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MCP servers tagged observability
154 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.
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…
Agentcat Typescript SDK
AgentCat is an analytics platform for MCP server owners 🐱.
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…
Signoz
Signoz MCP Server - Golang
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.
logicmonitor-server
LogicMonitor Model Context Protocol Server
AgentWatch
Local-only observability for AI agents on your machine. One timeline across coding and non-coding agents.
server
The official Node.js SDK for Known Agents: AI agent analytics (bot traffic), LLM referral tracking, automatic robots.txt
vunet-server
Model Context Protocol (MCP) Server for Vunet vuSmartMaps - Multi-tenant observability platform integration
autotel
OpenTelemetry instrumentation for Model Context Protocol (MCP) with distributed tracing support
logger
Generic MCP-to-OTLP forwarder. Wraps any MCP server and emits OTel traces to OTEL_EXPORTER_OTLP_ENDPOINT.
Aura
A production-ready framework for composing AI agents from declarative TOML configuration, with MCP tool integration, RAG pipelines, and an OpenAI-compatible web API.
Agent Shield
Firewall and audit logger for MCP agent-to-tool connections — intercept, log, and enforce policies on every tool call your AI agents make
Unpage
Unpage is the open source framework for building SRE agents with infrastructure context and secure access to any dev tool.
Agent Kernel
Multi-cloud, framwork-agnostic AI agent runtime for building, testing, and deploying production agents across OpenAI, CrewAI, LangGraph, and Google ADK. Deploy the same agent code…
EzCoworker
A multi-user Claude Code CLI based Coworker with Multi Agent Orchestrator, Multi model support including Ollama models, Advanced Functional skills, Channel integration for Chat an…
Claude Team Dashboard
📊 Real-time monitoring dashboard for Claude Code agent teams
Agent Trace
strace for AI agents. Capture and replay every tool call, prompt, and response from Claude Code, Cursor, or any MCP client
Altk Evolve
Self improving agents through iterations
Bluerock
Runtime visibility for Python MCP servers. Captures tool calls, session lifecycle, module imports (SHA-256), and subprocess execution as structured NDJSON. No code changes. Apache…
Clawmaster
Make OpenClaw usable for everyone — setup, manage, and grow it into a practical digital personal assistant.
Aicw AI Mentions
AICW AI Mentions (formerly AICW Rankings) is an open-source tool that helps online marketers track how often their products are mentioned in responses from popular AI chatbots.
Nora
The self-hosted, runtime-neutral operations platform for Hermes and OpenClaw fleets.
Agentcat Python SDK
AgentCat is an analytics platform for MCP server owners 🐱.
Awesome Agentic Devops
Curated + scored map of official MCP servers and agents for DevOps, Cloud, SRE, and Platform Engineering — every entry rated on production access, approval gates, and audit eviden…
Contextrot
Find out where your coding agent starts degrading. Personal context-rot analytics from your own sessions - 100% local, zero-config: uvx contextrot
Awesome X Ops
A curated map of modern X-Ops: AI Ops, LLM/Agent Observability, Platform Engineering, GitOps, DataOps, FinOps, DevSecOps, and production-grade open-source operations tooling.面向现代…
VinvAI
Your agent says it's done. Vinv says prove it. Real traces + live code graph + closed-loop verify, served to your agent over MCP.
Mutsumi
Multi-Agents VSCode Extension that Focuses on the Full Control of Context, Observability and Auditability. Works like Wakaba Mutsumi's Personalilties 🥒. 吓我一跳我释放忍术😰若叶睦那么多首啊🥷
Claudestat
Real-time execution trace and cost intelligence for Claude Code
Opercerta
Auditable AI operations agent for inventory exceptions, equipment alerts, and human-approved workflows.
Prodagent
Production‑grade LLM agent framework. Built‑in checkpoint recovery, budget control, circuit‑breaker, security guardrails, state‑machine and observability for reliable agent deploy…
Agent Control Standard
The open standard for runtime agent control — declarative hooks, policy enforcement, and observability across AI agent frameworks.
Agentlens MCP Server
MCP server for AgentLens — self-instrumentation tools for AI agents
Langfuse MCP Extended
Comprehensive MCP server for Langfuse - Traces, Scores, Datasets
Server Logzio
Model Context Protocol server for Logz.io log management platform
Wiretap
See everything your AI agents do through MCP. One command. Zero config.
Autolemetry
OpenTelemetry instrumentation for Model Context Protocol (MCP) with distributed tracing support
Datadog Server
MCP-native server for Datadog API with tools, resources, prompts, and schema-based generation