bentoml-model-packager

SkillAI & models

BentoML skill for model packaging, serving, and containerization.

Use bentoml-model-packager in Claude, ChatGPT or Ahel Desktop

Free. Sign in, add bentoml-model-packager and connect your AI. About a minute.

Claude ChatGPT Ahel Desktop

Also: Claude Code · Cursor · Codex

Then ask your AI: use the bentoml-model-packager skill

Details

Instructions available. Your AI can read the instructions. Execution depends on the setup they require.

Account requirements not reviewed. Check the skill instructions before use; Ahel provides instructions and does not run this skill.

No other account needed.

Add Ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

bentoml-model-packagerStart free

What this skill tells your AI

The instructions your AI receives, as published by a5c-ai/babysitter in library/specializations/data-science-ml/skills/bentoml-model-packager/SKILL.md and read by Ahel’s review.

Overview

BentoML skill for model packaging, serving, and containerization with support for multiple ML frameworks.

Capabilities

Bento creation and versioning
Multi-framework model support (sklearn, PyTorch, TensorFlow, etc.)
API endpoint definition with validation
Docker containerization
Kubernetes deployment YAML generation
Adaptive batching configuration
Model signatures and runners
Service composition

Target Processes

Model Deployment Pipeline with Canary Release
Model Training Pipeline
ML System Integration Testing

Tools and Libraries

BentoML
Docker
Kubernetes

Input Schema

{
  "type": "object",
  "required": ["action"],
  "properties": {
    "action": {
      "type": "string",
      "enum": ["save", "build", "serve", "containerize", "push", "list"],
      "description": "BentoML action to perform"
    },
    "modelConfig": {
      "type": "object",
      "properties": {
        "name": { "type": "string" },
        "framework": { "type": "string" },
        "modelPath": { "type": "string" },
        "signatures": { "type": "object" }
      }
    },
    "serviceConfig": {
      "type": "object",
      "properties": {
        "servicePath": { "type": "string" },
        "port": { "type": "integer" },
        "workers": { "type": "integer" },
        "batchConfig": {
          "type": "object",
          "properties": {
            "maxBatchSize": { "type": "integer" },
            "maxLatencyMs": { "type": "integer" }
          }
        }
      }
    },
    "buildConfig": {
      "type": "object",
      "properties": {
        "bentoName": { "type": "string" },
        "version": { "type": "string" },
        "includeFiles": { "type": "array", "items": { "type": "string" } },
        "pythonRequirements": { "type": "string" }
      }
    },
    "containerConfig": {
      "type": "object",
      "properties": {
        "imageName": { "type": "string" },
        "registry": { "type": "string" },
        "dockerOptions": { "type": "object" }
      }
    }
  }
}

Output Schema

{
  "type": "object",
  "required": ["status", "action"],
  "properties": {
    "status": {
      "type": "string",
      "enum": ["success", "error"]
    },
    "action": {
      "type": "string"
    },
    "modelTag": {
      "type": "string"
    },
    "bentoTag": {
      "type": "string"
    },
    "imageTag": {
      "type": "string"
    },
    "endpoint": {
      "type": "string"
    },
    "kubernetesYaml": {
      "type": "string"
    }
  }
}

Usage Example

{
  kind: 'skill',
  title: 'Package and containerize model',
  skill: {
    name: 'bentoml-model-packager',
    context: {
      action: 'containerize',
      modelConfig: {
        name: 'fraud_classifier',
        framework: 'sklearn',
        modelPath: 'models/fraud_model.pkl'
      },
      buildConfig: {
        bentoName: 'fraud-service',
        version: '1.0.0',
        pythonRequirements: 'requirements.txt'
      },
      containerConfig: {
        imageName: 'fraud-service',
        registry: 'gcr.io/my-project'
      }
    }
  }
}

Signals

GitHub stars: 2k
Forks: 113
Last commit: Sep 2026

Advanced

Item type: skill
Key: bentoml-model-packager
Source: github.com/a5c-ai/babysitter

github.com/a5c-ai/babysitter