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Kaggle Skill

por shepsci · shepsci/kaggle-skill

Complete Kaggle integration — competition reports, dataset/model downloads, notebook execution.

A skill that wires Kaggle into Claude Code: list competitions, download datasets/models, submit predictions, fetch notebook executions, track badges. Works across Claude Code, Cursor, Codex, Gemini CLI through skills.sh.

Por que usar

Principais recursos

Demo ao vivo

Como fica na prática

kaggle-skill.replay ▶ pronto
0/0

Instalar

Escolha seu cliente

~/Library/Application Support/Claude/claude_desktop_config.json  · Windows: %APPDATA%\Claude\claude_desktop_config.json
{
  "mcpServers": {
    "kaggle-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/shepsci/kaggle-skill",
        "~/.claude/skills/kaggle-skill"
      ],
      "_inferred": true
    }
  }
}

Abra Claude Desktop → Settings → Developer → Edit Config. Reinicie após salvar.

~/.cursor/mcp.json · .cursor/mcp.json
{
  "mcpServers": {
    "kaggle-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/shepsci/kaggle-skill",
        "~/.claude/skills/kaggle-skill"
      ],
      "_inferred": true
    }
  }
}

Cursor usa o mesmo esquema mcpServers que o Claude Desktop. Config de projeto vence a global.

VS Code → Cline → MCP Servers → Edit
{
  "mcpServers": {
    "kaggle-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/shepsci/kaggle-skill",
        "~/.claude/skills/kaggle-skill"
      ],
      "_inferred": true
    }
  }
}

Clique no ícone MCP Servers na barra lateral do Cline, depois "Edit Configuration".

~/.codeium/windsurf/mcp_config.json
{
  "mcpServers": {
    "kaggle-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/shepsci/kaggle-skill",
        "~/.claude/skills/kaggle-skill"
      ],
      "_inferred": true
    }
  }
}

Mesmo formato do Claude Desktop. Reinicie o Windsurf para aplicar.

~/.continue/config.json
{
  "mcpServers": [
    {
      "name": "kaggle-skill",
      "command": "git",
      "args": [
        "clone",
        "https://github.com/shepsci/kaggle-skill",
        "~/.claude/skills/kaggle-skill"
      ]
    }
  ]
}

O Continue usa um array de objetos de servidor em vez de um map.

~/.config/zed/settings.json
{
  "context_servers": {
    "kaggle-skill": {
      "command": {
        "path": "git",
        "args": [
          "clone",
          "https://github.com/shepsci/kaggle-skill",
          "~/.claude/skills/kaggle-skill"
        ]
      }
    }
  }
}

Adicione em context_servers. Zed recarrega automaticamente ao salvar.

claude mcp add kaggle-skill -- git clone https://github.com/shepsci/kaggle-skill ~/.claude/skills/kaggle-skill

Uma linha só. Verifique com claude mcp list. Remova com claude mcp remove.

Casos de uso

Usos do mundo real: Kaggle Skill

Pull a competition dataset, train a baseline, submit predictions

👤 Kagglers iterating fast ⏱ ~15 min intermediate

Quando usar: You want to get a first submission on the leaderboard quickly.

Pré-requisitos
  • Server/skill installed and authenticated — See repo README
Fluxo
  1. Pull data
    Use the Kaggle skill to download the latest version of competition 'titanic' to ./data.✓ Copiado
    → Dataset downloaded; files listed
  2. Submit
    After my notebook runs, submit submission.csv with message 'baseline LR'.✓ Copiado
    → Submission id + public score when scored

Resultado: A real submission on the leaderboard with one chat.

Armadilhas
  • Daily submission limits per competition — usually 5–10. The skill warns when you're close. — Daily submission limits per competition — usually 5–10. The skill warns when you're close.
Combine com: filesystem

Combinações

Combine com outros MCPs para 10× de alavancagem

kaggle-skill + filesystem

Pair with filesystem

Use this skill together with filesystem.✓ Copiado

Ferramentas

O que este MCP expõe

FerramentaEntradasQuando chamarCusto
list_competitions category, status Find active competitions 1 API call
download_dataset ref, version Pull a dataset locally Disk I/O
submit competition, file, message Submit predictions 1 API call

Custo e limites

O que custa rodar

Cota de API
Kaggle rate limits apply
Tokens por chamada
Varies
Monetário
Free for public competitions
Dica
Cache downloads.

Segurança

Permissões, segredos, alcance

Armazenamento de credenciais: ~/.kaggle/kaggle.json with chmod 600
Saída de dados: kaggle.com

Solução de problemas

Erros comuns e correções

403 Forbidden on download

Accept the competition's rules on Kaggle first via the web UI. The CLI cannot accept rules.

Verificar: Visit competition page
kaggle.json missing

Place your API token at ~/.kaggle/kaggle.json with chmod 600.

Verificar: kaggle competitions list

Alternativas

Kaggle Skill vs. outros

AlternativaQuando usarTroca
Kaggle CLI directlyYou want raw CLINo agent integration

Mais

Recursos

📖 Leia o README oficial no GitHub

🐙 Ver issues abertas

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