GitHub organization
Agent skills by aws-samples
- skills
- 78
- official
- 78
- repositories
- 10
Repositories by aws-samples
- sample-strands-agent-with-agentcoreOfficialReference architecture for agentic AI chatbots with Strands Agents and Amazon Bedrock AgentCore194 stars · 24 skills
- amazon-bedrock-agents-healthcare-lifesciencesOfficial274 stars · 12 skills
- appmod-blueprintsOfficial113 stars · 9 skills
- sample-autonomous-cloud-coding-agentsOfficialAutonomous background coding agents on AWS. Turn tasks into pull requests via isolated runtimes, with built-in orchestration, observability, and governance.157 stars · 6 skills
- sample-kolya-br-proxyOfficial106 stars · 6 skills
- sample-host-openclaw-on-amazon-bedrock-agentcoreOfficial177 stars · 5 skills
- sample-multi-agent-orchestration-chat-on-agentcoreOfficialBuild & Share AI agents with your team. Full AgentCore, Full Serverless, Full TypeScript Sample130 stars · 5 skills
- sample-well-architected-skills-and-steeringOfficialReusable skills and steering that teach AI coding agents how to apply the AWS Well-Architected Framework. One set of playbooks, 14 supported tools.273 stars · 5 skills
- sample-amazon-bedrock-agentcore-onboardingOfficial133 stars · 4 skills
- aws-glue-samplesOfficialAWS Glue code samples1.5k stars · 2 skills
Skills by aws-samples, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | A skill your agent uses when the user is debugging a bug, tracing an error, or asking why something fails. | aws-samples/ | 106 | 11 repos | ~780 | Automated safety check: Pass | MIT-0 | yesterday |
| 2 | Guide users through a structured workflow for co-authoring documentation. | aws-samples/ | 194 | 39 repos | ~3.2k | Automated safety check: Pass | MIT | yesterday |
| 3 | A skill your agent uses when the user asks how code works, wants to understand architecture, trace execution flows, or explore unfamiliar parts of the codebase. | aws-samples/ | 106 | 11 repos | ~749 | Automated safety check: Pass | MIT-0 | yesterday |
| 4 | Convert laboratory instrument output files (PDF, CSV, Excel, TXT) to Allotrope Simple Model (ASM) JSON format or flattened 2D CSV. | aws-samples/ | 274 | 2 repos | ~2.7k | Automated safety check: Pass | Apache-2.0 | 5 days ago |
| 5 | A skill your agent uses when the user wants to know what will break if they change something, or needs safety analysis before editing code. | aws-samples/ | 106 | 11 repos | ~723 | Automated safety check: Pass | MIT-0 | yesterday |
| 6 | Upgrade an AWS Glue ETL job from Glue version 0.9 or 1.0 to Glue 4.0. | aws-samples/ | 1.5k | — | ~2.4k | Automated safety check: Pass | MIT-0 | 1 mo ago |
| 7 | A skill your agent uses when the user wants to rename, extract, split, move, or restructure code safely. | aws-samples/ | 106 | 11 repos | ~1k | Automated safety check: Pass | MIT-0 | yesterday |
| 8 | Migrate a legacy AWS Glue development endpoint to a Glue interactive session, following the official AWS migration checklist. | aws-samples/ | 1.5k | — | ~3.6k | Automated safety check: Pass | MIT-0 | 1 mo ago |
| 9 | A skill your agent uses when the user needs to run GitNexus CLI commands like analyze/index a repo, check status, clean the index, generate a wiki, or list indexed repos. | aws-samples/ | 106 | 10 repos | ~822 | Automated safety check: Pass | MIT-0 | yesterday |
| 10 | A skill your agent uses when the user asks about GitNexus itself — available tools, how to query the knowledge graph, MCP resources, graph schema, or workflow reference. | aws-samples/ | 106 | 10 repos | ~867 | Automated safety check: Pass | MIT-0 | yesterday |
| 11 | "Learn then Build" — help developers understand AWS Well-Architected best practices for their specific workload, then produce actionable visual artifacts (architecture diagrams with WA annotations… | aws-samples/ | 273 | — | ~3.8k | Automated safety check: Pass | MIT-0 | yesterday |
| 12 | This skill should be used when scientists need help with research problem selection, project ideation, troubleshooting stuck projects, or strategic scientific decisions. | aws-samples/ | 274 | 4 repos | ~2.8k | Automated safety check: Pass | Apache-2.0 | 5 days ago |
| 13 | A skill your agent uses when a researcher needs to query biomedical databases for biomarker discovery, build target profiles from UniProt/Open Targets/STRING, rank biomarker candidates by evidence… | aws-samples/ | 274 | — | ~1.1k | Automated safety check: Pass | MIT-0 | 5 days ago |
