kaggle-solutions SKILL.md skillA

kaggle-solutions from zhulei227/easymlops is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add zhulei227/easymlops/kaggle-solutions@git:20261028.24023ed

Pins git:20261028.24023ed in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
zhulei227/easymlops
Path
skills/kaggle_solutions/SKILL.md
Versions recorded
1
Latest version
git:20261028.24023ed, committed Oct 28, 2026
Size
8,831 bytes
Repository stars
23
License
Apache-2.0

Search and retrieve Kaggle competition top solutions (write-ups, code repos, notebooks) from the kaggle.farid.one archive covering 721 competitions and 4700+ ranked solution links, with an offline snapshot of metadata and top-3 solution texts. This skill should be used when the user asks to find Kaggle competition solutions or winning approaches, look up a specific competition's top placements, find similar past competitions for a data science task, or benchmark approaches by…

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

# Kaggle Solutions

## Overview

Query the community-maintained Kaggle solutions archive (https://kaggle.farid.one, source repo `faridrashidi/kaggle-solutions`), read top solutions fully offline, and **automatically match the current business task to similar past competitions to derive optimization recommendations**.

## Primary Workflow: match current business → optimize

1. **Profile the task and match competitions** — run `scripts/match_task.py`:
   - Explicit description: `python scripts/match_task.py "churn prediction for telecom users" --metric auc --out report.md`
   - Auto-profile a project directory (scans code/docs for task terms, metric hints and kaggle.com/c/ slugs): `python scripts/match_task.py --dir path/to/project --out report.md`
   The report contains: task profile, ranked similar competitions, techniques mined from offline winner pages (with original quotes), and an actionable optimization checklist (validation / models / features / ensembling / post-processing).
2. **Read the winning approaches** — for the top matches use `read <number> <rank>` (offline) and distill concrete steps into the user's task; cite technique quotes from the report.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add zhulei227/easymlops/kaggle-solutions@sha256:f95770099901c69c

The line at the top of this page pins the label git:20261028.24023ed, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_kd62h45f57lfdcqn.svg)](https://markdownregistry.com/a/art_kd62h45f57lfdcqn)

1 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Oct 28, 2026.

versioncommittedcommitsizeaudit
git:20261028.24023ed latest2026-10-28 24023ed 8,831 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (8831 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

GitHub

zhulei227/easymlops · 23 stars · license Apache-2.0 · pushed 2026-11-03 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_kd62h45f57lfdcqn
GET https://markdownregistry.com/api/v1/resolve?ref=zhulei227/easymlops/kaggle-solutions
GET https://markdownregistry.com/api/v1/blob/f95770099901c69c6f615f1065554cf1b4cab2dc6b388ba88970817dfd68290a

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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