← all publishers

aws-samples

@aws-samples source repo

Report this profile Claim this profile

• 848 skills
• 0 followers
• last month last updated

1. ▌
   UI CSS Patterns · aws-samples bundle

   UI/CSS design patterns and component reference for the RAPID frontend, covering color semantics, button variant selection, status badge colors, dark mode, spacing, and component inventory. Use when implementing UI components, choosing button variants or colors, styling with Tailwind CSS, or checking available shared components.
   7 installs
2. ▌
   Build And Format · aws-samples

   Run build verification and code formatting across all RAPID project components (backend, frontend, CDK). Use after implementing code changes, before committing, after modifying Prisma schema, or before creating a pull request.
   5 installs
3. ▌
   Deploy Cdk Stack · aws-samples

   Deploy RAPID application AWS infrastructure using CDK, including stack deployment, database migrations, and post-deployment verification. Use when explicitly asked to deploy, when running CDK bootstrap for first-time setup, or when deploying after code or infrastructure changes. Only execute when user says "please deploy".
   6 installs
4. ▌
   Modify Agent Prompts · aws-samples bundle

   Modify the review-item-processor agent's prompts, model configuration, confidence thresholds, JSON output schemas, and tool setup. Use when changing document or image review prompts, adjusting model IDs, modifying output format, updating citation settings, or adding new tools to the agent.
   5 installs
5. ▌
   Modify Cdk Workflows · aws-samples bundle

   Modify CDK Step Functions workflows (ReviewProcessor and ChecklistProcessor) for the RAPID application, including workflow step changes, Map State concurrency, retry/timeout configuration, error handling, and parameter updates. Use when changing workflow step sequences, adjusting concurrency, modifying retry logic, or adding/removing workflow steps.
   4 installs
6. ▌
   Plan Backend Frontend · aws-samples bundle

   Create implementation plans for backend API endpoints and frontend features following RAPID layered architecture (domain/usecase/routes pattern, SWR hooks, feature-based organization). Use when adding or modifying backend APIs, frontend components, database schemas, or repository implementations. Also use for refactoring backend/frontend code.
   6 installs
7. ▌
   Test Database Feature · aws-samples

   Run repository integration tests against a local MySQL database for the RAPID backend. Use after implementing new repository methods, modifying Prisma database schema, testing use cases that depend on database access, or verifying data access patterns.
   4 installs
8. ▌
   Sdlc Agents · aws-samples

   Use when the user wants to install, configure, or onboard the SDLC Agent Fleet (workitems, researcher, docwriter, and others) into a new project or AWS account. Drives the conversation from tool discovery through agent selection, provisioning, and verification. Delegates each step to the narrower sdlc-agents-* skills.
   5 installs
9. ▌
   Sdlc Agents Select · aws-samples

   Use when the user needs to pick which SDLC agents to install based on the tools they already use. Filters the full fleet roster against the user's integrations, presents a short opinionated recommendation, and records the selection to .sdlc-agents/selection.yaml. Invoked by sdlc-agents after tool discovery.
   7 installs
10. ▌
    Sdlc Agents Verify · aws-samples

    Use when the user wants to confirm their SDLC agent installation actually works end-to-end. Runs three layers of smoke tests per selected agent — runtime health, credential freshness, trigger path — and reports a per-agent pass/fail summary. Does not modify infrastructure; safe to run any time. Invoked by sdlc-agents after the register-triggers step.
    4 installs
11. ▌
    Sdlc Agents Connect Asana · aws-samples

    Use when the user needs to connect SDLC agents to Asana. Walks through creating an Asana MCP OAuth app, capturing the refresh token, storing the PAT for the webhook Lambda, and verifying MCP + REST access. Knows the specific Asana pitfalls (MCP vs API app type, redirect URL registration, the Full permissions checkbox vs granular scopes, default-identity error).
    5 installs
12. ▌
    Sdlc Agents Provision AWS · aws-samples

    Use when the user is ready to provision AWS infrastructure for their selected SDLC agents — IAM runtime roles, ECR repositories, and Bedrock AgentCore Runtimes. Reads the agent selection from .sdlc-agents/selection.yaml. Idempotent. Invoked by sdlc-agents after the user confirms their agent list.
    8 installs
13. ▌
    Sdlc Agents Connect Github · aws-samples

    Use when the user needs to connect SDLC agents to GitHub. Walks through installing GitHub's official remote MCP server access, capturing credentials, configuring the deploy-role OIDC trust, and verifying agent + CI paths. Knows the specific GitHub pitfalls (GitHub App vs PAT, fine-grained vs classic PAT, org SSO enforcement).
    4 installs
14. ▌
    Sdlc Agents Register Triggers · aws-samples

