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MCP servers tagged agent-observability

64 live MCP servers tagged "agent-observability", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with agent-observability.

64
live servers
38
avg trust
39
most stars
1

Tracely AI

Trace-native CI/CD for AI agents — production failures become regression tests that block the PR. Auto-detect, cluster, freeze into hermetic cases, replay in CI for $0.

64
2

Agentacct

See what your coding agents did and what it cost. Breaks each task down into work steps — tools used, files changed, tests run, time and tokens spent. Local-first dashboard for Cl…

59
3

Sandbase Harness

Open-source CMA-compatible agent runtime for any model, with MCP tools, sandboxed sessions, audit, replay, and a local console. Includes a native DeepSeek Harness bundle over stdi…

59
4

Tracely

Trace-native CI/CD for AI agents — production failures become regression tests that block the PR. Auto-detect, cluster, freeze into hermetic cases, replay in CI for $0.

59
5

1flowbase

1flowbase: self-hosted AI gateway with protocol translation, dispatch, chat logs, built-in backend & React blocks to combine AI with business data. All managed by your Agent via M…

52
6

Bitrouter

The context-aware model router that learns & adapts to your long-horizon coding agent workflows. Lightweight & extensible, works with any harnesses, any models, any loops.

52
7

Mosoo

The open-source Agent Gallery and Gateway for Codex, Claude Agent SDK, and OpenCode. Developers publish an Agent once behind one HTTP API; users run it in an isolated cloud sandbo…

52
8

Mc Agent Toolkit

Official Monte Carlo toolkit for AI coding agents. Skills and plugins that bring data and agent observability — monitoring, triaging, troubleshooting, health checks — into Claude…

44
9

Tma1

Local-first observability your agent reads back. TMA1 records every LLM call, then routes what it sees into the agent's next turn via hooks and MCP.

44
10

Dunetrace

The runtime reliability layer for AI agents.

44
11

Gantry

A native macOS dashboard for Claude Code, Codex & other AI coding tools. Inspect quota, context & MCP; preview fixes and undo. Free for personal use. Closed-source.

44
12

AgentMeasure

Open measurement infrastructure for agent-facing software. Separate operations from attempts, evidence from inference, and usage from value. Reach → Choice → Use → Utility → Value.

44
13

Observer

Claude Code cost tracking, Cursor token usage, Codex spend — AI coding agent observability across 26 adapters, proxy-accurate token counts and cost.

42
14

Rikinshah787/dotpals

Rikinshah787

only.

★ 39updated 12 days ago
39
15

Awesome Agent Observability

anhermon

Curated list of tools, standards, and platforms for LLM and AI-agent observability: OpenTelemetry GenAI conventions, tracing, evals, guardrails, gateways, and MCP tooling.

★ 37
39
16

Yoetz

TheGaySupreme123

Yoetz — local-first structured work evidence, deterministic checks, and honest verification receipts.

★ 13updated 23 days ago
39
17

Atmem

aetna000

Local-first, auditable memory for AI agents, with governed retrieval, delegated context delivery, and verifiable execution evidence. Works with OpenClaw, MCP, Pydantic AI, and Lan…

★ 12updated 8 days ago
39
18

Agent Trace

strace for AI agents. Capture and replay every tool call, prompt, and response from Claude Code, Cursor, or any MCP client

39
19

Hyperweave

Portable visual output layer for agents. One API call, one SVG. Zero dependencies, renders in any markdown.

39
20

Awesome X Ops

A curated map of modern X-Ops: AI Ops, LLM/Agent Observability, Platform Engineering, GitOps, DataOps, FinOps, DevSecOps, and production-grade open-source operations tooling.面向现代…

39
21

Reactive Agents Ts

The transparent, composable harness for TypeScript agents. The same code runs the full agent loop on a local 4B model or a frontier API, with tool-call healing, verification, and…

39
22

Isnad

Grade every agent, scraper and model in a claim's chain — provenance, trust scoring and audit evidence for LLM pipelines

39
23

AgentProvenance

Security-oriented three-axis observability for sandboxed AI agents: model intent, app context, and runtime telemetry into verifiable evidence graphs for risk, forensics, and audit.

39
24

Copper

See what your AI agent is actually doing. One line, zero infra.