| 14 | Browse web pages using a headless Chromium browser running inside the AgentCore container. | aws-samples/ | 177 | — | ~688 | Automated safety check: Pass | MIT-0 | 9 days ago |
| 15 | A skill your agent uses when interpreting genomic variants from VCF files, performing clinical variant classification using ClinVar/VEP annotations, analyzing allele frequencies against population… | aws-samples/ | 274 | — | ~1.5k | Automated safety check: Pass | MIT-0 | 5 days ago |
| 16 | Generate preventive Well-Architected guardrails — AWS Config rules, Service Control Policies, permission boundaries, CloudWatch alarms, and IaC policy checks (CDK Aspects, cfn-guard, OPA/Sentinel) —… | aws-samples/ | 273 | — | ~2.8k | Automated safety check: Pass | MIT-0 | yesterday |
| 17 | Clean up AWS resources created by the AgentCore workshop. An agent skill from aws-samples/sample-amazon-bedrock-agentcore-onboarding. | aws-samples/ | 133 | — | ~789 | Automated safety check: Notes | MIT-0 | 5 days ago |
| 18 | Deploy, diff, or destroy the ABCA CDK stack. An agent skill from aws-samples/sample-autonomous-cloud-coding-agents. | aws-samples/ | 157 | — | ~1.4k | Automated safety check: Pass | MIT-0 | today |
| 19 | Advisory guidance for Amazon EKS architecture and configuration decisions — compute strategy, networking, security, reliability, cost, autoscaling, observability, multi-tenancy, and upgrade planning. | aws-samples/ | 113 | — | ~5k | Automated safety check: Pass | MIT-0 | today |
| 20 | Apply Ousterhout's "deep modules" principle (narrow interface, deep implementation) when designing or refactoring classes and modules. | aws-samples/ | 130 | — | ~1.8k | Automated safety check: Pass | MIT-0 | today |
| 21 | Install, uninstall, and list ClawHub community skills. An agent skill from aws-samples/sample-host-openclaw-on-amazon-bedrock-agentcore. | aws-samples/ | 177 | — | ~593 | Automated safety check: Pass | MIT-0 | 9 days ago |
| 22 | A skill your agent uses when a developer wants to build a new healthcare or life sciences agent, structure tools and system prompts for an HCLS workflow, or create a Strands agent with… | aws-samples/ | 274 | — | ~885 | Automated safety check: Pass | MIT-0 | 5 days ago |
| 23 | Test and prototype code in a sandboxed environment. An agent skill from aws-samples/sample-strands-agent-with-agentcore. | aws-samples/ | 194 | — | ~3.6k | Automated safety check: Pass | MIT | yesterday |
| 24 | Run the AgentCore workshop steps sequentially to test the full attendee experience. | aws-samples/ | 133 | — | ~1.2k | Automated safety check: Notes | MIT-0 | 5 days ago |
| 25 | Onboard a new GitHub repository to the ABCA platform so the agent can target it. | aws-samples/ | 157 | — | ~2.8k | Automated safety check: Pass | MIT-0 | today |
| 26 | How to use Moca itself — what this platform can do and how to ask for it. | aws-samples/ | 130 | — | ~794 | Automated safety check: Pass | MIT-0 | today |
| 27 | Schedule recurring tasks using Amazon EventBridge Scheduler. | aws-samples/ | 177 | — | ~1.1k | Automated safety check: Pass | MIT-0 | 9 days ago |
| 28 | A skill your agent uses when a developer wants to deploy an HCLS agent to Amazon Bedrock AgentCore, configure Gateway tools as MCP endpoints, set up authentication with Cognito, configure memory, or… | aws-samples/ | 274 | — | ~813 | Automated safety check: Pass | MIT-0 | 5 days ago |
| 29 | Deep research with structured reports and charts. An agent skill from aws-samples/sample-strands-agent-with-agentcore. | aws-samples/ | 194 | — | ~1.1k | Automated safety check: Pass | MIT | yesterday |
| 30 | Scaffold and draft a new AgentCore workshop. An agent skill from aws-samples/sample-amazon-bedrock-agentcore-onboarding. | aws-samples/ | 133 | — | ~1.5k | Automated safety check: Notes | MIT-0 | 5 days ago |
| 31 | Guided installation and first-time setup for ABCA. An agent skill from aws-samples/sample-autonomous-cloud-coding-agents. | aws-samples/ | 157 | — | ~1.4k | Automated safety check: Pass | MIT-0 | today |
| 32 | Perform a full AWS Well-Architected Framework review evaluating all 57 questions across 6 pillars by analyzing code, IaC, and configurations to produce evidence-backed findings with… | aws-samples/ | 273 | — | ~11k | Automated safety check: Pass | MIT-0 | yesterday |