    Use when the user's agents are provisioned and integrations are connected, and they need to enable the event triggers that make agents actually respond to @mentions. Registers Asana webhooks, enables the GitHub Actions dispatch workflow, configures Slack app event subscriptions, and updates the dispatch router Lambda environment for the selected agents. Invoked by sdlc-agents after the connect skills finish.
    1 install
15. ▌
    Sdlc Agents Setup Claude Code · aws-samples

    Use when the user wants to enable Claude Code on Amazon Bedrock in their GitHub repo so @claude can respond on issues, code against issues, and review pull requests. Installs the claude-code.yml workflow, configures the Bedrock IAM role + OIDC trust, and verifies that @claude responds end-to-end. Complements the main SDLC Agent Fleet but is scoped to GitHub + Bedrock only.
    6 installs
16. ▌
    DOCX · aws-samples bundle

    Word document (.docx) creation, editing, reading, and manipulation skill. Use when the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', or requests for professional documents with formatting. Also for 'report', 'memo', 'letter', 'template' deliverables as .docx. When an S3 URI with .docx extension is provided. Do NOT use for PDFs, spreadsheets, or Google Docs.
    6 installs
17. ▌
    PPTX · aws-samples bundle

    PowerPoint presentation (.pptx) creation, editing, reading, and manipulation skill. Use when the user wants to create, read, edit, or manipulate PowerPoint presentations (.pptx files). Triggers include: any mention of 'slides', 'deck', 'presentation', '.pptx', or requests for slide decks, pitch decks. Also for deliverables as .pptx. When an S3 URI with .pptx extension is provided. Do NOT use for PDFs, Word documents, or Google Slides.
    6 installs
18. ▌
    XLSX · aws-samples bundle

    Excel spreadsheet (.xlsx) creation, editing, reading, and manipulation skill. Use when the user wants to create, read, edit, or manipulate Excel spreadsheets (.xlsx, .xlsm, .csv, .tsv files). Triggers include: any mention of 'spreadsheet', 'Excel', '.xlsx', or requests for tabular data deliverables. Also for adding columns, computing formulas, formatting, charting, cleaning messy data, or converting between tabular file formats. When an S3 URI with .xlsx extension is provided. Do NOT use for PDFs, Word documents, or Google Sheets.
    13 installs
19. ▌
    Chart · aws-samples

    Data chart and graph creation skill using Matplotlib. Use when the user wants to create data visualizations — bar charts, line charts, pie charts, scatter plots, heatmaps, histograms, or any data-driven graph. Triggers include: any mention of 'chart', 'graph', 'plot', 'visualization', 'visualize', or requests to display data visually. Also when the user provides numeric data and asks to 'show' or 'compare' it. Do NOT use for diagrams (flowcharts, sequence diagrams, ER diagrams) — those belong to a diagram skill.
    5 installs
20. ▌
    Searching · aws-samples

    Search for information across unstructured documents (hybrid search, knowledge graph) AND structured datasets (Text2SQL over spreadsheet tables). Use when the user asks questions, requests information lookup, needs explanations, summaries, comparisons, or exact numbers/aggregations/rankings from uploaded documents or datasets. Any user question requiring information lookup. When in doubt, use this skill.
    1 install
21. ▌
    Diagram · aws-samples

    Diagram creation skill using Mermaid syntax — flowcharts, sequence diagrams, ER diagrams, Gantt charts, mindmaps, and more. Use when the user wants to create structural or process diagrams — NOT data charts. Triggers include: 'flowchart', 'flow diagram', 'sequence diagram', 'ER diagram', 'entity relationship', 'class diagram', 'state diagram', 'Gantt chart', 'timeline', 'mindmap', 'architecture diagram', or any request to visualize processes, workflows, system interactions, or relationships. Also when the user mentions 'mermaid' or '.mmd'. Do NOT use for data-driven charts (bar, line, pie, scatter, heatmap) — those belong to the chart skill.
    5 installs
22. ▌
    Markdown · aws-samples

    Markdown document (.md) creation and editing skill. Use when the user wants to create or edit Markdown files (.md). Triggers include: any mention of 'markdown', '.md', or requests for documents where Markdown is the appropriate format — such as README files, documentation, technical notes, or when the user explicitly asks for Markdown output. Also when an S3 URI with .md extension is provided. Do NOT use for Word documents (.docx), PDFs, or presentations.
    5 installs
23. ▌
    QA Analysis · aws-samples

