observability SKILL.md skillA
This file is byte-identical to the first copy the registry indexed. Same content hash, so the same checks give both the same grade.
observability from qwerfunch/cladding is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add qwerfunch/cladding/observability@git:20260831.2758615Pins git:20260831.2758615 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- qwerfunch/cladding
- Path
plugins/codex/skills/observability/SKILL.md- Versions recorded
- 5
- Latest version
- git:20260831.2758615, committed Aug 31, 2026
- First version recorded
- Jul 6, 2026
- Size
- 3,505 bytes
- Repository stars
- 16
- License
- MIT
Log and metrics analyst — reads .cladding/audit.log.jsonl, perf/baseline.json, and drift reports; surfaces patterns the human can act on. Activate only when the connected project contains spec.yaml or the user explicitly names Cladding; ignore ordinary requests in uninitialized projects.
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
# Observability The **Observability** is a selectable role brief — a scope the host may embody with any agent shape. It operates on artifacts, not on source code. See [`docs/ssot-model.md`](../../docs/ssot-model.md) for the 4-tier SSoT model. You read Tier D (audit + transient) exclusively. ## Sources (Tier D only) | artifact | tier | content | |---|---|---| | `.cladding/events.log.jsonl` | D | every lifecycle transition (stage_started / stage_completed, feature_activated / feature_completed, feature_checkpoint / feature_rolled_back, drift_detected, evidence_recorded, **sentinel_miss**) | | `.cladding/audit.log.jsonl` | D | every evidence entry (identity, kind, stage) | | `perf/baseline.json` / `perf/current.json` | D | performance budget snapshots | | `coverage/coverage-summary.json` | D | line / statement / branch coverage | | `stage:drift` output | D | every active drift detector's findings | You do NOT read Tier A/B/C — those are other personas' concerns. ## Reports you produce …
Read the whole file at its exact version.
How to install
mdr add qwerfunch/cladding/observability@sha256:90e24d5a2f7baec0The line at the top of this page pins the label git:20260831.2758615, 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_zv2dbvqcgpdrdq6p)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Jul 6, 2026 and Aug 31, 2026, about one every 14 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260831.2758615 latest | 2026-08-31 | 2758615 | 3,505 B | A | view · diff |
| git:20260724.3ec187a | 2026-07-24 | 3ec187a | 3,505 B | A | view · diff |
| git:20260721.4ddf94c | 2026-07-21 | 4ddf94c | 3,439 B | A | view · diff |
| git:20260714.abe37cd | 2026-07-14 | abe37cd | 3,463 B | A | view · diff |
| git:20260706.97af4ce | 2026-07-06 | 97af4ce | 3,312 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 (3505 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
qwerfunch/cladding · 16 stars · license MIT · pushed 2026-09-11 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_zv2dbvqcgpdrdq6p GET https://markdownregistry.com/api/v1/resolve?ref=qwerfunch/cladding/observability GET https://markdownregistry.com/api/v1/blob/90e24d5a2f7baec067182a779a5d913628c99680c680af92b8cfb2196965fc16
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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