| 33 | Per-user persistent file storage backed by AWS S3. An agent skill from aws-samples/sample-host-openclaw-on-amazon-bedrock-agentcore. | aws-samples/ | 177 | — | ~779 | Automated safety check: Pass | MIT-0 | 9 days ago |
| 34 | Read and write files in the shared session workspace. An agent skill from aws-samples/sample-strands-agent-with-agentcore. | aws-samples/ | 194 | — | ~721 | Automated safety check: Pass | MIT | yesterday |
| 35 | Sync Japanese README translations with English source. An agent skill from aws-samples/sample-amazon-bedrock-agentcore-onboarding. | aws-samples/ | 133 | — | ~1.5k | Automated safety check: Pass | MIT-0 | 5 days ago |
| 36 | Submit a coding task to the ABCA platform via CLI or REST API. | aws-samples/ | 157 | — | ~1.6k | Automated safety check: Pass | MIT-0 | today |
| 37 | Assess a workload's readiness to migrate to AWS by analyzing existing code, dependencies, configurations, and infrastructure to produce evidence-backed findings covering the 7 Rs, risks, and a… | aws-samples/ | 273 | — | ~3.3k | Automated safety check: Pass | MIT-0 | yesterday |
| 38 | Systematic troubleshooting for the PEEKS workshop platform — EKS clusters, Terraform state, ingress, load balancers, MCP tool failures, YAML validation. | aws-samples/ | 113 | — | ~2k | Automated safety check: Pass | MIT-0 | today |
| 39 | Detect semantic drift between documentation and source code. | aws-samples/ | 130 | — | ~714 | Automated safety check: Pass | MIT-0 | today |
| 40 | Diagnose and fix common ABCA issues: deployment failures, preflight errors, authentication problems, agent failures, and build issues. | aws-samples/ | 157 | — | ~2.7k | Automated safety check: Pass | MIT-0 | today |
| 41 | EKS cluster reconnaissance and environment discovery. An agent skill from aws-samples/appmod-blueprints. | aws-samples/ | 113 | — | ~4.7k | Automated safety check: Warn | MIT-0 | today |
| 42 | UI/UX design rules, Atomic Design placement, design tokens, component conventions, and responsive patterns for the Moca frontend. | aws-samples/ | 130 | — | ~1.5k | Automated safety check: Pass | MIT-0 | today |
| 43 | Dual-mode API key storage — native file-based or AWS Secrets Manager. | aws-samples/ | 177 | — | ~825 | Automated safety check: Pass | MIT-0 | 9 days ago |
| 44 | A skill your agent uses when orchestrating a multi-agent biomarker discovery workflow that requires coordinating database queries, pathway analysis, literature review, statistical modeling, and… | aws-samples/ | 274 | — | ~1.4k | Automated safety check: Pass | MIT-0 | 5 days ago |
| 45 | Troubleshoot Kro ResourceGraphDefinition (RGD) issues — stuck instances, ACK resource failures, IAM trust policy problems, resource conflicts. | aws-samples/ | 113 | — | ~986 | Automated safety check: Pass | MIT-0 | today |
| 46 | Assess EKS cluster upgrade readiness — run automated checks across 8 areas (version, breaking changes, deprecated APIs, add-on compatibility, node readiness, workload risks, AWS Insights, upgrade… | aws-samples/ | 113 | — | ~2.4k | Automated safety check: Warn | MIT | today |
| 47 | Check ABCA platform status — stack health, running tasks, and recent task history. | aws-samples/ | 157 | — | ~438 | Automated safety check: Notes | MIT-0 | today |
| 48 | A skill your agent uses when a researcher needs to analyze biological pathways for biomarker discovery, map disease mechanisms to druggable targets using Reactome/KEGG, identify pathway enrichment… | aws-samples/ | 274 | — | ~1.2k | Automated safety check: Pass | MIT-0 | 5 days ago |
Questions, answered from the data.
What is the best skill by aws-samples?
Gitnexus Debugging (official) from aws-samples/sample-kolya-br-proxy ranks first of the 78 skills by aws-samples listed here, with the highest score: its repository has 106 GitHub stars, 11 other GitHub owners carry a copy, its SKILL.md loads about 780 tokens and it passes the automated safety check with no findings. Next come Doc Coauthoring and Gitnexus Exploring.
Are aws-samples's skills official?
78 of the 78 skills by aws-samples are official, published by the vendor's own GitHub organization: Gitnexus Debugging, Doc Coauthoring, Gitnexus Exploring, Instrument Data To Allotrope, Gitnexus Impact Analysis and 73 more.
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.