    Add additional QA analysis to document segments. When the user asks for additional analysis, deeper analysis, more questions about a specific document or segment. Triggers: '추가분석', 'additional analysis', 'analyze more', 'add QA', or when asking to examine a document segment more closely.
    5 installs
24. ▌
    Cjis Reviewer · aws-samples bundle

    Assess AWS environments against CJIS Security Policy v6.0 (NIST 800-53 control families), perform gap analyses, and generate assessment reports to guide compliance readiness. Use this skill whenever a user wants to check CJIS readiness, prepare for a triennial CJIS audit, assess an AWS environment handling Criminal Justice Information (CJI), review architecture for law enforcement workloads, or understand CJIS policy requirements. Triggers include: "is my environment CJIS compliant", "CJIS gap assessment", "CJIS audit prep", "FBI CJIS", "criminal justice data on AWS", "CHRI on AWS", "CJIS on GovCloud", "advanced authentication for CJI", "FIPS 140-2 for law enforcement", "CJIS control families", "Management Control Agreement", or any CJIS control family question (AC, AU, IA, CM, SC, SI, CP, IR, etc.). Runs a 4-phase automated assessment (Bootstrap → Discover → Analyze → Report) using read-only AWS CLI calls. Supports Quick Scan (3 P1 families, ~10 min), Standard (6 technical families, ~25 min), and Full (7 fam
    5 installs
25. ▌
    Ferpa Reviewer · aws-samples bundle

    Assess AWS environments against FERPA (Family Educational Rights and Privacy Act, 20 U.S.C. § 1232g; 34 CFR Part 99) and common state student-privacy laws, perform gap analyses, and produce assessment reports for EdTech vendors and K-12 / higher-ed institutions handling student education records on AWS. Use this skill whenever a user mentions: "FERPA", "FERPA compliance", "student data privacy", "education records", "student PII", "school official", "Data Processing Agreement", "DPA", "PTAC checklist", "Student Privacy Policy Office", "SPPO", "§99.31", "§99.32 disclosure log", "directory information", "SOPIPA", "Ed Law 2-d", "NY SED", "SB 820", "SOPPA", "TX-RAMP for EdTech", "StateRAMP K-12", "K-12 data privacy", "higher-ed data privacy", "SIS on AWS", "LMS compliance", "COPPA and FERPA", "student data breach notification", or any FERPA Control Domain question (FCD 1-10). Runs a read-only 4-phase assessment (Bootstrap → Discover → Analyze → Report) using `Describe` / `Get` / `List` AWS CLI calls. Supports Qui
    4 installs
26. ▌
    Rma Assessment Assistant · aws-samples bundle

    Intelligent RMA (Reliability, Maintainability, Availability) Resilience Maturity Assessment Assistant. Conducts interactive maturity questionnaire based on AWS Well-Architected Framework to evaluate application resilience maturity level, automatically generating assessment reports and improvement roadmaps. Supports compact version (36 core questions) and full version (80 questions). Use this skill when users want to run an RMA maturity survey, answer assessment questions, benchmark maturity levels, evaluate resilience readiness, or check maturity scores — even if they just say "check how resilient my app is" or "韧性评估" or "成熟度评估" or "成熟度问卷".
    5 installs
27. ▌
    Tanzu To Eks · aws-samples bundle

    Transforms a Cloud Foundry application - VMware Tanzu Application Service (TAS), Pivotal Cloud Foundry (PCF) or open-source Cloud Foundry - into Kubernetes manifests for Amazon EKS. Converts the manifest.yml fields that map mechanically, scaffolds the container build and the credential injection, and reports every part of the platform contract that cannot be reconstructed from the repository. Not for Tanzu Kubernetes Grid (TKG). Trigger: Cloud Foundry migration, TAS to EKS, PCF to EKS, manifest.yml, VCAP_SERVICES, cf push.
    7 installs
28. ▌
    Flux To Argocd · aws-samples bundle

    Transforms a Flux CD (v2) GitOps repository into Argo CD equivalents - converting Kustomization and HelmRelease to Application, joining GitRepository / HelmRepository / OCIRepository sources into each Application's source block, scaffolding the cluster entry-point as an app-of-apps root, and reporting every Flux capability that Argo CD does not have (postBuild substitution, valuesFrom, image automation, SOPS decryption). Trigger: Flux to Argo, FluxCD migration, Kustomization to Application, HelmRelease to Application, GitOps tool migration, flux2.
    5 installs
29. ▌
    Openshift To Eks · aws-samples bundle

