Repository
awslabs/agent-plugins agent skills
- skills
- 33
- official
- 33
- GitHub stars
- 912
GitHub description: “Agent Plugins for AWS equip AI coding agents with the skills to help you architect, deploy, and operate on AWS.”
- Stars
- 912 (160 forks)
- Licence
- Apache-2.0
- Last push
- Oct 2026
- Created
- Feb 2026
- agent-skills
- agents
- coding-agent-skills
- coding-agents
- agent-plugins
- aws
Install all skills
npx skills add awslabs/agent-pluginsAdd --skill <name> for a single skill and -a <agent> to choose the agent (see the agent guides).
Skills in awslabs/agent-plugins, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Validates dataset formatting and quality for SageMaker model fine-tuning (SFT, DPO, or RLVR). | awslabs/ | 912 | 2 repos | ~1.3k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 2 | Generates code that transforms datasets between ML schemas for model training or evaluation. | awslabs/ | 912 | 2 repos | ~3.5k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 3 | 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/ | 912 | 1 repo | ~604 | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 4 | Evaluate, configure, and migrate workloads to AWS Lambda Managed Instances (LMI). | awslabs/ | 912 | — | ~4k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 5 | Generate comprehensive issue reports from HyperPod clusters (EKS and Slurm) by collecting diagnostic logs and configurations for troubleshooting and AWS Support cases. | awslabs/ | 912 | — | ~890 | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 6 | Diagnose performance issues on Amazon SageMaker HyperPod clusters — uneven NCCL bandwidth across nodes and poor filesystem throughput. | awslabs/ | 912 | — | ~4.1k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 7 | Diagnostic-only skill for Slurm scheduler and node-daemon issues on Amazon SageMaker HyperPod Slurm clusters. | awslabs/ | 912 | — | ~3.3k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 8 | Remote command execution and file transfer on SageMaker HyperPod cluster nodes via AWS Systems Manager (SSM). | awslabs/ | 912 | — | ~1.3k | Automated safety check: Notes | Apache-2.0 | 2 days ago |
| 9 | 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/ | 912 | 1 repo | ~910 | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 10 | Selects a base model for the user's use case by querying SageMaker Hub. | awslabs/ | 912 | — | ~844 | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 11 | 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/ | 912 | 1 repo | ~4.1k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 12 | Generates code that fine-tunes a base model using SageMaker serverless training jobs. | awslabs/ | 912 | 1 repo | ~2.3k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 13 | Generates python code that evaluates SageMaker models. An agent skill from awslabs/agent-plugins. | awslabs/ | 912 | 1 repo | ~1.3k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 14 | Generates code that deploys fine-tuned models from SageMaker Serverless Model Customization to SageMaker endpoints or Bedrock. | awslabs/ | 912 | 1 repo | ~1.5k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 15 | Validates the user's environment for SageMaker AI operations — checks SDK version, AWS region, and execution role. | awslabs/ | 912 | 1 repo | ~248 | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 16 | Integrates Amazon Location Service APIs for AWS applications. | awslabs/ | 912 | — | ~4k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 17 | Build and deploy full-stack web and mobile apps with AWS Amplify Gen2 (TypeScript code-first). | awslabs/ | 912 | — | ~3.2k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 18 | Generate validated AWS architecture diagrams as draw.io XML using official AWS4 icon libraries. | awslabs/ | 912 | — | ~3.8k | Automated safety check: Notes | Apache-2.0 | 2 days ago |
| 19 | 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/ | 912 | — | ~2.3k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 20 | 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/ | 912 | — | ~4.4k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 21 | 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/ | 912 | — | ~3.6k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 22 | 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/ | 912 | — | ~3.4k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 23 | Discovers user intent and generates a structured, step-by-step plan for model customization workflows. | awslabs/ | 912 | — | ~1.8k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 24 | Diagnose and remediate per-node issues on a HyperPod cluster (EKS or Slurm) — a specific node is unhealthy, unresponsive, stuck, or needs replacing. | awslabs/ | 912 | — | ~5.2k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 25 | Build, manage, and operate APIs with Amazon API Gateway (REST, HTTP, and WebSocket). | awslabs/ | 912 | — | ~4.9k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 26 | Design, build, deploy, test, and debug serverless applications with AWS Lambda. | awslabs/ | 912 | — | ~3.1k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 27 | AWS SAM and AWS CDK deployment for serverless applications. An agent skill from awslabs/agent-plugins. | awslabs/ | 912 | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 28 | Build workflows with AWS Step Functions state machines using the JSONata query language. | awslabs/ | 912 | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 29 | Deploy applications to AWS. An agent skill from awslabs/agent-plugins. | awslabs/ | 912 | — | ~665 | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 30 | Deploy to AWS Elastic Beanstalk, in either Beanstalk Standard mode (EC2) or Beanstalk Cluster mode (managed EKS). | awslabs/ | 912 | — | ~3.1k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 31 | Manages project directory setup and artifact organization. An agent skill from awslabs/agent-plugins. | awslabs/ | 912 | — | ~426 | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 32 | Build with Aurora DSQL — manage schemas, execute queries, handle migrations, diagnose query plans, diagnose cluster performance, load data, and develop applications with a serverless, distributed… | awslabs/ | 912 | — | ~6.9k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 33 | Creates a reusable use case specification file that defines the business problem, stakeholders, and measurable success criteria for model customization, as recommended by the AWS Responsible AI Lens. | awslabs/ | 912 | — | ~1k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
Questions, answered from the data.
What is the best skill in awslabs/agent-plugins?
Dataset Evaluation (official) from awslabs/agent-plugins ranks first of the 33 skills in awslabs/agent-plugins listed here, with the highest score: its repository has 912 GitHub stars, 2 other GitHub owners carry a copy, its SKILL.md loads about 1.3k tokens and it passes the automated safety check with no findings. Next come Dataset Transformation and Finetuning Technique.
Are the skills in awslabs/agent-plugins official?
33 of the 33 skills in awslabs/agent-plugins are official, published by the vendor's own GitHub organization: Dataset Evaluation, Dataset Transformation, Finetuning Technique, AWS Lambda Managed Instances, Hyperpod Issue Report and 28 more.
How do I install all skills from awslabs/agent-plugins?
Run npx skills add awslabs/agent-plugins in your project: the open-source skills CLI installs the repository's skills into your coding agent's skills folder. To install a single skill, open its page here for the exact command.
How are these skills ranked?
By Skill Navigator score, which combines the GitHub stars of the skill's repository (shared across that repo's skills and discounted for large collections), how many other GitHub owners carry a copy of the skill, and automated SKILL.md quality checks, minus penalties for safety-check warnings and for each further skill from the same repository. Skills that fail the safety check are not listed.