experiment-tracking-review 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.
experiment-tracking-review from yeaight7/agent-powerups is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add yeaight7/agent-powerups/experiment-tracking-review@git:20260605.9de4340Pins git:20260605.9de4340 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- yeaight7/agent-powerups
- Path
skills/experiment-tracking-review/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260605.9de4340, committed Jun 5, 2026
- First version recorded
- Jun 2, 2026
- Size
- 2,168 bytes
- Repository stars
- 8
- License
- Apache-2.0
Use when reviewing ML training code to confirm a run could be reconstructed later -- hyperparameters, metrics, data references, and artifacts logged, not just printed to stdout.
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
## Purpose An ML experiment is useless if you cannot reconstruct exactly how it was run and what data it used. This review checks that everything needed for reconstruction is logged. ## When to Use - Reviewing a training script before serious experiment cycles begin - Results exist but nobody can say which configuration produced them - Metrics are printed to stdout only ## Inputs - The training script(s) and any tracking/config setup (MLflow, wandb, config files) ## Workflow 1. **Hyperparameter logging**: the script logs *every* hyperparameter (learning rate, batch size, architecture details). Hardcoded magic numbers must be extracted to a config and logged. 2. **Metric logging**: training and validation metrics are logged at each epoch or step, not just at the end. 3. **Artifact saving**: final model weights, preprocessing scalers/encoders, and the exact configuration file are saved together in a versioned directory or tracking system. 4. **Data reference**: the run records which data it used (path, version, or hash). 5. **Enforce structured logging** (JSON, MLflow, wandb) — stdout-only metric reporting is a blocking finding. ## Output …
Read the whole file at its exact version.
How to install
mdr add yeaight7/agent-powerups/experiment-tracking-review@sha256:537e0e550f4a634fThe line at the top of this page pins the label git:20260605.9de4340, 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_pmqw2rlj7gi3nhr6)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Jun 2, 2026 and Jun 5, 2026, about one every 3 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260605.9de4340 latest | 2026-06-05 | 9de4340 | 2,168 B | A | view · diff |
| git:20260602.1457735 | 2026-06-02 | 1457735 | 933 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 (2168 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
yeaight7/agent-powerups · 8 stars · license Apache-2.0 · pushed 2026-09-27 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_pmqw2rlj7gi3nhr6 GET https://markdownregistry.com/api/v1/resolve?ref=yeaight7/agent-powerups/experiment-tracking-review GET https://markdownregistry.com/api/v1/blob/537e0e550f4a634f72c9842ed5aecb80dd0e40dbea5629d4201d1ae703e3c940
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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