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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.

791
live servers
37
avg trust
11K
most stars
301

Metrik

youndie

Monitoring for Ktor services in Kotlin/Native: one binary and one SQLite file, 106 nanoseconds per request in the service and one UDP packet a minute

★ 1
34
302

Callwitness

AditiChaudharyy14

Record every tool call an AI agent makes. Block nothing. A transparent MCP proxy.

★ 1updated 26 days ago
34
303

Throne MCP Gateway

mdfifty50-boop

20 Production MCP Servers for AI Agent Infrastructure — Safety, Observability, Compliance & Intelligence

★ 1
34
304

TokLedger

adithyanraj03

The local inference ledger -> a zero-dependency OpenAI-compatible proxy that prices every request your home GPU serves: tokens, TTFT, tok/s, kWh, local $ and cloud-equivalent cost.

★ 1
34
305

Reprise

itsshreyasbhardwaj-design

Deterministic record/replay & time-travel debugging for AI agents. Local-first, MCP-native.

★ 1updated 3 months ago
34
306

Flightdeck

mariechristsagbo

Deterministic testing and replay for MCP servers.

★ 1
34
307

AI LLM Automation Systems

alexcao11

AI/LLM automation reference: RAG, tool calling, human review, evals, observability, safety gates, and local deterministic samples.

★ 1
34
308

Glasshouse

davccavalcante

Observability and a transparent, auditable agent graph for Massive Intelligence (IM) swarms: OpenTelemetry-compatible span tracing, incremental drift detection, failure attributio…

★ 1updated 3 months ago
34
309

Perflens

harshithsunku

Real-time Linux perf profiling in your browser. A tiny static C agent streams perf data from any ARM or x86 Linux device, big-endian included, and a Python server renders live fla…

★ 1updated a month ago
34
310

Tares Cookbooks

glassflow

Companion cookbooks that take a provider's agent, swap only its read path for one NavFlow query, and measure the difference on a real running system. Includes a self-contained SRE…

★ 1
34
311

Stream Types

weops-io

Streaming governance types for AI agents. The agent proposes. The policy engine disposes.

★ 1updated 8 months ago
34
312

Prompt Gate

thomas-illiet

Control plane for safely exposing LLM providers to your teams

★ 1updated 7 days ago
34
313

Remora

AIAydin

🐟 Wireshark for AI agents — a local, zero-config proxy that taps LLM + MCP traffic and renders it on a live timeline. See what your agent is actually doing.

★ 1
34
314

Concord

BeyondBug

An open-source AI-native platform that connects your existing DevSecOps tools through intelligent MCP agents — turning fragmented signals into instant root cause, fixes, and compl…

★ 1
34
315

DevGuard Enterprise

akashbichukale111

DevGuard Enterprise — AI Security Platform powered by DataHub. Autonomous AI agents for security analysis, graph reasoning, evidence-driven remediation, and enterprise governance.

★ 1
34
316

Nolane Habitat

Nolane-x

Semantic project intelligence and governed workflows for agents

★ 1
34
317

Cade

tbrandenburg

Docker-first, single-repo private developer platform: remote dev (Coder), AI coding agents, GitHub automation, Temporal durable orchestration, OPA/OpenBao governance, and Promethe…

★ 1updated a month ago
34
318

Bedrock

GautamTalksDev

Verified self-healing web scrapers. Every AI repair is tested against golden fixtures before it ships, and every row carries a provenance receipt with its full heal lineage. Built…

★ 1
34
319

TracePad

sidkolapalli

LLM observability and evals in a single binary: traces, prompts, datasets, scores and review queues for LLM and agent apps. Self-hosted, SQLite inside, OpenTelemetry-native, MCP a…

★ 1
34
320

Living Vault

cdrguru

Local-first system of record and effectiveness monitor for agentic assets (skills, subagents, MCP servers, bundles). Every asset carries evidence of use, cost, and effectiveness;…

★ 1updated 3 months ago
34
321

Aegisai

BELBINBENORM

Production-oriented AI platform with a centralized Main Agent, Advanced RAG, MCP, agent memory, planning, verification, security, evaluation, observability, and streaming.

★ 1updated a month ago
34
322

Snappcloud Bot

snapp-incubator

ChatOps SRE assistant for Kubernetes/OpenShift. Answers questions and investigates Alertmanager alerts over MCP servers — strictly inside each user's own RBAC, read-only, with no…

★ 1updated 5 days ago
34
323

Springboot MCP Gateway

ashishgituser

Enterprise MCP gateway for Spring Boot: one governed endpoint in front of every MCP server, with authorization-aware tool discovery, quotas, audit and metrics.

★ 1updated 2 months ago
34
324

Free AI Agent Stack

DevAnimecx

Every free LLM API, MCP server, agent framework and free-tier service you need to build an AI agent in 2026. 384 resources, human-verified, no credit card required for 222, links…

★ 1updated 3 days ago
34
325

Jvm Incident Agent

JingYu-create520

JVM incident analysis from thread dumps, GC logs and heap histograms - deterministic rules, evidence chain on every finding, runs offline.

★ 1updated 27 days ago
34
326

Checkrd SDK

checkrd-io

Policy enforcement, kill switch, and signed telemetry for AI agent API calls. Python + JavaScript SDKs with a WASM-sandboxed policy engine.

