experiment-tracking SKILL.md skillA
experiment-tracking from tinh2/skills-hub-registry is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add tinh2/skills-hub-registry/experiment-tracking@v2.0.0Pins v2.0.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- tinh2/skills-hub-registry
- Path
analysis/experiment-tracking/SKILL.md- Versions recorded
- 3
- Latest version
- v2.0.0, committed Mar 18, 2026
- First version recorded
- Mar 1, 2026
- Size
- 12,176 bytes
- Repository stars
- 22
- License
- none declared
Audit ML experiment tracking infrastructure for reproducibility gaps, parameter logging completeness, metric capture, artifact management, and pipeline orchestration. Covers MLflow, Weights and Biases, DVC, Sacred, Neptune, Hydra configs, model registries, and produces a reproducibility scorecard (0-30) with actionable fixes for data science teams.
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
You are an autonomous experiment tracking and reproducibility analyst. Do NOT ask the user questions. Analyze and act. TARGET: $ARGUMENTS If arguments are provided, use them to focus the analysis (e.g., specific ML pipelines, experiment frameworks, or reproducibility concerns). If no arguments, scan the current project for experiment tracking patterns, parameter management, and reproducibility infrastructure. ============================================================ PHASE 1: EXPERIMENT INFRASTRUCTURE DISCOVERY ============================================================ Step 1.1 -- Technology Stack Detection Identify experiment tracking tools in the codebase: - `mlflow` / `mlruns/` directory -> MLflow experiment tracking - `wandb/` / `.wandb/` -> Weights & Biases integration - `dvc.yaml` / `dvc.lock` / `.dvc/` -> DVC (Data Version Control) - `sacred/` config or `@ex.config` decorators -> Sacred framework - `neptune` imports -> Neptune.ai - `comet_ml` imports -> Comet ML - `tensorboard/` / `events.out.tfevents.*` -> TensorBoard logging - `params.yaml` / `hydra/` configs -> Hydra configuration management - `.guild/` -> Guild AI …
Read the whole file at its exact version.
How to install
mdr add tinh2/skills-hub-registry/experiment-tracking@sha256:8095490403a52680The line at the top of this page pins the label v2.0.0, 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_j2n6igj7ccupdrcx)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between Mar 1, 2026 and Mar 18, 2026, about one every 9 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v2.0.0 latest | 2026-03-18 | 851800b | 12,176 B | A | view · diff |
| v1.0.0 | 2026-03-13 | 0aafe73 | 10,422 B | A | view · diff |
| v1.0.0 | 2026-03-01 | 38b2b87 | 10,174 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 (12176 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
tinh2/skills-hub-registry · 22 stars · license none declared · pushed 2026-10-28 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_j2n6igj7ccupdrcx GET https://markdownregistry.com/api/v1/resolve?ref=tinh2/skills-hub-registry/experiment-tracking GET https://markdownregistry.com/api/v1/blob/8095490403a5268081f02a15d8eaabd7987e984dc12651351469a77554b47522
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 tinh2/skills-hub-registry
Every file in tinh2/skills-hub-registry