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Independent project, not affiliated with Anthropic
awslabs avatar

Model Deployment

awslabs/agent-plugins
783 starsApache-2.0
Summary

Takes a SageMaker Serverless Model Customization fine-tuned model and generates the code to actually deploy it, either to a SageMaker endpoint or Bedrock. It's methodical about walking through the decision tree: pulls metadata from your training job, figures out whether you've got Nova or an OSS model, shows you eligible targets, then generates pathway-specific deployment code. The workflow is deliberately slow, one confirmation at a time, which feels right given how easy it is to spin up expensive infrastructure by accident. Only handles LoRA fine-tuned models, not full fine-tuning, and it'll check the license terms before deploying. Honest take: this is the boring bridging work between "my model trained" and "I can call my model," automated.

Install to Claude Code

npx -y skills add awslabs/agent-plugins --skill model-deployment --agent claude-code

Installs into .claude/skills of the current project.

CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
ego lite browserego lite browser
ego lite browser
Fastest browser for AI agents to run web automation tasks, always free.
Download Free life-time →
inference shell
inference shell
create and run specialised agents in minutes
build now →
CodeHealth MCP ServerCodeHealth MCP Server
CodeHealth MCP Server
Protect your code quality, stop the AI slop.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
AppSignal
AppSignal
Monitor with ease. Code with confidence.
Start Free Trial →
Agent, connect blockchain
Agent, connect blockchain
Connect your Claude agent to live crypto prices and trading routes via 1inch
Get the MCP →
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
ego lite browserego lite browser
ego lite browser
Fastest browser for AI agents to run web automation tasks, always free.
Download Free life-time →
inference shell
inference shell
create and run specialised agents in minutes
build now →
CodeHealth MCP ServerCodeHealth MCP Server
CodeHealth MCP Server
Protect your code quality, stop the AI slop.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
AppSignal
AppSignal
Monitor with ease. Code with confidence.
Start Free Trial →
Agent, connect blockchain
Agent, connect blockchain
Connect your Claude agent to live crypto prices and trading routes via 1inch
Get the MCP →
Files
SKILL.md

Select a file.

Featured
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
ego lite browserego lite browser
ego lite browser
Fastest browser for AI agents to run web automation tasks, always free.
Download Free life-time →
inference shell
inference shell
create and run specialised agents in minutes
build now →
CodeHealth MCP ServerCodeHealth MCP Server
CodeHealth MCP Server
Protect your code quality, stop the AI slop.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
AppSignal
AppSignal
Monitor with ease. Code with confidence.
Start Free Trial →
Agent, connect blockchain
Agent, connect blockchain
Connect your Claude agent to live crypto prices and trading routes via 1inch
Get the MCP →
Categories
Backend & APIsDevOps & CI/CDAI & Agent BuildingRelease ManagementCloud & Infrastructure
First SeenJun 11, 2026
View on GitHub

More from awslabs/agent-plugins

All 32 skills →
  • Model Evaluation
  • Model Selection
  • Planning
  • Sdk Getting Started
  • Use Case Specification
  • Aws Lambda239
  • Deploy220
  • Amazon Location Service
  • Amplify Workflow
  • Api Gateway
  • Aws Architecture Diagram
  • Aws Lambda Durable Functions
  • Aws Lambda Managed Instances
  • Aws Serverless Deployment
  • Aws Transform
  • Dataset Evaluation
  • Dataset Transformation
  • Directory Management
  • Document Service
  • Dsql
  • Elastic Beanstalk
  • Finetuning
  • Finetuning Technique
  • Hyperpod Cluster Debugger

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