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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.
K8s
Observability focused Kubernetes MCP server
Zabbix MCP Server
MCP server for the complete Zabbix API - 237 tools, multi-server, OAuth 2.1 + bearer auth, PDF reports, systemd ready. Works with ChatGPT, Claude, VS Code, Codex, JetBrains and an…
Proxy
Local-first LLM proxy that meters what every agent run costs and kills runaways before they drain your budget. Free, MIT.
Aegis
Windows-first desktop oversight for AI agents: live monitoring, local security reviews, token usage, audit reports and opt-in action policies/MCP gateways. Experimental Hyper-V gu…
Tracekit
Tamper-evident tracing, policy gates and cross-checks for AI agents: see what the agent did, and why.
Claude Code Karma
Dashboard for monitoring claude code sessions.
Django Orbit
A modern debugging and observability tool that orbits your Django application without touching it.
Octopoda OS
The open-source memory operating system for AI agents. Persistent memory, semantic search, loop detection, agent messaging, crash recovery, and real-time observability.
Kubeledger
System of Record for Kubernetes cost accounting: per-namespace CPU, memory and GPU usage, with the 30% non-allocatable overhead made visible. Connects to AI assistants via MCP (Cl…
Adrian
Runtime security monitoring and control for AI agents. Catches malicious tool use, prompt injection, and policy drift in real time, before the agent acts.
UnifiedModel
The semantic layer that makes enterprise data understandable to AI agents — model entities and relations once, query through SPL/MCP/REST, and connect telemetry, services, and bus…
Rezolus
High-resolution, low-overhead systems and service telemetry
Brain0
The black box for AI-written code. Passive decision graph linking every commit to the agent prompts behind it: drift detection, DLP audit of what agents read, evidence-driven risk…
OrcaReplay
OrcaReplay — Time travel for AI agents. Record, replay, fork, and debug any agent run with any model. Built by the OrcaRouter.ai team.
Awesome Auditable AI
Auditing AI agents: a curated list of papers, tools, datasets, benchmarks, and standards covering reliability, monitoring, failure attribution, and decision records.
RocketplaneIO
Self-hosted AI SRE for Kubernetes — zero-instrumentation eBPF observability plus a copilot that fixes issues through guardrailed, self-verifying actions. BYO-LLM, air-gapped capab…
Tokenjam
Token Efficiency For AI Agents
Newrelic MCP Server
A Model Context Protocol (MCP) server for NewRelic integration with comprehensive monitoring and querying capabilities
Agent Skills
OpenTelemetry skills and reference documentation for AI coding assistants - instrumentation patterns, telemetry quality guides, and Dash0 integration
Harness
Run fleets of parallel coding agents with governance — Rust control plane for Claude Code & Codex: orchestration, policy, cross-agent review, observability.
Blackbox
The Forensic Journal for your Infrastructure. Written in Go for maximum impact with minimal footprint.
Blackbox
The Forensic Journal for your Infrastructure. Written in Go for maximum impact with minimal footprint.
Neatroots
neatroots: see, check and replay your AI agent's runs on your machine while you build it. Local-first, by Neatlogs.
Voyager
Erlang and Elixir runtime inspector - observe and debug running BEAM nodes, with MCP support
Voyager
Erlang and Elixir runtime inspector - observe and debug running BEAM nodes, with MCP support
Otelyssey
OpenTelemetry plugins for every coding agent, in the Agent Plugins format — a marketplace that runs itself: open an issue, the repository validates, reviews, lists and follows you…
Vinagent
Vinagent is a comprehensive Agentic AI library that helps integrate tools, memory, workflows, and observability.
Kitaru
Durable execution for AI agents, built on ZenML
Dynatrace For AI
Skills, prompts, and instructions for building AI agents on top of Dynatrace production context
Tma1
Local-first observability your agent reads back. TMA1 records every LLM call, then routes what it sees into the agent's next turn via hooks and MCP.
Context Runtime
Context Runtime — a database query planner for LLM context. Decides what a model sees before it answers; plans it, runs it through reused substrate, and learns from the outcome.
Agentmaker
A general-purpose Python framework for building LLM agents and multi-agent systems. "Four lines of code, an agent with memory."
Lemoncrow
Faster runtime for coding agents. Make coding agents 25% faster and 30% cheaper on average while keeping the quality same or more. Same Task, Same Quality, Faster and Cheaper.
Dunetrace
The runtime reliability layer for AI agents.
Pan Ui
Pan by Euraika — a self-hosted AI workspace for Hermes Agent. Chat, skills, extensions, memory, profiles, and runtime controls.
Logdeck
logs viewing and container management shouldn't be that hard. shipping 🚢
Deepticket
支持对接内部系统的 AI 排障工作台：通过 HTTP API / Webhook 接入工单与告警系统，串联代码、日志、配置和 Agent，并提供面向产品、运营、客服的 Web 自助分析页面。
Preloop
The open-source AI agent control plane: MCP firewall, model gateway with budgets, human approvals, runtime observability, and audit trails
Dsh MCP Panel
MCP management console for the official DeepSeek Harness MCP client: /mcp command with health diagnostics and pipeline trial calls, a Settings MCP tab with server CRUD (approval-g…
MCP
Model Context Protocol SDK instrumentation for telemetry.dev: instruments MCP v2 transports and emits OpenTelemetry spans.
logicmonitor-server
LogicMonitor Model Context Protocol Server
Logicmonitor MCP Server
LogicMonitor Model Context Protocol Server
Mcpgate
A simple stdio-to-HTTP tunnel to shuttle JSON-RPC requests to SSE endpoints.
Shrike
See what your app actually does. Click anything and watch the trip through your code, database and services, with real values. AI-native: your agent sees it too and fixes the real…
Awesome Agent Observability
Curated list of tools, standards, and platforms for LLM and AI-agent observability: OpenTelemetry GenAI conventions, tracing, evals, guardrails, gateways, and MCP tooling.
Threads
Agents you can inspect, replay and trust. An agent framework for TypeScript and Python, built on an append-only event log.
Nexus Cloud
Nexus — execution infrastructure for AI agents. Host agents in the cloud or behind NAT; let users attach and authorize their own computers and Android phones. Deploy once, work ac…
CONTINUUM
CONTINUUM: Verifiable semantic recovery for long-running AI agents. Semantic checkpoints (not conversation dumps), an idempotent action ledger that refuses duplicate side effects,…
Tempo MCP Server
An advanced Model Context Protocol (MCP) server for querying Grafana Tempo traces and spans with comprehensive filtering capabilities.
Agentpulse
Self-hosted command center for AI coding agents (Claude Code, Codex CLI, GitHub Copilot CLI) — live dashboard, orchestration, and an MCP server for programmatic fleet control.