kaggleUnified Kaggle skill. Use when the user explicitly mentions Kaggle, kaggle.com, a Kaggle URL, Kaggle competitions, Kaggle datasets/models/notebooks, Kaggle forums/discussions/writeups, Kaggle benchmarks, hackathons hosted on Kaggle, Kaggle badges, or Kaggle account setup. Do not use for generic ML, GPU/TPU, notebook, dataset, benchmark, or data-science tasks unless the user clearly ties them to Kaggle.
Install via ClawdBot CLI:
clawdbot install shepsci/kaggleGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Sends data to undocumented external endpoint (potential exfiltration)
POST → https://www.kaggle.com/mcpCalls external URL not in known-safe list
https://github.com/shepsci/kaggle-skillUses known external API (expected, informational)
googleapis.comAI Analysis
The skill interacts with legitimate Kaggle APIs (api.kaggle.com, www.kaggle.com) and Google Cloud Storage for its stated purpose, which is expected. The POST to 'www.kaggle.com/mcp' is likely part of Kaggle's official MCP (Model Context Protocol) integration, not an undocumented exfiltration endpoint. The credential handling instructions explicitly warn against logging or committing secrets.
Generated Mar 21, 2026
A data science team uses the skill to automate competition entry, from downloading datasets and executing notebooks to submitting predictions. It streamlines workflow by handling API interactions and credential management, enabling focus on model development.
An educational institution integrates the skill into courses to teach students Kaggle fundamentals, including account setup, dataset exploration, and badge earning. It provides hands-on experience with real-world data challenges in a structured, automated manner.
A market research firm leverages the skill to download and analyze Kaggle datasets for insights into trends, consumer behavior, or industry benchmarks. It automates data retrieval and preprocessing, saving time on manual collection.
Developers building AI agents use the skill to test integration with Kaggle APIs for tasks like competition reporting, model deployment, or badge collection. It serves as a reference implementation for handling authentication and multi-module workflows.
A community or platform employs the skill to systematically earn Kaggle badges for users, enhancing engagement through gamification. It automates badge phases, from API calls to browser interactions, without manual effort.
Offer a subscription-based service that integrates this skill into a dashboard for managing Kaggle competitions, datasets, and analytics. Revenue comes from tiered plans based on usage, such as advanced reporting or priority support.
Provide a free version for students and educators with basic Kaggle automation, and premium features like advanced competition insights or custom badge tracking. Monetize through paid upgrades and institutional partnerships.
Offer consulting services to businesses needing custom Kaggle integration, such as automating data pipelines or competition submissions. Revenue is generated from project-based fees and ongoing maintenance contracts.
💬 Integration Tip
Ensure all required environment variables (KAGGLE_USERNAME, KAGGLE_KEY, KAGGLE_API_TOKEN) are securely set before use, and run the credential checker script to verify compatibility across modules.
Scored May 17, 2026
Audited Apr 17, 2026 · audit v1.0
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