agent-observability vs agenttrail
Local observability for AI coding agents compared
agent-observability and agenttrail both help developers inspect AI coding-agent activity locally. agent-observability collects telemetry into a self-hosted monitoring stack, while agenttrail presents local project and task activity in browser-based Map and Kitchen views.
agent-observability: Monitor AI Coding Agents Locally
A self-hosted OpenTelemetry stack for monitoring Claude Code and OpenAI Codex. It routes telemetry to Prometheus, Loki, and Tempo, then presents usage, performance, and activity in Grafana dashboards.
agenttrail: Observe AI Coding Agent Work Locally
Agenttrail is a local observability tool for AI coding agents, with a project map and a 3D task view built on Three.js. It watches available local files, plans, and agent activity without running or coordinating agents.
| agent-observability | agenttrail | |
|---|---|---|
| Language | Go Template | JavaScript |
| License | — | MIT |
| Stars | 14 | 913 |
| Forks | 1 | 65 |
| Last analyzed | Oct 4, 2026 | Oct 19, 2026 |
Key differences
- agent-observability routes OpenTelemetry metrics, logs, and traces to Prometheus, Loki, and Tempo; agenttrail observes local files, plans, and available agent activity.
- agent-observability provides Grafana dashboards for usage, performance, and activity; agenttrail offers a project map and an experimental 3D task view built with Three.js.
- agent-observability supports Docker Compose, Kubernetes with Kustomize, and Helm deployments; agenttrail runs its Map and Kitchen views as separate local services.
- agent-observability is written in Go Template, while agenttrail is written in JavaScript.
- agenttrail is MIT licensed; agent-observability's supplied metadata reports 14 stars and 1 fork, while agenttrail reports 913 stars and 65 forks.
Choose agent-observability if you…
- need centralized metrics, logs, and traces for Claude Code or OpenAI Codex.
- want Grafana dashboards and can operate Prometheus, Loki, Tempo, and the collector yourself.
- plan to deploy through Docker Compose, Kubernetes with Kustomize, or Helm.
Choose agenttrail if you…
- want a local project map connecting a PLAN.md outline with observed file changes and dependencies.
- want to inspect available tasks and agent contributions in a 3D browser view.
- need local file observation without launching or controlling agents, including when native session data is unavailable.
Compare the numbers side by side, or add more projects
This comparison is generated with AI from the OSRepos analyses of both projects. Always check each project's repository and documentation before choosing.