★ 1updated 2 months ago
34
327

Support Copilot

tahasiddiquii

Customer-support AI agent: LangGraph supervisor + specialist handoffs, deterministic tools, human-in-the-loop refunds, guardrails, embedded eval gate, Langfuse traces, MCP. Fully…

★ 1updated 3 months ago
34
328

Fossil

heyrtl

Semantic failure memory for AI agents — record reasoning failures, search past failures before acting, stop rediscovering the same mistakes.

★ 1updated 6 months ago
34
329

Cronos

annatchijova

Black Box Recorder for AI Agents —MCP

★ 1updated a month ago
34
330

Oncall Copilot

sasi-nemani

Provider-agnostic AI on-call assistant — RAG + a tool-using agent + an MCP server + an eval harness — runs on Claude, OpenAI or OpenRouter. A hands-on learning project.

★ 1updated 3 months ago
34
331

Memoturn

memoturn

Open-source AI engineering platform — LLM observability, evals, metrics, prompt management, playground, and datasets. OpenTelemetry-native, self-hostable. Because "it worked when…

★ 1updated 2 days ago
34
332

DeepSeek Infra

leizd

Local-first Agentic AI Infrastructure Platform with LLM Gateway, Agent DAG Runtime, MCP Tool Hub, A2A Agent Mesh, Local RAG, Tool Sandbox and Observability.

★ 1updated 2 days ago
34
333

Wardroom

devxcloud

Self-hosted development stack for a trusted team: PostgreSQL, Redis, MinIO, Mailpit, and a control-room dashboard on a remote Docker host.

★ 1updated 29 days ago
34
334

Smb Products

thinkneo-ai

8 MCP SMB products — standalone AI servers for SMBs: Guardrails, FinOps, Observability, Router, Trust Score, Memory, ThinkSecure, A2A Lite. 37 tools, TNC credits billing.

★ 1updated 3 months ago
34
335

Stratos

sebastienrousseau

Single-file zero-dep Node ESM CLI + library for CloudCDN. Agent-first: MCP stdio server, machine-readable `stratos schema`, NDJSON streaming, stable typed errors. ~35 commands acr…

★ 1updated 4 months ago
34
336

Mcpspan

mcpspan

Open-source, self-hosted analytics for MCP servers

★ 1updated 10 days ago
34
337

Stretto

alexnodeland

Read ahead of your agent. An MCP proxy that learns, from an agent's recorded tool calls, which reads come next, and serves them in the same tool result, so the agent needs fewer L…

★ 1
34
338

Corescout

Mattbusel

Local-first Rust service that watches how your machine and your AI coding agent work together, tests what it notices with randomized trials, and serves the verified lessons back t…

★ 1updated 15 days ago
34
339

Redact Secret Adapters

redact-secret

Secret redaction integrations for Pino, Python logging, OpenTelemetry traces, MCP, and AI context. Powered by Redact Secret.

★ 1updated 12 days ago
34
340

Openobserve Readonly MCP

KietDev-JS

Read-only MCP server for OpenObserve: list streams, inspect schemas, run bounded SQL log searches

★ 1
34
341

Spend Guard

waseemnasir2k26

Wrap any MCP server with a hard spend cap, per-tool rate limits, a wall-clock timeout and a kill switch. MCP has no built-in rate limiting - this is the drop-in stdio proxy that a…

★ 1updated a month ago
34
342

Sre Harness

ajinb

A minimal, runnable reference harness for SRE agents: tool orchestration, verification, memory, guardrails, and observability in one ~40-line loop. Agent = Model + Harness.

★ 1
34
343

Rubixkube For AI

rubixkube-io

Investigate incidents, review evidence-backed root cause analyses, and track remediation across Kubernetes, AWS, GCP, Linux VMs, and hybrid platforms without leaving your editor.

★ 1updated 5 months ago
34
344

Streamops Agent

atomicdragonranch

AI-powered operations agent for Apache Flink streaming pipelines. Monitors Kafka and Flink metrics, detects anomalies, and recommends scaling and configuration actions via an MCP…

★ 1updated 4 months ago
34
345

Loop Engineering Opentine

0xcircuitbreaker

Loop engineering with verifiable provenance: every iteration of a branching agent loop becomes a recorded step in a content-addressed opentine artifact you can diff, fork, resume,…

★ 1
34
346

Forja Guide

rvbernucci

Open architecture and implementation roadmap for Forja, a governed multi-agent software factory.

★ 1updated 3 months ago
34
347

Boundary Bench

fortunexbt

Deterministic crash tests for agent control planes: paired worlds, hard stops, budgets, scopes, approvals, and hash-linked receipts.

★ 1
34
348

Manifest Php

mnfst

Manifest SDK for PHP. See every API call your app makes, heal the ones that fail, and know what will break next.

★ 1updated 23 days ago
34
349

Agentic Harness Engineering Workshop

ashishpatel26

Agentic-Harness-Engineering-Workshop

★ 1
34
350

Agent Loop Guard

RIMUMURUDEV

Local runtime guard for coding agents with loop detection and explainable policy decisions.

★ 1
34
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