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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.
Pantheon Aiops
Multi-agent AIOps platform in Python, Go and TypeScript — every claim in the docs backed by a test that has been seen to fail
Cluster Sre Agent
Multi-agent diagnosis over an explicit cluster dependency graph — five ablatable configurations, specified before results existed, scored on slurm-rca-bench.
Kriy
Build, orchestrate, and govern AI agents with tools, memory, event workflows, decision gates, traces, and webhooks. Self-hosted and API-driven.
Tulip Agents
The agent framework where the model never holds the trigger — every consequential action clears your policy first, waits for a human when it matters, and lands on a record you can…
Judgment Labs
Judgment Labs — independent third-party profile of a public API surface, by API Evangelist. Judgment Labs builds the continuous-improvement stack for AI agents: tooling to trace,…
Postgres Analytics
Read-only PostgreSQL analytics agent exposed as an MCP server. Lets Claude / ChatGPT / Cursor inspect query plans, surface slow queries, audit index usage, detect table bloat, and…
AgenticGatewayByDojoGenesis
Production-ready Go gateway for agentic AI — multi-provider routing, DAG orchestration, 44 skills, MCP integration. Self-host your AI infrastructure.
Governed Agentic Security Operations
Enterprise reference architecture for governed Agentic SOC, MSSP, MDR, Cloud IR, and private/local LLM-assisted DFIR operations.
Flink MCP Enterprise Server
Production-grade governed MCP server for Apache Flink secure-by-default tools for REST & SQL Gateway with approval tokens, policy engine, DLP, audit, and Prometheus telemetry.
Mcpg Plugin Observability Otlp
OpenTelemetry OTLP-gRPC observability plugin (`dev.mcpg.observability.otlp`) — fans gateway spans (and metric/log events) into the OTel SDK's batch exporter for delivery to any OT…
Edgedelta AI Agents Enhancement
17 new MCP tools for EdgeDelta AI agents — enhanced monitoring, observability, and security automation
Vidbyte SDK
Python SDK for building, evaluating, and debugging reliable AI agent harnesses.
Jentic
Jentic — independent third-party profile of a public API surface, by API Evangelist. Jentic is an AI infrastructure company building the agentic knowledge layer for APIs. Founded…
Pgcopilot Poc
A Universal AI Agent for PostgreSQL observability. Implements a secure, multi-tenant Go backend for pgwatch v5 with proactive alerting, live diagnostics, and MCP integration. (GSo…
Spanlint
Deterministic CI linting and visual debugging for OpenTelemetry GenAI and MCP traces.
Imc MCP
MCP server for H3C iMC REST API — let AI assistants query network devices, alarms, performance & topology in natural language. 15 read-only tools, Streamable HTTP, Digest auth, si…
Gatecheck
A night-shift render wrangler: finds the frames a render farm reports as successful and proves are wrong, prices the fix, and can only act inside limits it cannot argue past.
Harnesslab
Record, diff, and gate agent harness behavior as an executable Trace Contract. CI regression tests for lifecycle, tools, approvals, MCP, and adapters.
Agent Tracer
Agent 调用追踪器 — 记录 Agent 每次工具调用（入参/出参/耗时/错误），按会话回溯、跨工具过滤、失败重放
Hybrid Observability AI
Agentic framework for unified full-stack observability and cloud LLMs
AWS Iot Core MCP
Read-only MCP server for AWS IoT Core: inspect things, device shadows, topic rules and certificates from an AI assistant, with no write path at all.
Mcpg Plugin Observability Audit
Audit logging ToolGate plugin for MCPG gateway — structured audit events with pluggable sinks
Myclaw Agent Runtime
Windows-first observable coding-agent runtime with failure recovery, bounded context, replayable traces and MCP tooling.
Conviva
Conviva — independent third-party profile of a public API surface, by API Evangelist. Conviva is the streaming-media and digital-experience analytics company behind Experience-Cen…
Doctor Droid
Doctor Droid — independent third-party profile of a public API surface, by API Evangelist. Doctor Droid (DrDroid), built by Deep Sea Tech Inc., is an AI-powered SRE and on-call ag…
Home APM
Distributed tracing for your smart home - Home Assistant automation traces reconstructed into OpenTelemetry flame graphs on SigNoz. Agents of SigNoz hackathon (Track 3).
