Introduction¶

Kaggle solutions are often scattered across the discussion boards, notebooks, and author repositories. After finding a winning solution, developers still need to evaluate its validation methods, assess its transferability, and integrate information from multiple sources. kaggle-solutions-skills is a native plugin designed for DeepSeek Harness, aiming to transform fragmented solutions into reusable knowledge.

Core Features¶

This plugin provides the following capabilities:
* Offline Knowledge Base: Provides an index of solutions from 717 competitions, with local search support.
* Native DeepSeek Harness Plugin: Seamlessly integrates into the DSH workflow.
* Multi-Agent Research: Supports multi-role collaboration for solution research.
* Knowledge Distillation: Converts experimental results into “method cards,” preserving sources and conditions.
* Method Card Distillation: Extracts reusable experimental methods.

Installation¶

Before installation, ensure your environment meets the following requirements:
* Node.js 20+
* Python 3.10+ (for research tools)

Install the plugin by running the following command:

npx --yes --package=https://github.com/haoxuanjng-lang/kaggle-solutions-skills/releases/download/v0.2.2/haoxuanjng-lang-kaggle-solutions-skills-0.2.2.tgz kaggle-solutions-skills install

Usage¶

After installation, you can invoke skills directly in DeepSeek Harness conversations.

1. Find and Suggest

$kaggle-solutions-skills Find similar problems and solutions for this competition, and propose experiments supported by evidence.

2. Solution Comparison

$kaggle-solutions-skills Compare candidate retrieval and ranking in the OTTO winning solution, and propose a minimal controlled experiment.

3. Knowledge Distillation
Convert successes and failures from your experiment into reusable “method cards”:

$kaggle-solutions-skills Turn successes and failures from my experiment into method cards, preserving the actual results.

4. Maintenance and Updates
Check the knowledge base index and plugin version:

$kaggle-solutions-skills Update the solution index, review upstream changes, and check the installed version.

Notes¶

• The plugin runs with the permissions of the current dsh process. It is recommended to review the source code and license before installing.
• The knowledge base covers 717 competitions and includes 21 reviewed method cards.
• MIT licensed, free to use.

Summary¶

kaggle-solutions-skills addresses the fragmentation and verification challenges in Kaggle solution research. Through method card distillation and an offline knowledge base, it helps developers turn experience into reusable agent skills.

• Project homepage: https://github.com/haoxuanjng-lang/kaggle-solutions-skills