting proxy for MCP servers. Stateless, no database. Catches silent Multi Round-Trip failures.
Surfa Ingest
Official Python SDK for Surfa Analytics - Ingest live AI/LLM traffic events for MCP builders
Ml Oncall Agent
Multi-agent ML incident diagnosis over MCP: correlates drift reports, eval runs and deploy logs to answer 'why did last night's run regress?'. Deterministic verdict, every claim c…
Otel Audit
Public audit of four MCP OpenTelemetry instrumentations against the official OTel semantic conventions (v1.40.0). Fully reproducible report and writeup.
Agent Weather
Forecasts for the agent economy. Pay-per-call JSON "weather" for the AI-agent ecosystem (framework activity, provider outages, MCP Registry, XRPL health). AI agents buy it via x40…
Cloud Finops AI Agents
Production-grade Cloud FinOps AI control plane that continuously monitors cloud spend, detects cost anomalies, generates optimization actions, and enforces governance policies acr…
OxideGate
Proxy local en Rust que mide el coste real de contexto de tus agentes IA: tokens, coste y latencia por petición, por proveedor y por modelo. Medidor del ecosistema oxidegate-lens…
Tooldex
Unified MCP server scanner and visualization across multiple AI client - Claude Code, Cursor CLI, Codex CLI, Docker MCP Toolkit, and custom MCP specifications.
Agentops Watchtower
Local-first AgentOps flight recorder and capability firewall for MCP-based coding agents with OpenTelemetry traces.
Cryostat MCP
Model Context Protocol (MCP) for connecting Cryostat to Large Language Models (LLMs)
Token Auditor
A high-performance, multi-agent observability engine designed for the Model Context Protocol (MCP). It provides a non-blocking, transparent proxy layer that implements determinist…
Barzel Central Gateway MCP Server
Enterprise Model Context Protocol governance gateway and MCP control plane for AI agent tool routing, identity-aware policy, risk scoring, approvals, routebooks, workflow simulati…
Netprobe MCP
An open-source, AI-native Model Context Protocol (MCP) server bridging Large Language Models with core network diagnostic tools for automated observability, threat detection, and…
Pisama Python
Public source for the MIT-licensed pisama Python CLI, SDK, and MCP server