Everywho
Who is touching what, right now: per-process, per-directory file and disk I/O from Windows ETW kernel events, folded into a facet-style rail with JSON, MCP, stamp and spool surfac…
Codex Tripwire
Live audit and observability for Codex CLI - commands, network policy decisions, MCP calls, and Web Search activity.
Agent Session Graph
Reconstruct AI agent execution sessions from OpenTelemetry traces
Deadwax
An agentic music librarian with a deterministic validator, a repair loop, and a measured eval suite. LLM tool use, RAG, tracing and MCP.
Deploycheck
An autonomous AI Site Reliability Engineer (SRE) built as a Model Context Protocol (MCP) server. It plugs into your IDE to analyze deployments, detect drifts, and automatically di…
Aiops Fabric
Plug-and-play, infrastructure-agnostic Enterprise AI Platform (ViewSense AI)
Storm
Fault-injection proxy at the MCP boundary: what tool failures cost your agent (completion, token multiplier, retry storms, dollars per task). Preregistered dose-response.
McpObservability
Exploring the Model Context Protocol for connecting observability data with LLMs
Emilwojcik93
Staff Engineer focused on SRE, platform engineering, observability and automation. Public projects and portfolio in English and Polish.
Multi Agent Research Assistant
An autonomous multi-agent research assistant built with LangGraph, Gemini Flash, MCP search tools, self-reflection quality loops, and SQLite observability dashboard.
LLM Tool Bridge
Validated model-to-tool dispatch with typed payloads.
RAGv2 Agentic RAG
Agentic RAG assistant for a personal Obsidian vault — LangGraph ReAct agent, hybrid search (BM25+dense+reranker), MCP tools, LLM gateway with fallback, Langfuse tracing.
Observability Platform
MCP server exposing Grafana and its Mimir/Loki/Tempo/Alertmanager datasources, with OIDC-based per-org RBAC.
Gateway Design
MCP gateway reference architecture: design doc and a Salesforce MCP tool with RBAC and field allowlisting.
Grafana Insights MCP
MCP server for Grafana dashboard queries and alerting insights
Scoria
Phoenix-native AI ops: trace, eval, replay, govern. LLM runs, tool approvals, prompt versions, and MCP workflows wired into Phoenix + Ecto + LiveView.
Agentic Pipeline Starter
A clone-and-extend multi-agent scaffold: orchestrator + specialist sub-agents, MCP-style tool wiring, shared memory, safety gates, and JSONL run tracing. Build your own agent team.
Rigforge
Catch your AI coding agent when it lies about "done." Cryptographically signed ProofPackets make agent output re-verifiable — MCP + OpenTelemetry, MIT.
Stepstitch
Turn a user-reported bug into a runnable Playwright regression test — privacy-safe, no session replay, no PII captured. An open-source, self-hostable evidence layer for regulated…
Telemetry MCP Okahu
Self-healing AI agent that fixes a buggy Text-to-SQL API using only Okahu Cloud traces via the hosted Okahu MCP (Monocle + GPT-4o + FastAPI)
Kbase Agent
企业知识库 + 工具调用 Agent：LangGraph 编排 + 真 MCP(stdio) 工具接入 + RAG 混合检索(RRF) + 两层评测 Harness + SSE 节点级流式 + 节点级 trace/成本可观测
AIzs
基于 Spring AI 的企业级 AI Agent 应用 | RAG混合检索+CRAG纠错 · 双模型智能路由与降级 · Redis记忆持久化 · AI安全防护(Prompt Injection/PII脱敏) · SSE流式心跳 · 全链路可观测性 · RAG评估体系
Hludana
State inspector and render profiler for Dioxus (WASM) web apps — a probe streams store writes, snapshots, and re-render counts to a native collector with an answer-shaped HTTP/JSO…
Turnscope
Local observability TUI for Codex sessions: timelines, tool I/O, Skills, MCP, tokens, and critical-path latency.