    Transforms Red Hat OpenShift application manifests, Helm charts, Kustomize overlays and Templates into portable Kubernetes suitable for Amazon EKS. Converts DeploymentConfig, ImageStream references, Routes and OpenShift Templates, resolves SecurityContextConstraints to Pod Security Admission, and produces a migration report covering everything that cannot be automated safely. Trigger: OpenShift migration, OpenShift to EKS, DeploymentConfig, Route, SCC, BuildConfig.
    7 installs
30. ▌
    Jboss To Spring Boot · aws-samples bundle

    Migrates Java EE/Jakarta EE enterprise applications from JBoss EAP/WildFly to Spring Boot 3.2.x standalone JARs. Covers EJB→Spring beans, JAX-RS→Spring MVC, CDI→Spring DI, JPA javax→jakarta, JMS→Spring JMS, JSF→Thymeleaf, security, batch, testing, containerization. Uses conditional pipeline: Phase 0 detects features, subsequent phases run only when needed. Trigger: JBoss, WildFly, Java EE, Jakarta EE, Spring Boot migration, EJB, JAX-RS, CDI.
    7 installs
31. ▌
    Devops Agent Release Readiness Code Review · aws-samples bundle

    Final review gate for every ATX transformation. Runs a Release Readiness Review on the transformation's code changes via a draft PR to catch deployment risks. MUST be invoked at the end of every transformation, after the build passes, tests pass, and changes are committed, and BEFORE marking the transformation complete, finalizing, wrapping up, declaring success, submitting, or handing off.
    5 installs
32. ▌
    Eks Version Upgrade Readiness · aws-samples bundle

    Analyzes and transforms Kubernetes manifests, Helm charts, Kustomize overlays, Terraform, and AWS CDK code for Amazon EKS version upgrade compatibility. Detects removed and deprecated APIs, updates apiVersions and resource fields, validates addon compatibility, checks rollback readiness (N-1 compatibility and disruption controls), and generates a migration report with manual action items and a sequential upgrade path. Trigger: EKS upgrade, Kubernetes version upgrade, API deprecation, apiVersion migration, addon compatibility, EKS version rollback, rollback readiness.
    6 installs
33. ▌
    Ack Resource Adoption From Iac · aws-samples bundle

    Analyzes CloudFormation, Terraform, Pulumi, and Crossplane code to generate ACK (AWS Controllers for Kubernetes) adoption manifests that bring existing AWS resources under Kubernetes/GitOps management without recreating them. Uses the ACK ResourceAdoption feature gate with adopt-or-create policy, and generates kro ResourceGraphDefinitions for reusable modules, stacked/nested components, and Crossplane Compositions. Trigger: ACK adoption, adopt-or-create, migrate IaC to Kubernetes, CloudFormation to ACK, Terraform to ACK, Crossplane to ACK, Composition to kro, GitOps migration, kro ResourceGraphDefinition.
    5 installs
34. ▌
    Kubernetes Readiness Migration · aws-samples bundle

    Two-phase Kubernetes containerisation workflow: analyses a codebase against all 12-factor app principles and Kubernetes compatibility requirements to produce a readiness report with detailed microservice decomposition plan (minimal and full recommendations), then systematically resolves all findings by externalising configuration, migrating persistent storage to object store (S3/GCS/Azure Blob), externalising sessions for horizontal scaling, redirecting logging to stdout/stderr, executing decomposition assessments, and generating complete Kubernetes YAML manifests. Validates via three-tier pipeline: docker build, kubeconform, optional cluster. Supports decomposition_scope parameter: minimal (default) or full. Triggers: containerisation, Kubernetes, 12-factor, cloud-native, readiness, migration.
    8 installs
35. ▌
    Azure Devops Pipelines Migration · aws-samples bundle

    Transforms Azure DevOps Pipelines (azure-pipelines.yml and template files) into the target CI/CD chosen at run time - GitHub Actions workflows, or AWS CodePipeline with CodeBuild buildspecs. Converts triggers, stages, jobs, steps, matrices, conditions and the common task catalog; scaffolds what depends on values that live in Azure DevOps (variable groups, service connections, environments); and reports every construct with no counterpart (classic GUI pipelines, task groups, gates, Boards integration). Trigger: Azure DevOps migration, azure-pipelines.yml, ADO to GitHub Actions, Azure Pipelines to CodePipeline, VSTS, TFS pipelines, CI/CD migration.
    5 installs
36. ▌
    Hcls Build Agent · aws-samples bundle