37
25

Agent Lens

看清 AI 编码智能体的每一次可观察行动。 · Trace your agents, down to every tool and MCP.

★ 5
34
26

Unitares

cirwel

Accountability infrastructure for long-running AI agents. Self-hosted MCP server: identity, claims and evidence, review, outcomes, and reconstruction across agent runtimes.

★ 5updated 9 days ago
34
27

Agent Triage

converra

Diagnose your AI agents in production. Extract policies from prompts, evaluate traces, generate diagnostic reports.

★ 4updated 7 months ago
34
28

Qed Proof Core

Nuraveda

Proof of Agent Work (PoAW): an open protocol and self-hostable node that verifies what AI agents claim they did and issues signed, publicly checkable receipts.

★ 4updated 13 days ago
34
29

Agentbox

Black box footage for AI agents: local replay of terminal output, file diffs, MCP tool calls, and risk flags.

★ 2
34
30

AMazeControlPlane

chernomaz

Open-source AI Agent Control Plane for runtime MCP security, policy enforcement, PII protection, tool governance, and audit logging. Runtime control plane for AI agents. Every LLM…

★ 2updated 2 months ago
34
31

Otelcol Genai Sketches

llm-measurement

Bounded GenAI metrics and keyed summaries from OpenTelemetry traces

★ 2updated 6 days ago
34
32

Fleetdiff

llm-measurement

See what changed in your agent app's token usage, from summary files instead of raw traces.

★ 2updated 5 days ago
34
33

Agent Observatory

Local-first dashboard for observing Codex and Claude projects, sessions, subagents, skills, plugins, hooks, and MCP servers.

★ 1
34
34

Vstack

valani9

AI agents fail like junior teammates, looping on bad ideas, ignoring feedback, and escalating commitment. vstack ports 34 of the most-cited organizational-behavior frameworks so y…

★ 1updated 3 months ago
34
35

Contextpulse MCP

DIYA73

Real-time MCP server that tracks context budget, detects agent loops, and alerts before token overflow — for Claude Code, Cursor, and any MCP-compatible AI tool.

★ 1
34
36

Agentenna

agentenna

Agentenna is the awareness layer for AI agents — a live, token-bounded view of what's happening, rendered straight into context.

★ 1updated 2 months ago
34
37

GenOS

PISSARAW

Git-like branching, deterministic replay, and evidence-driven evaluation for reproducible AI agents.

★ 1
34
38

Decision PGA

zmichels

Decision-state diagnostics for agent workflows using probability-simplex PGA.

★ 1updated 5 months ago
34
39

Agentic Coding Harness

sblattj

Run, watch, and meter Claude Code, Codex CLI, Gemini CLI, OpenCode, and Kiro from one CLI. Normalized events, cache-aware token usage, cost accounting verified against each agent'…

★ 1updated 2 days ago
34
40

Conciencia

juanesscobar

The Open Control Plane for Autonomous Work. Orchestrate AI agents, missions, approvals, governance and observability - with MCP, human-in-the-loop execution and full auditability.

★ 1
34
41

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
42

Omnodex

omnodex

Omnodex: Security & Observability for AI Agent Execution

★ 1updated 8 days ago
34
43

Pollymetric

pollymetric

See what your AI agents are doing to your Mac: servers they left running, project copies filling your disk, local models holding memory, plugins with keys in plain text. A free, o…

★ 1updated 19 days ago
34
44

MPL

Contracts, quality measurement, and audit trails for AI agent communication.

34
45

Agentclip Python

Python SDK + CLI + MCP server for AgentClip — the open-source tool that turns AI agent runs into shareable URLs.

34
46

Codexlens

macOS app for OpenAI Codex and Claude Code MCP activity

34
47

AgentAction

Trust infrastructure for autonomous AI agents: decision assurance, action authorization, runtime controls, and verifiable lifecycle evidence.

34
48

FrostMI

Local-first macOS intelligence for AI Agents: MCP and Skill discovery, process attribution, FSEvents, network destinations, Session Graphs, and local evidence.

34
49

Attemptdb

AttemptDB - the database for what AI coding agents tried. Local-first, temporal and causal, written in Rust.

34
50

Agent Rewind

Agent Rewind: flight recorder + undo button for AI agents (MCP interception proxy — journal, snapshots, policy gate, kill switch, rewind)

34
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