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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.
ErrorLens MCP
Structured error recovery, retry safety, and local traces for MCP agents.
Trace
Experimental: stdio proxy that logs MCP JSON-RPC metadata (method, tool, latency, errors) to local SQLite — no bodies by default. Sister project to mcp-vault. Install from git; th…
Audit
Agent observability MCP server — trace, audit, and monitor AI agent tool calls. OpenTelemetry, Prometheus, and Grafana export.
Armature
Armature — independent third-party profile of a public API surface, by API Evangelist. Armature is a Y Combinator (Spring 2026) startup building product analytics for AI agent ses…
Panopticon
Local-first MCP behavior observatory: discover installed servers, run them in a decoy sandbox, and compare declared vs observed behavior.
Audit
An evaluation harness for MCP servers: tool-selection accuracy, schema-drift (breaking-change) detection, description linting, and a production-readiness scorecard. Runs as an MCP…
Prometheus MCP Server
Prometheus MCP Server - Direct Prometheus integration for AI agents via Model Context Protocol
Awesome Finance Agent
Explore finance agent SDKs, wallet tools, safety layers, and simulation systems for building safer financial agents
Agent Forge
Multi-agent LinkedIn content factory powered by Claude — production-grade with observability, cost tracking & LLM-as-judge evals.
Agentic Governance Intelligence Platform
AGIP is a local-first AI governance platform for autonomous agents, providing scoped access, policy simulation, approvals, audit logs, redaction, incidents, regression testing, ob…
ProdRescue
Autonomous self-healing SRE agent pipeline that detects production incidents, diagnoses root cause, writes and tests a patch, and opens a PR — built with LangGraph, MCP, and a san…
Claude Token Management
Local Claude Code token-drain control plane with guard hooks, benchmarks, schemas, and live/runtime certification.
Video Publisher
Event-driven, multi-provider AI video production platform: agentic research & scripting (CrewAI, LangGraph HITL), synthetic media with provider fallbacks, Remotion Lambda renderin…
Aetower
Local-first macOS observability for operators, developers, and AI agents.
Faultline
Structural ML failure detection on the DataHub metadata graph. Your model did not drift - your graph did.
AI Projects Inventory Copilot
Governed GenAI inventory agent: provider-agnostic (LM Studio, OmniRoute, Amazon Bedrock), guarded text-to-SQL, RAG, MCP, guardrails, human-in-the-loop orders, rigorous evals with…
Agentflight
Write LLM agents in plain Python: watch every call live, step in, replay any step, and test them with evals. Panel for the browser, VS Code, Cursor and JetBrains.
Kinesift Public
Observe AI agents from outside the sandbox: tamper-evident side-effect logs for Docker-run agents, with Harbor import and reset-able task environments.
Spring AI
This project contains step-by-step documentation, architectural diagrams, and interactive coding exercises designed to take you from a curious developer to a production-ready AI e…
Portcullis
A firewall and flight recorder for AI tool calls. Proxies MCP traffic, records every call, and enforces policy.
MCP
Official OutageDeck MCP server for vendor-published cloud and SaaS status, incident timelines, and observed uptime history.
Lens
Observability and instrumentation layer for the Model Context Protocol 🤖🔍
Contextgate
Security & observability proxy for MCP servers — block dangerous tool calls, scrub secrets, prune unused tools, and watch everything in a real-time dashboard.
Pulse
Drop-in observability for MCP servers — track tool calls, latency, errors, and usage with one line of code
Signoz MCP Server
MCP Server for SigNoz
Signoz MCP Server
MCP Server for SigNoz
Signoz MCP Server
MCP Server for SigNoz
Signoz MCP Server
MCP Server for SigNoz
Signoz MCP Server
MCP Server for SigNoz
Signoz MCP Server
MCP Server for SigNoz
Signoz MCP Server
MCP Server for SigNoz
Signoz MCP Server
MCP Server for SigNoz
Signoz MCP Server
MCP Server for SigNoz
Signoz MCP Server
MCP Server for SigNoz
Signoz MCP Server
MCP Server for SigNoz
Signoz MCP Server
MCP Server for SigNoz
Signoz MCP Server
MCP Server for SigNoz
Signoz MCP Server
MCP Server for SigNoz
Signoz MCP Server
mcp server that lets you query signoz traces and metrics from your editor
Qyl MCP Server
question your logs | AI Observability Platform
Lgtm MCP
No description published.
Shark Viewer Vscode
No description published.