    Use 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 domain-specific capabilities. Also use when someone asks about agent architecture, tool design, or system prompt patterns for clinical, genomics, or drug discovery use cases.
    3 installs
37. ▌
    Hcls Get Started · aws-samples bundle

    Use when a developer asks how to get started building healthcare or life sciences agents, wants to understand the HCLS Agents Toolkit, or asks what's available in this repository. Also use when someone asks about genomics, drug discovery, clinical trials, or biomarker agents on AWS.
    4 installs
38. ▌
    Hcls Deploy Agent · aws-samples bundle

    Use 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 register an agent in the AgentCore Registry. Also use for deployment troubleshooting.
    5 installs
39. ▌
    Biomarker Pathway Analysis · aws-samples bundle

    Use when a researcher needs to analyze biological pathways for biomarker discovery, map disease mechanisms to druggable targets using Reactome/KEGG, identify pathway enrichment from gene sets, or understand mechanism-of-action for candidate biomarkers.
    5 installs
40. ▌
    Clinical Protocol Drafting · aws-samples bundle

    Use when drafting clinical trial protocol sections (objectives, background, study design) grounded in ICH guidelines (E6, E8, E9) and FDA regulations (21 CFR Part 312). Generates IRB-ready protocol documents from grant documents or study synopses.
    6 installs
41. ▌
    Biomarker Database Analysis · aws-samples bundle

    Use when a researcher needs to query biomedical databases for biomarker discovery, build target profiles from UniProt/Open Targets/STRING, rank biomarker candidates by evidence strength, or generate SQL queries against clinical genomic databases.
    5 installs
42. ▌
    Research Biomedical Databases · aws-samples bundle

    Use when querying biomedical databases (UniProt, ClinVar, gnomAD, PDB, Reactome, Open Targets, etc.) via the Biomni AgentCore Gateway MCP server. Covers protein lookup, variant interpretation, pathway analysis, drug-target associations, and genomic annotation queries. Use when user asks to find protein info, check variant pathogenicity, analyze pathways, find drug targets, or search clinical trials.
    1 install
43. ▌
    Biomarker Multi Agent Discovery · aws-samples bundle

    Use when orchestrating a multi-agent biomarker discovery workflow that requires coordinating database queries, pathway analysis, literature review, statistical modeling, and clinical evidence synthesis to produce ranked biomarker panels.
    5 installs
44. ▌
    Genomics Variant Interpretation · aws-samples bundle

    Use when interpreting genomic variants from VCF files, performing clinical variant classification using ClinVar/VEP annotations, analyzing allele frequencies against population data (1000 Genomes), or generating clinical reports for genetic counseling.
    5 installs
45. ▌
    Research Deep Literature Review · aws-samples bundle

    Use when a developer needs to conduct systematic literature searches, find research papers, extract content from publications, or build evidence summaries from biomedical databases and web sources via the Biomni Research Tools MCP server.
    1 install
46. ▌
    Security Scan · aws-samples bundle

    Comprehensive security and compliance scanning for AWS CDK projects. Use when running security audits, checking license compliance, scanning container vulnerabilities, or running aggregated SAST/IaC/secret analysis before deployment.
    3 installs
47. ▌
    Cost Estimator · aws-samples bundle

    Estimate AWS costs for CDK projects using real-time pricing data. Use when calculating infrastructure costs, generating pricing reports, or analyzing CDK resource costs before deployment.
    7 installs
48. ▌
    End To End Testing · aws-samples bundle

    Systematic E2E testing workflow with evidence capture and reporting. Use when running integration tests, validating complete user flows, capturing test evidence, or generating test reports.
    7 installs
49. ▌
    AWS Cdk Development · aws-samples bundle

    AWS Cloud Development Kit (CDK) expert for building cloud infrastructure with TypeScript/Python. Use when creating CDK stacks, defining CDK constructs, implementing infrastructure as code, or when the user mentions CDK, CloudFormation, IaC, cdk synth, cdk deploy, or wants to define AWS infrastructure programmatically. Covers CDK app structure, construct patterns, stack composition, and deployment workflows.
    6 installs
50. ▌
    Quip To Gitlab Wiki · aws-samples bundle

    Migrate Quip documents to GitLab Wiki with full content preservation. Use when converting Quip docs to wiki, migrating documentation, or setting up GitLab wiki from Quip sources.
    5 installs
51. ▌
    Create Install Scripts · aws-samples bundle

