metrics SKILL.md skillA
metrics from ariaxhan/kernel-claude is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add ariaxhan/kernel-claude/metrics@git:20260711.c23e6cbPins git:20260711.c23e6cb in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- ariaxhan/kernel-claude
- Path
skills/metrics/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260711.c23e6cb, committed Jul 11, 2026
- Size
- 1,492 bytes
- Repository stars
- 14
- License
- MIT
Observability dashboard. Session stats, agent tracking, hook performance, learning health. Triggers: metrics, stats, dashboard, observability.
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
<skill id="metrics">
<purpose>
Surface actionable insights from KERNEL telemetry. Wraps `agentdb metrics` with analysis and recommendations.
</purpose>
<execution>
1. Run `agentdb metrics` to get raw data
2. Analyze patterns and surface insights:
- Session duration trends (are sessions getting longer? that may indicate complexity creep)
- Agent success rates (are adversary verdicts calibrated?)
- Hook failure rates (which guards need attention?)
- Learning utilization (which learnings get reinforced vs ignored?)
3. Present dashboard with actionable recommendations
Example recommendations:
- "64% tier 1 work — your skill set matches well"
- "Adversary sample size < 5 — run /kernel:tearitapart more on tier 2+ work"
- "detect-secrets had 2 failures — check patterns are current"
- "3 learnings never reinforced in 30d — will be auto-pruned"
</execution>
<on_start>
```bash
agentdb metrics
agentdb health
```
<ask_user>
Use AskUserQuestion when: dashboard displayed and anomalies found
Ask: "Anomaly in {metric}: {detail}. Want to investigate, or just note it?"
Options: investigate, note and move on
</ask_user>
</on_start>
</skill>Read the whole file at its exact version.
How to install
mdr add ariaxhan/kernel-claude/metrics@sha256:42466af481e50dbfThe line at the top of this page pins the label git:20260711.c23e6cb, 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_ry3upqfqfnrj4xkh)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Jul 11, 2026.
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 (1492 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
ariaxhan/kernel-claude · 14 stars · license MIT · pushed 2026-11-01 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_ry3upqfqfnrj4xkh GET https://markdownregistry.com/api/v1/resolve?ref=ariaxhan/kernel-claude/metrics GET https://markdownregistry.com/api/v1/blob/42466af481e50dbf642e6fe1617704acc4a77cb46a254f6fc08178e01ccd9b4c
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.
More from ariaxhan/kernel-claude
Every file in ariaxhan/kernel-claude