Agent Observability

by BagelHole

Agent Observability is an AI Engineering skill for Claude Code, published by BagelHole in DevOps-Security-Agent-Skills.

709 stars89 forkson BagelHole/DevOps-Security-Agent-SkillsAdded 2026/08/24+1343% in starsRepository updated 2026/05/22

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Install in seconds

Install Agent Observability

Copy Agent Observability into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.

terminal

npx degit https://github.com/BagelHole/DevOps-Security-Agent-Skills/tree/main/devops/ai/agent-observability ~/.claude/skills/agent-observability

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/BagelHole/DevOps-Security-Agent-Skills.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file: devops/ai/agent-observability/SKILL.md in BagelHole/DevOps-Security-Agent-Skills
Installs to: ~/.claude/skills/agent-observability
Collection: One of 25 skills cataloged from this repository
Category: AI Engineering — 2451 skills

What Agent Observability does

Agent Observability instruments AI agents with logs, traces, metrics, token usage, latency, and cost telemetry. Use it to debug reliability issues, set SLOs, and monitor agent or LLM workloads.

Agent Observability is cataloged under AI Engineering on DirSkills. Agent Observability comes from a repository tagged agent-skills, agentic-ai, ai-agents, aws and cheatsheets.

Documentation

README

Excerpt

Agent Observability

Monitor AI agent behavior with logs, traces, metrics, and cost telemetry. This skill covers the full observability stack for LLM-powered applications: from raw Prometheus counters to Grafana dashboards, OpenTelemetry tracing, structured logging, cost tracking, SLO definition, and PII redaction.

When to Use

Apply this skill whenever you operate:

This is the opening of the README. Read the full README on GitHub.

Frequently asked about Agent Observability

What else does BagelHole publish alongside Agent Observability?
Agent Observability is one of 25 skills that DirSkills catalogs from BagelHole/DevOps-Security-Agent-Skills, the repository it ships in. Its siblings there include AI Pipeline Orchestration, AI SRE Incident Response and AWS CloudTrail. Each one is a separate skill with its own page in this directory, installs the same way Agent Observability does, and is maintained by BagelHole in that same repository. The rest of the collection is listed on the BagelHole/DevOps-Security-Agent-Skills page.
How does Agent Observability compare to other AI Engineering skills?
Agent Observability ranks #1706 by stars among the 2451 AI Engineering skills in this catalog. The most-starred ones next to it are Architecture Decision Records, AI-First Engineering and Agentic OS. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of Agent Observability against them. Open each page to compare what they document and how they install.