CCM
/Skills
SkillsMCPMarketplacesDigestToolsAdvertise

This week in Claude

Every Monday: Claude Code, Agent SDK, MCP, and the Anthropic platform moves worth your time.

Skills by Category
Frontend DevelopmentBackend & APIsTesting & QASecurityDevOps & CI/CDGit & Pull RequestsDocumentationCode Review & QualityAI & Agent BuildingSkill Development
MCP Servers by Category
Sales & MarketingWeb & Browser AutomationDatabasesAI & LLM ToolsCloud & InfrastructureCommunication & MessagingDeveloper ToolsDesign & CreativeDocuments & KnowledgeSearch & Web Crawling
Marketplaces by Category
AI Agents & OrchestrationLLM IntegrationDevelopment ToolsFrontend & UIBackend & APIsDatabasesTesting & Code QualityDevOps & CloudSecurity & ComplianceGit & Version Control

Claude Code Marketplaces

Discover Claude Code plugins, extensions, and tools. Automatically updated directory of Anthropic Claude AI marketplaces with development tools, productivity plugins, and integrations.

Resources

  • Browse Skills
  • Browse MCP Servers
  • Browse Marketplaces
  • Skill index
  • MCP index
  • Marketplace index
  • Plugins Reference

Community

  • About
  • Tools
  • Feedback
  • Privacy Policy
  • Advertise

Built for the Claude Code community with Claude Code by mertbuilds.com

Independent project, not affiliated with Anthropic
awslabs avatar

Use Case Specification

awslabs/agent-plugins
783 starsApache-2.0
Summary

This walks you through creating a structured use case spec before you start any model customization work, following AWS Responsible AI Lens recommendations. It asks just enough questions to capture your business problem, who'll use the model, and measurable success criteria that an LLM-as-a-Judge can evaluate. The workflow is deliberately low-friction: it infers from context instead of interrogating you, asks one thing at a time, and skips the whole process if you already have a spec file in your project. Think of it as enforced documentation that actually pays off later when you need to evaluate whether your fine-tuned model solved the problem you set out to solve. It won't ask about model selection, that's handled separately.

Install to Claude Code

npx -y skills add awslabs/agent-plugins --skill use-case-specification --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
AI & Agent BuildingProductivity & PlanningCloud & Infrastructure
First SeenJun 11, 2026
View on GitHub

More from awslabs/agent-plugins

All 32 skills →
  • 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
  • Hyperpod Issue Report
  • Hyperpod Nccl
  • Hyperpod Node Debugger
  • Hyperpod Performance Debugger
  • Hyperpod Slurm Debugger

Recommended

More AI & Agent Building →
codeaholicguy avatar
security-review

codeaholicguy/ai-devkit

AI DevKit · Review code, skills, and prompts for security vulnerabilities — OWASP Top 10, prompt injection, business logic flaws, and insecure defaults. Use when reviewing PRs, auditing modules, reviewing AI skills/prompts, or preparing for release.
1.3k
daffy0208 avatar
Knowledge Base Manager

daffy0208/ai-dev-standards

Design, build, and maintain comprehensive knowledge bases. Bridges document-based (RAG) and entity-based (graph) knowledge systems. Use when building knowledge-intensive applications, managing organizational knowledge, or creating intelligent information systems.
33
dbt-labs avatar
creating-mermaid-dbt-dag

dbt-labs/dbt-agent-skills

Generates a Mermaid flowchart diagram of dbt model lineage using MCP tools, manifest.json, or direct code parsing as fallbacks. Use when visualizing dbt model lineage and dependencies as a Mermaid diagram in markdown format.
553
dougtrajano avatar
pydanticai-docs

dougtrajano/pydantic-ai-skills

This gives Claude direct access to the Pydantic AI framework docs, covering agent setup, structured outputs, function tools, dependency...
308
hoangnguyen0403 avatar
code-review

hoangnguyen0403/agent-skills-standard

Run an AI-assisted PR code review using multi-layer lenses with confidence scoring.
504
hoangsonww avatar
ship-feature

hoangsonww/claude-code-agent-monitor

Implement a feature safely end-to-end in this repository. Use when adding or changing functionality across backend, frontend, or MCP with required verification and documentation updates.
455