agentic-data-science-competition SKILL.md skillA
agentic-data-science-competition from mirannonarbitrable290/agentic-kaggle-skill is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add mirannonarbitrable290/agentic-kaggle-skill/agentic-data-science-competition@v1.0.0Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- mirannonarbitrable290/agentic-kaggle-skill
- Path
SKILL.md- Versions recorded
- 3
- Latest version
- v1.0.0, committed May 5, 2026
- First version recorded
- May 1, 2026
- Size
- 9,998 bytes
- Repository stars
- 7
- License
- MIT
AI Agent-driven Kaggle competition workflow. Learn from real competition experience: score stabilization patterns, submission troubleshooting, kernel workflows, GPU task delegation, and the spec-driven development approach that achieved top leaderboard positions. Use when: working on any Kaggle competition, analyzing submission failures, setting up automated pipelines, or replicating top notebook solutions.
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
# Agentic Data Science Competition > *「The agent doesn't just submit — it learns from failures, adapts strategies, and iterates autonomously.」* ## Core Philosophy This skill distills practical patterns from real competition experience: 1. **Agents as teammates** — Not just tools, but collaborators that can research, debug, and iterate 2. **Spec-driven development** — Document before coding, delegate with clear constraints 3. **Fail fast, learn faster** — Early scores are misleading; systematic debugging wins 4. **Automation where it matters** — Cronjobs for monitoring, delegation for complex work --- ## Quick Reference ### When to Use This Skill | Trigger | Action | |---------|--------| | Starting a new competition | → Read "Project Setup" section | | Submission returns 400 error | → Check "Troubleshooting" section | | Score dropped unexpectedly | → Read "Score Stabilization" section | | Need to replicate top notebook | → Use "Replication Workflow" | | Kernel push fails | → Check "Kernel Workflow" section | | GPU required but unavailable | → Use "Delegation Strategy" | ### Key Commands ```bash # Submit to competition …
Read the whole file at its exact version.
How to install
mdr add mirannonarbitrable290/agentic-kaggle-skill/agentic-data-science-competition@sha256:d915c4879cedc627The line at the top of this page pins the label v1.0.0, 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_uenk2elznuexa2vl)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between May 1, 2026 and May 5, 2026, about one every 2 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.0.0 latest | 2026-05-05 | 78eb7b2 | 9,998 B | A | view · diff |
| v1.0.0 | 2026-05-02 | 67ddd0b | 9,426 B | A | view · diff |
| v1.0.0 | 2026-05-01 | af992d1 | 9,416 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 (9998 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
mirannonarbitrable290/agentic-kaggle-skill · 7 stars · license MIT · pushed 2026-10-13 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_uenk2elznuexa2vl GET https://markdownregistry.com/api/v1/resolve?ref=mirannonarbitrable290/agentic-kaggle-skill/agentic-data-science-competition GET https://markdownregistry.com/api/v1/blob/d915c4879cedc62780d1cda5dbc672e615431d16297a1b6402889eaff28ce5f6
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.