    Generate CI/CD installation scripts for AWS CDK projects. Use when setting up deployment pipelines, creating install.sh scripts, configuring GitLab CI, or setting up AWS CodeBuild for CDK deployments.
    5 installs
52. ▌
    Gitlab Docs Publishing · aws-samples bundle

    Publish HTML/Markdown design documents on GitLab Pages with selection-driven discussion. Reviewers select any text in the published doc; a floating 💬 bubble opens a prefilled GitLab Issue (title + anchor link + selection quote + label) in a new tab. GitLab handles auth via the user's existing session — no OAuth, no PAT, no API calls. Works on gitlab.com, self-hosted, and proxy-fronted GitLab.
    5 installs
53. ▌
    Strands Context Manager · aws-samples bundle

    Strands conversation/context manager patterns, including sliding window with summarization. Use when building agents with context management, preventing session pollution, or implementing conversation compaction.
    5 installs
54. ▌
    Agentcore MCP OAUTH Facade · aws-samples bundle

    Build an OAuth + MCP protocol facade in front of Bedrock AgentCore Gateway or Runtime so strict MCP clients (Claude Code, Cursor, Amazon Quick, mcp-remote) can connect. Use when an MCP client fails OAuth discovery ("Fix highlighted fields", DCR errors), when tools beyond 30 silently disappear (Gateway tools/list pagination), when tool calls return 404 or "Unknown tool" (dual session-id, tool name prefix), or when adapting Cognito to RFC 9728/8414 metadata, redirect_uri rewriting, or Gateway schema limits.
    4 installs
55. ▌
    Agentcore Browser Web Scraping · aws-samples bundle

    Build production web scraping on Bedrock AgentCore Browser — connect Playwright over signed CDP WebSocket, drive extraction with an LLM agent over fixed tool primitives (navigate, scroll, extract-by-selector, screenshot), reuse login state via Browser Profiles with a DCV live-view login flow, detect login walls without false positives, and route through an external proxy. Use when scraping dynamic or login-gated sites (X/Twitter, Reddit, Instagram, YouTube, forums) with AgentCore Browser, when scraped results come back empty on lazy-loaded pages, when Google SSO fails silently in the cloud browser, or when a target site blocks AWS egress IPs.
    5 installs
56. ▌
    API Gateway Authorizer Security · aws-samples bundle

    Secure Amazon API Gateway routes when a scanner reports missing authorization, choose Cognito/OIDC JWT or other business authorizers first, and use an always-allow Lambda authorizer only as an explicitly documented fallback for public routes.
    1 install
57. ▌
    Agentic Responsible AI Assessment · aws-samples bundle

    Walk a client through a Responsible AI assessment questionnaire and score their answers 0-5 across eight RAI dimensions (Governance, Privacy & Security, Safety, Veracity & Robustness, Controllability, Fairness, Explainability, Transparency). Use when a user asks to run a Responsible AI assessment, RAI scorecard, agentic AI maturity review, or wants to evaluate an agent platform's governance/safety/fairness posture. Reads questions and example answers from references/questionnaire.md and renders a posture bar chart after each question.
    5 installs
58. ▌
    Health Check · aws-samples bundle

    Use when performing routine environment checks, validating service health before or after deployments, checking SLO compliance, or generating a health status report. Also use when the user asks "环境健康么", "服务状态怎样", "部署前检查", or "SLO 达标了么". Queries CloudWatch metrics directly — works even without alarms configured.
    3 installs
59. ▌
    Env Discovery · aws-samples bundle

    Use when investigating what AWS services are running, checking fleet health by service tag, responding to "what's in my account" questions, onboarding to a new AWS account, or preparing an environment overview. Uses tag-based Fleet Intelligence: discovers tag taxonomy, aggregates resource counts by service tag, and checks alarm status — does NOT enumerate individual resources.
    5 installs
60. ▌
    Log Diagnosis · aws-samples bundle

    Use when searching CloudWatch logs for errors, investigating application issues, correlating events across services, or when a user reports a problem and you need to find relevant log entries. Also use when the user asks "what errors happened recently", "what's in the logs", "最近有什么错误", or "查下日志". Uses CloudWatch Insights via CLI wrapper script — does NOT require any MCP server beyond aws-knowledge for documentation lookup.
    8 installs
61. ▌
    Fact Check Loop · aws-samples bundle

