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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.
Tares
The open-source platform for always-on AI agents. Connect anything that emits events; Tares puts every event on one timeline per thing, wakes an agent the moment it matters, and k…
Local Agent Toolkit
A local-first, MCP-native toolkit for building AI agents: engram (memory) + skillet (skills) + tracelet (tracing). One runnable end-to-end recipe.
Stacktale
Stack traces that tell the tale — a Logback appender that turns Java errors into AI-ready reports
Zhuling
ZhuLing — Zero-config AI Agent framework for Java. One YAML to launch Agents on Spring AI + DDD, with MCP tools, full observability and a ReAct core. Ai Agent 快速开发框架
Project Telescope
Local-first observability for AI agents
Stop Protocol
STOP — Skill Transparency & Observability Protocol. Making Agent Skills transparent, debuggable, and trustworthy.
Trustmodel
Score any AI for trust — Eval, Monitor, Govern. 10 trust dimensions, one free API key (5 credits / $500).
AgentProvenance
Security-oriented three-axis observability for sandboxed AI agents: model intent, app context, and runtime telemetry into verifiable evidence graphs for risk, forensics, and audit.
Claude Telemetry
OpenTelemetry wrapper for Claude Code CLI that logs tool calls, token usage, costs, and execution traces to Logfire, Sentry, Honeycomb, or Datadog. Drop-in replacement that swaps…
Astragraph
Policy-enforced observability and fail-closed guardrails for MCP/A2A multi-agent systems.
Build26 LAB540 Observe Optimize And Protect Your Hosted Agents In Microsoft Foundry
Workshop : Observe, optimize and protect your hosted agents in Microsoft Foundry
Lg Travel Agent
A travel agent python app built with LangGraph using GPT model from OpenAI to be run locally or on CI/CD with Github Actions
Portcullis
A firewall and flight recorder for AI tool calls. Proxies MCP traffic, records every call, and enforces policy.
Rewind
Time-travel debugger and shareable replay for Claude Code sessions. Capture every event, scrub the timeline, roll back files to any point, export the session.
Observe
Record what your AI agent does (A2A, MCP or your own protocol) and see it in Double Agent.
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
Server Dataset
MCP server for the Scalyr/DataSet log management API
Autotel MCP Instrumentation
OpenTelemetry instrumentation for Model Context Protocol (MCP) with distributed tracing support
Dor Coralogix MCP Server
Model Context Protocol server for Coralogix log querying and analysis
SafeAgent
A security-first control plane for autonomous AI code agents: sandboxed execution, hash grounding, diff validation, verification, and full auditability.
Tool Feedback
Structured agent feedback for MCP servers.
Log10x
Log10x MCP Server — per-pattern log cost attribution, root-cause investigation, pasted-batch triage, archive query/backfill, and cross-pillar correlation against customer metric b…
TokenTrace
Automatic session recording for coding agents: transcripts, token cost, and git diffs saved locally.
Agent Runbook
MCP server for agent-runbook-generator — Model Context Protocol tool registry
LLM Cost Telemetry
MCP server exposing LLM cost telemetry as Model Context Protocol tools
Classifier Evals MCP Server
MCP server exposing classifier evaluation tools
Mcpobs
Local-first proxy and trace viewer for the Model Context Protocol (MCP). See every JSON-RPC message your AI agents send.
Tape
Stdio proxy for MCP servers that logs all JSON-RPC traffic to a replayable trace file.
Server Engine
MCP server framework with Express, middleware pipeline, and tool orchestration
Pi Plugin
Use Datadog directly in the Pi coding agent through a preconfigured Datadog MCP server. Query logs, metrics, traces, dashboards, and more through natural conversation. This plugin…
Otel
W3C Trace Context bridge for the Model Context Protocol — propagate traces through MCP _meta and emit OpenTelemetry spans so Host -> MCP server -> tool -> downstream shows up as o…
Audit Otel
Vendor-neutral MCP audit-event schema + OpenTelemetry emitter + middleware that maps each Model Context Protocol call to SOC 2, HIPAA, CMMC/NIST 800-171, and DORA controls.
Opentel
One-line OpenTelemetry instrumentation for Model Context Protocol (MCP) servers
Warden Gateway
Warden — an open-source MCP gateway. A control plane for AI tool access: security screening and observability for Model Context Protocol servers.
Jaeger MCP Server Rs
MCP server for Jaeger distributed tracing (Rust binary)
Lumics
Model Context Protocol server for the Lumics network monitoring platform. Community project, not affiliated with or endorsed by Lumics or NetCuras.
Nexthink MCP Server
Enterprise-grade Model Context Protocol (MCP) server exposing Nexthink DEX telemetry (saved NQL API queries), Remote Actions, and engagement workflows to LLM agents. Targets MCP s…
Mcprelay
The reliability layer for MCP tool calls — local-first policy, observability, and a dead-letter queue with replay for any stdio MCP server.
Mcpsignals
Drop-in instrumentation for MCP servers. Writes tool-call events to a warehouse you own.
Mcptuner
Audit, observe, and A/B test MCP servers — score tool metadata, log wire traffic, tune descriptions.
Dsh Tool Grafana
Grafana capability for DeepSeek Harness: composes the community mcp-grafana server with Grafana-specific prompt guidance and a troubleshooting skill
LLM Workbench
Model Context Protocol (MCP) server factory and HTTP handler that exposes an LLM Workbench runtime over MCP.
SDKs
Aforo MCP Transport Proxy — transparent sidecar for metering stdio/SSE/HTTP MCP servers
Grafana
Model Context Protocol (MCP) server for Grafana - Complete TypeScript implementation with all tools
MCP
Portable Model Context Protocol tool sources for Crux.