kaggle SKILL.md skillA
kaggle from borda/ai-rig is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add borda/ai-rig/kaggle@git:20261012.8e6b67ePins git:20261012.8e6b67e in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- borda/ai-rig
- Path
plugins/cc_research/skills/kaggle/SKILL.md- Versions recorded
- 16
- Latest version
- git:20261012.8e6b67e, committed Oct 12, 2026
- First version recorded
- Aug 8, 2026
- Size
- 28,373 bytes
- Repository stars
- 28
- License
- Apache-2.0
Generate a Kaggle competition notebook as a Jupytext `# %%` Python script following the user's established ML research style: PTL for DNN training, best-fit tool selection, EDA→Baseline→Train→Inference pipeline with per-stage lens cells, small single-purpose cells each carrying a why. Grounds data schema and submission format through the authenticated `kaggle` CLI (file listing, sample submission, leaderboard) rather than the login-walled competition page. Tuned to win…
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
<objective> Generate Kaggle competition notebook script, Jupytext `# %%` format. Two goals, equal weight — neither traded for other: - **Win** — leaderboard-competitive: leakage-safe CV, metric-aligned loss/model choice, tuning/ensembling when it moves the score, not style theater - **Teach** — read top to bottom like a university/seminar lecture on solving this competition: reader new to it follows the full reasoning chain, every decision motivated, nothing left as unexplained code Follows user's ML research style distilled from past notebooks: - **PTL always for DNN training** (PyTorch Lightning + torchmetrics) — even simple baselines - **Tool agnostic** — best-fit library for problem; PTL when training loop needed - **Stages with lenses** — each major stage: quick sanity check cell (show one batch, print shapes, verify submission format) - **Small, single-purpose cells** — one action per cell (load, one transform, one plot, one check); never bundle setup + run + verify to save cell count - **Every cell earns its place** — one-line why (comment or markdown sentence) before/in each cell: the specific reason this step happens now — never a restatement of what the code does …
Read the whole file at its exact version.
How to install
mdr add borda/ai-rig/kaggle@sha256:e8fe7e7c133d0835The line at the top of this page pins the label git:20261012.8e6b67e, 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_pghz32f3njym4j27)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 16 versions of this file, between Aug 8, 2026 and Oct 12, 2026, about one every 4 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261012.8e6b67e latest | 2026-10-12 | 8e6b67e | 28,373 B | A | view · diff |
| git:20261009.253fdb3 | 2026-10-09 | 253fdb3 | 27,292 B | A | view · diff |
| git:20261002.381549d | 2026-10-02 | 381549d | 26,249 B | A | view · diff |
| git:20260930.5b12456 | 2026-09-30 | 5b12456 | 26,186 B | A | view · diff |
| git:20260929.98a9e77 | 2026-09-29 | 98a9e77 | 26,175 B | A | view · diff |
| git:20260928.633c7f2 | 2026-09-28 | 633c7f2 | 25,700 B | A | view · diff |
| git:20260923.39e3a48 | 2026-09-23 | 39e3a48 | 25,480 B | A | view · diff |
| git:20260918.3e1a63d | 2026-09-18 | 3e1a63d | 25,103 B | A | view · diff |
| git:20260915.5a355a0 | 2026-09-15 | 5a355a0 | 25,119 B | A | view · diff |
| git:20260911.be7b308 | 2026-09-11 | be7b308 | 25,008 B | A | view · diff |
| git:20260911.182df57 | 2026-09-11 | 182df57 | 25,008 B | A | view · diff |
| git:20260904.9c1cbe2 | 2026-09-04 | 9c1cbe2 | 26,546 B | A | view · diff |
| git:20260821.d979319 | 2026-08-21 | d979319 | 26,545 B | A | view · diff |
| git:20260817.8b6f78d | 2026-08-17 | 8b6f78d | 26,542 B | A | view · diff |
| git:20260811.90a3ec8 | 2026-08-11 | 90a3ec8 | 27,027 B | A | view · diff |
| git:20260808.a8a70fe | 2026-08-08 | a8a70fe | 19,912 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 (28373 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
borda/ai-rig · 28 stars · license Apache-2.0 · pushed 2026-10-21 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_pghz32f3njym4j27 GET https://markdownregistry.com/api/v1/resolve?ref=borda/ai-rig/kaggle GET https://markdownregistry.com/api/v1/blob/e8fe7e7c133d0835dde9ef3f91f29eab616ff2a372bf875ff9b93a9d6c3c1004
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.