    Iterative fact-checking loop for any document (PPT, Word, PDF, Markdown, etc.) against its original source. Spawns independent subagents in fresh contexts to eliminate confirmation bias. Each round checks all claims, the main agent fixes issues found, then a new subagent re-checks until zero issues remain. Use when: (1) user asks to fact-check a document, (2) user wants to verify a summary against its source, (3) user says "check for hallucinations", (4) after generating a report or presentation and wanting to validate accuracy. Requires an agent runtime that can spawn subagents in fresh contexts. Document text extraction and source retrieval use whatever tools the runtime provides (see Tooling below).
    3 installs
62. ▌
    API To Agent CLI · aws-samples bundle

    Use when the user has a set of internal APIs / REST endpoints / SDK and wants to expose them as an agent-friendly CLI. Also use when retrofitting an existing CLI for AI agent use, or when auditing how agent-ready an existing CLI is. Prevents the common 1:1 wrapping trap by forcing a workflow-merge step before code generation. Synthesizes Anthropic's "Writing effective tools for agents" guidance, Justin Poehnelt's Google Workspace CLI work, AXI benchmark findings, and CWC 2026 Session #14.
    4 installs
63. ▌
    Animated AWS Arch · aws-samples bundle

    Draw an animated, light-theme, LEFT-TO-RIGHT AWS architecture diagram as one self-contained SVG — official AWS service icons, marching-ants connectors, and traveling request dots that show data moving through the system. Use this whenever the user asks for an architecture / 架构图 / system / infrastructure / cloud diagram, ESPECIALLY when they want it animated / dynamic / "会动的" / for a README or GitHub, or say "用这个风格 / that style". This is the default style for architecture diagrams. The output SVG animates when embedded in a GitHub README.
    6 installs
64. ▌
    AWS Troubleshooting · aws-samples bundle

    Universal AWS troubleshooting framework. Activate when: any AWS resource is unhealthy, unreachable, or degraded; status checks fail; deployments fail; connectivity issues; performance degradation; unexpected errors or state transitions; the user says something is wrong with an AWS service. Works across ALL AWS services — EC2, ECS, EKS, RDS, Lambda, S3, VPC, IAM, etc. Does NOT embed service-specific facts; queries aws-knowledge MCP for real-time documentation and SOPs.
    5 installs
65. ▌
    Finding Your Unknowns · aws-samples bundle

    Use at the start of a non-trivial agentic coding task, or when a long-horizon task keeps coming back wrong. Surfaces the gaps between what you told the agent (the "map") and where the work actually happens (the "territory") — your unknowns — before, during, and after implementation. Runs a blind-spot pass, brainstorm/prototype, interview, references, and an implementation plan up front; keeps an implementation-notes log during; and builds a pitch + self-quiz after. Method by Thariq Shihipar (Anthropic), from the field guide "Finding your unknowns".
    5 installs
66. ▌
    Hello CLI · aws-samples bundle

    Reference example agent-friendly CLI for managing todos. Demonstrates all 10 agent-friendly principles end-to-end. Use this as a structural template for your own CLI. Common workflows: list pending todos, create new todos, mark complete and archive (single workflow-merged command).
    5 installs
67. ▌
    Aidlc Build · aws-samples bundle

    Final integration build and test verification. Validates that implemented code compiles, passes all test suites, and meets quality gates before deployment.
    5 installs
68. ▌
    Aidlc Tasks · aws-samples bundle

    Bridge design to implementation. Break design documents into concrete, sequenced, estimable tasks with execution waves for parallel dispatch.
    5 installs
69. ▌
    Aidlc Deploy · aws-samples bundle

    CI/CD pipeline generation and deployment configuration. Produces pipeline configs, environment definitions, and deployment scripts for the target platform.
    7 installs
70. ▌
    Aidlc Design · aws-samples bundle

    Technology decisions and architecture design. Generates D3 decision gate, validates choices, produces modular or compact design documents with components, data model, API spec, integration, implementation, correctness, and NFR specifications.
    6 installs
71. ▌
    Aidlc Context · aws-samples bundle

    Scan workspace, assess project landscape, and generate context document, blueprints, and platform shim. First phase of the AI-DLC specification workflow.
    7 installs
72. ▌
    Aidlc Implement · aws-samples bundle

    Code generation and testing. Execute implementation tasks from design specs using standard, parallel, or autonomous modes.
    4 installs
73. ▌
    Aidlc Prototype · aws-samples bundle

    Build a throwaway spike to validate requirements. Demonstrates core user flows with minimal code — no architecture, no tests, no production concerns.
    5 installs
74. ▌
    Aidlc Code Review · aws-samples bundle

    Review implemented code against design specs, coding standards, and best practices. Produces severity-classified findings with suggested fixes.
    5 installs
75. ▌
    Aidlc Requirements · aws-samples bundle

