monitor-evals SKILL.md skillA
monitor-evals from ai-analyst-lab/ai-analyst is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add ai-analyst-lab/ai-analyst/monitor-evals@git:20260910.c4b91efPins git:20260910.c4b91ef in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- ai-analyst-lab/ai-analyst
- Path
.claude/skills/monitor-evals/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260910.c4b91ef, committed Sep 10, 2026
- Size
- 1,224 bytes
- Repository stars
- 322
- License
- MIT
Review evaluation history, distinguish system, data, suite, and evaluator changes, and apply an operating response. Use for regressions, eval monitoring, release gates, or trend questions.
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
# Monitor evaluation history Read versioned run manifests with `helpers.evals.monitoring.load_history`. Use `classify_changes` before comparing scores. Separate: - system behavior changes; - data changes; - task-mix or suite-version changes; - evaluator changes; and - operational failures such as blocked tools or expired connections. Compare only compatible runs. Show per-case and slice movement, not only the aggregate. Run frozen sentinel examples for model graders so evaluator drift does not look like system drift. Apply the named operating rule: - continue when the intended change improved the target slice without a blocking regression; - investigate when the cause is unclear or several inputs changed; - rollback when a blocking regression follows a controlled system change; or - escalate when the evaluator, data, or authorization boundary may be invalid. Record the owner and next action. Monitoring is an operating practice, not a dashboard someone passively observes.
Read the whole file at its exact version.
How to install
mdr add ai-analyst-lab/ai-analyst/monitor-evals@sha256:f0a20e96ae603f90The line at the top of this page pins the label git:20260910.c4b91ef, 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_cptu4tbez5huomsb)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Sep 10, 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 (1224 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
ai-analyst-lab/ai-analyst · 322 stars · license MIT · pushed 2026-09-30 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_cptu4tbez5huomsb GET https://markdownregistry.com/api/v1/resolve?ref=ai-analyst-lab/ai-analyst/monitor-evals GET https://markdownregistry.com/api/v1/blob/f0a20e96ae603f900686f87ee04b90c854fe5a3ff4ce10999aee32c995290425
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.