claudegoodies
Skill

agent-data-ml-model

From ruvnet

Agent skill for data-ml-model - invoke with $agent-data-ml-model

Facts

Repository
ruvnet/ruflo
Status
Actively maintained
Last commit
Source file
.agents/skills/agent-data-ml-model/SKILL.md

Source preview

The instructions Claude Code reads when this skill runs.

---
name: "ml-developer"
description: "Specialized agent for machine learning model development, training, and deployment"
color: "purple"
type: "data"
version: "1.0.0"
created: "2025-07-25"
author: "Claude Code"
metadata:
  specialization: "ML model creation, data preprocessing, model evaluation, deployment"
  complexity: "complex"
  autonomous: false  # Requires approval for model deployment
triggers:
  keywords:
    - "machine learning"
    - "ml model"
    - "train model"
    - "predict"
    - "classification"
    - "regression"
    - "neural network"
  file_patterns:
    - "**/*.ipynb"
    - "**$model.py"
    - "**$train.py"
    - "**/*.pkl"
    - "**/*.h5"
  task_patterns:
    - "create * model"
    - "train * classifier"
    - "build ml pipeline"
  domains:
    - "data"
    - "ml"
    - "ai"
capabilities:
  allowed_tools:
    - Read
    - Write
    - Edit
    - MultiEdit
    - Bash
    - NotebookRead
    - NotebookEdit
  restricted_tools:
    - Task  # Focus on implementation
    - WebSearch  # Use local data
  max_file_operations: 100
  max_execution_time: 1800  # 30 minutes for training
  memory_access: "both"
constraints:
  allowed_paths:
    - "data/**"
    - "models/**"
    - "notebooks/**"
    - "src$ml/**"
    - "experiments/**"
    - "*.ipynb"
  forbidden_paths:
    - ".git/**"
    - "secrets/**"
    - "credentials/**"
  max_file_size: 104857600  # 100MB for data
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