By awslabs

Validates dataset formatting and quality for SageMaker model fine-tuning (SFT, DPO, or RLVR).

awslabs/agent-plugins

Enable, operate, and extend CAO's MCP Apps surface — the host-rendered fleet dashboard visible inside MCP App hosts (Claude Desktop, ChatGPT, VS Code Copilot, Goose, Postman).

awslabs/cli-agent-orchestrator

Generates code that transforms datasets between ML schemas for model training or evaluation.

awslabs/agent-plugins

Author live dashboard UI from an agent via the emitui MCP tool.

awslabs/cli-agent-orchestrator

Load the official MCP Apps builder skills (create-mcp-app, migrate-oai-app, add-app-to-server, convert-web-app) from github.com/modelcontextprotocol/ext-apps.

awslabs/cli-agent-orchestrator

Evaluate, configure, and migrate workloads to AWS Lambda Managed Instances (LMI).

awslabs/agent-plugins

Create a new CAO (CLI Agent Orchestrator) plugin. An agent skill from awslabs/cli-agent-orchestrator.

awslabs/cli-agent-orchestrator

Selects a fine-tuning technique (SFT, DPO, RLVR, or RLAIF) for the user's use case and validates it against the selected model's available recipes.

awslabs/agent-plugins

Create a new CLI agent provider for CAO (CLI Agent Orchestrator).

awslabs/cli-agent-orchestrator

Finalize dev work on an issue branch — update docs, push, and open a PR.

awslabs/loom

Generate comprehensive issue reports from HyperPod clusters (EKS and Slurm) by collecting diagnostic logs and configurations for troubleshooting and AWS Support cases.

awslabs/agent-plugins

Diagnose performance issues on Amazon SageMaker HyperPod clusters — uneven NCCL bandwidth across nodes and poor filesystem throughput.

awslabs/agent-plugins

Find and select the best installed CAO agent profile for a task before delegating with assign or handoff.

awslabs/cli-agent-orchestrator

Scaffold and build cloud-native applications on AWS using @aws/nx-plugin generators.

awslabs/nx-plugin-for-aws

Implement a GitHub issue end-to-end — branch, code, test, docs, and commit.

awslabs/loom

Diagnostic-only skill for Slurm scheduler and node-daemon issues on Amazon SageMaker HyperPod Slurm clusters.

awslabs/agent-plugins

Contribute changes to the CAO (CLI Agent Orchestrator) codebase — the local dev loop, the CI gate map, and the pre-PR checklist.

awslabs/cli-agent-orchestrator

Increment the release version, draft release notes, and prepare a GitHub release.

awslabs/loom

Remote command execution and file transfer on SageMaker HyperPod cluster nodes via AWS Systems Manager (SSM).

awslabs/agent-plugins

Find available CAO (CLI Agent Orchestrator) agent profiles, and talk to the conductor and worker terminals of a running CAO session, including unblocking a stuck worker.

awslabs/cli-agent-orchestrator

Selects a base model for the user's use case by querying SageMaker Hub.

awslabs/agent-plugins

Author and run CAO Python workflow scripts — multi-step, parameterized, fan-out orchestrations executed by cao workflow run.

awslabs/cli-agent-orchestrator

Build, run, debug, and operate applications on AWS Lambda MicroVMs — Firecracker-isolated, snapshot-resumable serverless compute environments that run inside a container with up to 8-hour lifetimes.

awslabs/agent-plugins

Report task outcomes and distill lessons so the team improves across runs — reportoutcome after each unit of work, retrospector handoffs at natural boundaries, and applying injected lessons.

awslabs/cli-agent-orchestrator

Check and compare software component versions on SageMaker HyperPod cluster nodes - NVIDIA drivers, CUDA toolkit, cuDNN, NCCL, EFA, AWS OFI NCCL, GDRCopy, MPI, Neuron SDK (Trainium/Inferentia)…

awslabs/agent-plugins

Store, recall, and forget durable facts with CAO memory — user preferences, project conventions, decisions, and corrections that should persist across sessions and agents.

awslabs/cli-agent-orchestrator

Supervisor-side orchestration patterns for assign, handoff, and idle inbox delivery in CAO

awslabs/cli-agent-orchestrator

Generates code that fine-tunes a base model using SageMaker serverless training jobs.

awslabs/agent-plugins

Generates python code that evaluates SageMaker models. An agent skill from awslabs/agent-plugins.

awslabs/agent-plugins

Integrates Amazon Location Service APIs for AWS applications.

awslabs/agent-plugins

Build and deploy full-stack web and mobile apps with AWS Amplify Gen2 (TypeScript code-first).

awslabs/agent-plugins

Generate validated AWS architecture diagrams as draw.io XML using official AWS4 icon libraries.

awslabs/agent-plugins

Build resilient, long-running, multi-step applications with AWS Lambda durable functions with automatic state persistence, retry logic, and orchestration for long-running executions.

awslabs/agent-plugins

This skill should be used when the user asks to "analyze this codebase", "document this service", "generate technical docs", "I inherited this code", "help me understand this system", "create docs…

awslabs/agent-plugins

Diagnose and remediate cluster-wide HyperPod (EKS or Slurm) problems — creation / deployment failures (CloudFormation, EFA health check, lifecycle scripts, capacity), EKS access, node replacement…

awslabs/agent-plugins

Diagnose NCCL failures and adjacent training-pod failures on HyperPod GPU clusters (EKS or Slurm) — training hangs, AllReduce / collective-op timeouts, EFA or libfabric errors, rendezvous failures…

awslabs/agent-plugins

Discovers user intent and generates a structured, step-by-step plan for model customization workflows.

awslabs/agent-plugins

Diagnose and remediate per-node issues on a HyperPod cluster (EKS or Slurm) — a specific node is unhealthy, unresponsive, stuck, or needs replacing.

awslabs/agent-plugins

Generates code that deploys fine-tuned models from SageMaker Serverless Model Customization to SageMaker endpoints or Bedrock.

awslabs/agent-plugins

Build, manage, and operate APIs with Amazon API Gateway (REST, HTTP, and WebSocket).

awslabs/agent-plugins

Design, build, deploy, test, and debug serverless applications with AWS Lambda.

awslabs/agent-plugins

AWS SAM and AWS CDK deployment for serverless applications. An agent skill from awslabs/agent-plugins.

awslabs/agent-plugins

Build workflows with AWS Step Functions state machines using the JSONata query language.

awslabs/agent-plugins

Deploy applications to AWS. An agent skill from awslabs/agent-plugins.

awslabs/agent-plugins

Deploy to AWS Elastic Beanstalk, in either Beanstalk Standard mode (EC2) or Beanstalk Cluster mode (managed EKS).

awslabs/agent-plugins

Manages project directory setup and artifact organization. An agent skill from awslabs/agent-plugins.

awslabs/agent-plugins

Verify whether a CAO session is actually alive and what it really said, before reporting progress or completion to a user.

awslabs/cli-agent-orchestrator

Worker-side callback and completion rules for assigned and handed-off tasks in CAO

awslabs/cli-agent-orchestrator