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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.
Ctxbudgeter
ContextOps toolkit for production AI agents. Compile, govern, scan, visualize & optimize LLM context before every model call — token budgets, policy governance, PII/secret scannin…
Obs Unified
Self-hosted observability for agentic debugging: traces, logs, replay, AI cost, Agent Action Graphs, MCP, profiles, and usage analytics in one evidence graph.
Release Gate
Human-in-the-loop AI release gate: Gemini 3 on Vertex AI reasons over Arize Phoenix telemetry to approve, block, or guardrail a version promotion, with idempotent gated writes. Go…
Gq
CLI and MCP server for querying logs and metrics via Grafana datasource proxy
AI Infra Control Plane
AI Infrastructure OS control plane for governed private AI: policy, identity, audit, intent, MCP, FinOps, SLOs, Redis, Prometheus and OIDC on Kubernetes.
Opsagent
AI-powered CI/CD failure first responder - from red pipeline to root cause in seconds
Labtether
LabTether
Grounded Legal Agent
A Gemini agent that reviews legal cases safely — real CourtListener case law only, no advice, safety-scored in Arize Phoenix.
Awesome Agent Failures
Production failure modes for LLM agents: symptoms, reproductions, mitigations
Tracebench
RCAgentBench: a benchmark measuring how tool design and agent instructions affect LLM agents doing root cause analysis on distributed traces.
Flightrules
Turns SigNoz traces into deterministic release contracts that catch skipped checks, duplicate side effects, unknown tool paths, and behavioural drift before an AI-agent canary rea…
Cineops Agent
Gemini-powered media pipeline incident investigation agent for Agentic Cinema
Sre Investigation Agent
Incident-investigation chat agent on Amazon Bedrock AgentCore Runtime, with a live-streaming UI and its own MCP server for per-prompt cost/token/tool-call metrics
Oxidegate Lens
Read-only lens over a running OxideGate proxy: shows how many bytes each MCP server costs on every request.
Savings
Measure what your MCP servers actually cost: per-server tool-schema weight in bytes and tokens, for AI coding agents.
SyntropAI
SyntropAI is a system-thinking-inspired framework for intelligent multicloud orchestration using autonomous AI agents. It integrates execution, governance, and compliance through…
Aria Agentic AI Orchestrator Workflow Engine
Multi-utility AI chatbot combining LangGraph, Gemini 2.5, agentic RAG, intelligent tool routing, persistent threads, MCP integration, and LangSmith observability for production-re…
Tylo Lens
A free, open-source LLM transparency dashboard for tracing call chains, tokens, and ethics signals — built for the MCP era.
Wedx Chat Completion
Chat Completions engine with function calling, streaming, Semantic Kernel/Azure, and full observability
MisterSmith
Rust multi-agent orchestration OS with durable sessions, supervised runtime execution, NATS/JetStream messaging, MCP integration, and operator control surfaces
Log Search
🔍 MCP server for searching WhatsApp connector platform logs with natural language queries. Built with NestJS for any LLM's (Claude Code, Gemini, Chatgpt).
Multi Agent System A2a MCP
A production-style multi-agent system that generates context-aware briefs. Built on MCP + A2A, with persistent memory (Chroma), dynamic tool routing, self-critique, distributed tr…
SimTrace
Traceable, tool-building discrete-event simulation toolkit for SimPy models, exposed over MCP.
Storyteller
Zero-dependency TypeScript logging for humans and AI agents. Report work as it happens, get one clean structured record when it's done.
Corenexia
Open, self-hostable Infinite Dynamic Orchestrator: an AI agent that writes Python and runs it in a hardened sandbox, with a visual God View and a REST + MCP gateway. Legal & finan…
Coherence Membrane
Give AI agents inspectable observations of files, images, screens, and context with receipt-backed perception.
Bayescausal
Calibrated incident root cause inference for TypeScript: declarative Bayesian networks with exact and approximate inference and the do-operator, zero runtime dependencies.
AgentactrSDK
Rust SDK and CLI for provider-neutral coding-agent orchestration with Codex, GitHub issues, quality gates, and secure run artifacts.
Agenttrace
Cost and latency tracking for AI agent runs. Wraps your LLM call, returns a per-step + per-run breakdown.
Mocks API Integrations
🧪↔️ It's a repository of Mocks and Integration testing for API integrations (Stripe, Stone, Oracle NetSuite, Pipefy, Jira, HubSpot, Totvs, Salesforce, SAP).
Ucw
Cross-platform AI session capture using Anthropic's MCP protocol. Captures events from Claude, ChatGPT, Gemini into a local store.
Electripy AI
Open-source AI Application Runtime for reliable, observable, and governable production AI systems.
Agentdash
Self-hosted real-time monitoring dashboard for AI agents
Switchyard
Detect when Claude silently falls back from Fable 5 to Opus 4.8, log it to a local tamper-evident ledger, and keep your work on the frontier model.
AgentVerify
AgentVerify is an open source outcome verification for action-taking AI agents. It checks that high-risk actions reached the required final state in your systems of record and pre…
Arm
Agent resource management system, including server, client, and library for plugins, MCPs, Skills, etc
Claude Gpt Orchestrator
Claude Code plugin: Opus/Fable plans and orchestrates; GPT-5.6 Sol handles token-heavy implementation, research, review, and QA via official Codex, with receipts.
ChronoLens
Closed-loop predictive SRE control plane built on SigNoz. Forecasts SLO breaches from real p99 traces, takes a reversible action, then proves from measured telemetry that the outa…
Sc Prism Releases
Run many AIs on one board and keep control of all of it. Deterministic code decides who acts — never a model. A privacy floor keeps sensitive work on your machine, your own tests…
Agent Vitals
Solo-dev observability for AI agent stacks. Two CLI commands: `shadow` enumerates everything scheduled/configured to act on your behalf (cron, systemd, MCP servers, agent skills).…
Witslog
AI-native error intelligence framework — structured error events in a local SQLite DB per project, full-text searchable, deterministically auto-classified, exposed to any MCP-comp…
Orbyntiq
Local-first multi-agent AI platform with LangGraph, RAG, MCP, FastAPI, Angular, Ollama, Qdrant, Redis, MongoDB, and production observability.
Pit Wall
Autonomous broadcast-ops agent for live motorsport production, Gemini + Google ADK agent that watches race telemetry and stream health, then annotates Grafana dashboards and opens…
Postgres Mpc Server
Postgres MCP server for AI tooling with secure query execution, observability, and workflow integration.
Incident Playbook Simulator Poc
A minimal Incident Playbook Simulator (PoC) that demonstrates automated incident-response flows using LLM (Gemini) and mock MCP tools. It plans, retrieves evidence, decides execut…
Linuxlens MCP
Agent-native Linux observability and OS policy simulation through MCP.
Compliance Log Schema
Protocol Buffers schema for compliance-grade audit logging. Built for SOC2, HIPAA, PCI. First-class support for AI/agent systems.
Pingops
Open-source observability for external APIs — OTLP ingest, multi-tenant dashboard, alerts, and analytics.
Devlogs
Let your AI coding agent read your app's logs and debug them for you — Python logging to OpenSearch, served over MCP.
Skein
Local-first observability for A2A multi-agent message flows. Drop a webhook URL into your agents, then ask Claude what failed.