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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.
Logger
Generic MCP-to-OTLP forwarder. Wraps any MCP server and emits OTel traces to OTEL_EXPORTER_OTLP_ENDPOINT.
SDK
Analytics for MCP servers. One import, one wrap — see which of your tools actually work for the models calling them.
Mcprelay
The reliability layer for MCP tool calls — local-first policy, observability, and a dead-letter queue with replay for any stdio MCP server.
CLI
Observability dashboard for MCP servers — record, replay, and debug every tool call with latency tracking, error traces, usage analytics, and real-time diff comparisons.
Logger
Generic MCP-to-OTLP forwarder. Wraps any MCP server and emits OTel traces to OTEL_EXPORTER_OTLP_ENDPOINT.
Otel MCP Server
OpenTelemetry MCP Server — expose traces, metrics, logs, and ZK proofs to AI agents via the Model Context Protocol
Agent Interview
AI Agent / LLM application engineer Chinese interview question bank: 2,038 questions with reference answers
Autonomous AI Agency
An AI-powered workforce platform that executes multi-agent tasks with automatic provider failover and CEO agent orchestration. It detects technology stacks across 1,000+ platforms…
Pulse SDK
Cloud-independent MCP handler analytics. Local JSONL, HTTP and OpenTelemetry exporters.
Sanna
Trust infrastructure for AI agents — constitution enforcement and cryptographic receipts. Python SDK.
Claudewatch
AgentOps for Claude Code. Monitors AI agent behavior during development: real-time error loops, drift detection, friction analysis. Claude gets self-awareness hooks + MCP tools. Y…
Relayroom
Self-hosted coordination and observability hub for AI coding agents
Livewall
A live status board your AI agent writes while it works. Send a JSON board spec over MCP, HTTP or the CLI; a browser renders it live over SSE.
Enterprise Agentic AI Platform
Multi-tenant control plane for enterprise AI agents: onboarding a new assistant is a configuration change, not a deployment. Shared runtime for retrieval, orchestration, conversat…
Comis
Open-source security-first runtime for AI agents that learn and act across sessions.
nimbus-agent/Nimbus
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Keycloak Monitoring
Multi-tenant monitoring dashboard for Keycloak: realms, clients, users, login and risk events, alerts, and Adaptive MFA statistics in one place, with a read-only MCP server for A…
Unitares
Accountability infrastructure for long-running AI agents. Self-hosted MCP server: identity, claims and evidence, review, outcomes, and reconstruction across agent runtimes.
EJAgent
EJAgent Core is an agent harness core with runtime control, extensibility, tool safety, context management, durable sessions, branching, and observability.
Connector Oss
Open-source AI agent control plane in Rust for runtime governance, agent identity, permissions, memory, human approvals, budget controls and auditable receipts. Bring existing age…
Agentia
面向应用开发的声明式 agent 服务开发框架：装饰器 + DI 声明四类能力，主 agent 编排执行；每次 run 产出结构化结果与可观测调用树（trace、成本、指标），交付可直接上线的服务。
Datadog
A Datadog MCP implemented in C# that exposes logs, metrics, traces, and monitors as structured context for AI agents, enabling automated observability analysis, test validation, i…
Cairn
Agentic incident-analysis copilot: MCP tool servers, a cost-aware model router, an approval-gated write path, and a companion npm CLI for platform analysis, a live dashboard, and…
Gateway
Self-hosted MCP gateway/proxy for AI agents — OIDC auth, Casbin RBAC/ABAC, circuit breaking, PII redaction, a 42-connector catalog, and a full admin dashboard. TypeScript.
Lens
Instantly generate a beautiful, interactive testing dashboard for your MCP servers. Plug and play in one line of code.
Langgraph
Agent Studio with Federated Single Sign-On and Fine-Grained Access Controls
Gateway
A multi-tenant Model Context Protocol (MCP) gateway that turns existing REST/OpenAPI APIs into governed MCP tools for AI agents, without changing the APIs themselves.
Flowlight
Native macOS network monitor: every app's traffic to every domain, plus AI agent oversight with per-agent allowlists and tool/MCP server attribution. Free, open source (GPL-3.0),…
Server
Audio Observability & Runtime Platform
Grafana
MCP (Model Context Protocol) server for Grafana - TypeScript/npm implementation with 43+ tools for dashboards, alerts, incidents, and observability
Timewarp
Debugging and observability tool for distributed systems capable of recording, reconstructing, and replaying the causal chain of an execution.
Gemini Extension
Argosvix extension for Gemini CLI — AI agent observability with a bundled MCP server (89 tools)
Multi Agent Orchestrator
Multi-agent orchestration built as production infrastructure: typed planning, a sandboxed tool registry, race-safe human-in-the-loop, deterministic replay, and a provably-terminat…
Goldfish
7 seconds is just about right. Catch agent resource debt at safe boundaries.
Health Monitor MCP
MCP monitoring server for MCP services, GitHub Actions, GitLab CI/CD, and HTTP/HTTPS endpoints, with SQLite health history, TLS expiry checks, assertions, diagnostics, and operati…
Debug Recorder MCP
Local-first MCP debug memory for recording incidents, commands, failed attempts, fixes, diagnostics, and searchable session history in SQLite for reproducible developer troublesho…
Agentic Lab
A lab exploring agentic AI for Cloud and DevOps, built as small, runnable demos. Work in progress.
Vocion Core
Open source agent workforce platform. Next.js + Postgres + MCP server for AI agent teams with human-in-the-loop review, built in.
Contract Question Agent
Contract clause verification-question generator using CUAD and typed LLM workflows.
Pi MCP Trace
Observe-only live dashboard for the Pi coding agent: watch how the agent uses MCP tools in real time — tools catalog with token budget, event timeline, provider I/O, raw JSON
Timmy Tui
TIMMY — the Agent Trust OS. Local-first flight recorder + control plane for AI agent work: every run gets a signed, hash-chained receipt; replays refuse to lie. Trust the receipt,…
Agentglass
AgentGlass — a glass box for your AI agents. Capture, inspect, replay, and analyze every agent run (LLM observability & tracing). No SDK, no code changes.
Evenkeel
A FastAPI backend template that keeps its claims checkable — layer contracts, adapter conformance and the OpenAPI document are CI jobs, not README promises. The example is a walle…
DevMesh
可观测、可安全进化的智能编程 Agent 平台
Freshctx
Pre-action evidence revalidation for AI agents. Detect stale reasoning before agents write, send, update, or delete.
Mcptracer
Developer preview: local-first MCP traffic recording, replay, diffing, regression testing, and release assurance.
Dashability
Runtime Observability Layer for Flutter Apps. Connects to running Flutter apps via VM Service, monitors performance and errors in real-time, detects anomalies, and exposes obs…
Loopplane
Spec-first, embeddable agent harness runtime - a control plane for loop-engineered AI agents. Governed tool calls through one gateway, one normalized event stream, durable session…
ThinkLess
The decision plane for AI agents. Rules and small calibrated models make the routine decisions, the LLM is reserved for the steps that need thought, and every step is traced.
Project Observatory Dashboard
Project Observatory by PassionCode.ai — open-source local dashboard for your agents' projects: Git activity, findings and known-key exposure. English or Russian.