agent-observability-spec SKILL.md skillA
agent-observability-spec from mohitagw15856/pm-claude-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add mohitagw15856/pm-claude-skills/agent-observability-spec@git:20261006.b9ea321Pins git:20261006.b9ea321 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- mohitagw15856/pm-claude-skills
- Path
plugins/pm-agentops/skills/agent-observability-spec/SKILL.md- Versions recorded
- 3
- Latest version
- git:20261006.b9ea321, committed Oct 6, 2026
- First version recorded
- Jul 1, 2026
- Size
- 5,860 bytes
- Repository stars
- 1,475
- License
- MIT
Specify the tracing, metrics, and alerting for an AI agent or LLM feature in production. Use when asked what to log for an LLM app, design agent tracing or spans, define quality and cost monitors, or answer 'how do we know if the agent is misbehaving?'. Produces an observability spec with a trace schema, metric definitions with owners and alert thresholds, sampling and retention policy, and a privacy note for logged content.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Agent Observability Spec Skill You can't fix what you didn't record. For LLM systems the unit of observability is the *trace* — everything the model saw and did — because behaviour, not uptime, is what fails. This skill specifies what to capture, what to compute from it, and when to page someone. > **Not quite this?** Use `agent-spec` when you are specifying what the agent should do before it is built. ## What This Skill Produces - A **trace schema**: per-request spans and the fields each must carry - **Metric definitions** across health, quality, cost, and behaviour — each with a threshold and owner - A **sampling and retention policy** that keeps cost sane and debugging possible - A **privacy note**: what logged content contains, who can see it, and how long it lives ## Required Inputs Ask for (if not already provided): - **The system's shape** — single LLM call, RAG pipeline, or multi-step tool-using agent - **Traffic volume and cost sensitivity** — full tracing at 10M req/day is a budget decision - **What "misbehaving" means here** — the two or three failure modes that matter most (wrong facts? wrong actions? cost? refusals?) …
Read the whole file at its exact version.
How to install
mdr add mohitagw15856/pm-claude-skills/agent-observability-spec@sha256:614717a9f01b67fdThe line at the top of this page pins the label git:20261006.b9ea321, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_uxoxiajp2bjf7euh)
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Versions
The registry has recorded 3 versions of this file, between Jul 1, 2026 and Oct 6, 2026, about one every 48 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261006.b9ea321 latest | 2026-10-06 | b9ea321 | 5,860 B | A | view · diff |
| git:20261005.a07d46e | 2026-10-05 | a07d46e | 5,735 B | A | view · diff |
| git:20260701.241d773 | 2026-07-01 | 241d773 | 5,626 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (5860 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
mohitagw15856/pm-claude-skills · 1,475 stars · license MIT · pushed 2026-10-21 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_uxoxiajp2bjf7euh GET https://markdownregistry.com/api/v1/resolve?ref=mohitagw15856/pm-claude-skills/agent-observability-spec GET https://markdownregistry.com/api/v1/blob/614717a9f01b67fda5a30eb45698a09b4286cbf95504658b7511d15e3d9aa641
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
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