    Translate business needs into user stories with EARS acceptance criteria. Generates decision gate, personas, and requirements. Includes routing recommendation for next phase.
    6 installs
76. ▌
    Aidlc Decomposition · aws-samples bundle

    Decompose requirements into units of work with DDD concepts. Define system boundaries, dependencies, and development sequence.
    3 installs
77. ▌
    Aidlc Reverse Engineer · aws-samples bundle

    Deep brownfield codebase analysis. Extracts architecture, modules, data models, API surface, business rules, features, integrations, conventions, and technical debt.
    5 installs
78. ▌
    Aidlc Solutions Review · aws-samples bundle

    Cross-unit design review. Compares design documents across multiple units or modules for conflicts, inconsistencies, and alignment issues. Produces a severity-classified review report with resolution recommendations.
    6 installs
79. ▌
    AWS Transform · aws-samples bundle

    Performs code upgrades, migrations, and transformations using the AWS Transform (ATX) CLI. Use when upgrading language versions, migrating AWS SDKs, migrating frameworks (Angular, Vue.js, Spring Boot, React), upgrading libraries, optimizing performance, migrating x86 to Graviton, analyzing codebases / generating documentation, or defining custom transformations with natural language. Runs locally on a few repositories or at scale across hundreds via AWS Batch/Fargate.
    4 installs
80. ▌
    Kyc Onboarding Assessment · aws-samples

    Corporate KYC onboarding risk method — how to combine credit analysis and AML/compliance screening into one APPROVE / REJECT / ESCALATE decision with a 0-100 risk score. Use when assessing a prospective corporate customer for account opening or a periodic KYC refresh.
    5 installs
81. ▌
    AWS Serverless · aws-samples bundle

    Builds, deploys, manages, debugs, configures, and optimizes serverless applications on AWS using Lambda, API Gateway, Step Functions, EventBridge, and SAM/CDK. Covers cold starts, CORS debugging, event source mappings, troubleshooting, concurrency, SnapStart, Powertools, function URLs, EventBridge Scheduler, Lambda layers, Durable Functions, durable execution, checkpoint-and-replay, and production readiness. Use when the user mentions Lambda, API Gateway, Step Functions, SAM templates, CDK serverless stacks, DynamoDB stream triggers, SQS event sources, cold starts, timeouts, 502/504 errors, throttling, concurrency, CORS, Powertools, Durable Functions, durable execution, checkpoint-and-replay, or any event-driven architecture on AWS, even if they don't say "serverless." Do NOT use for EC2, ECS/Fargate containers, or Amplify hosting.
    8 installs
82. ▌
    Fast Project Guide · aws-samples bundle

    Explains the overall structure, architecture, authentication flow, AWS services used, configuration values, design decisions, and implementation code of this demo application itself (FAST - Fullstack AgentCore Solution Template). Always use this skill when a question is about this demo itself, such as "how does this demo work", "what AWS services does it use", "why was it designed this way", "how do Gateway / Memory / Skills / Cedar / model selection work", or "show me the actual code or configuration".
    5 installs
83. ▌
    Exploring Data Catalog · aws-samples bundle

    Full inventory and audit of AWS Glue Data Catalog assets across S3 Tables, Redshift-federated, and remote Iceberg catalogs. Triggers on: inventory the catalog, audit databases, list all tables, catalog overview, data landscape, enumerate catalogs, data inventory, search the catalog. Do NOT use for finding specific data (use finding-data-lake-assets), running queries (use querying-data-lake), or creating tables (use creating-data-lake-table).
    3 installs
84. ▌
    Finding Data Lake Assets · aws-samples bundle

    Resolve data lake and lakehouse asset references across Glue Data Catalog, S3, S3 Tables, and Redshift. Triggers on: find the table, where is our data, which table has, locate dataset, find data for, search catalog, what tables match, Redshift table, lakehouse table, data lake table, warehouse table, reverse lookup S3 path. Do NOT use for: full catalog audits (use exploring-data-catalog), running queries (use querying-data-lake), creating tables (use creating-data-lake-table).
    5 installs
85. ▌
    Skill Eval · aws-samples bundle

    Evaluate AI Agent Skills across safety, quality, reliability, and cost efficiency. Audit for security issues (secrets, injection, unsafe installs), test functional correctness with-skill vs without-skill, measure trigger precision, classify cost-efficiency tradeoffs, track version lifecycle, and generate unified grades. Use when evaluating a skill before installing, auditing marketplace skills, proving your skill works with automated tests, setting up CI/CD quality gates, or comparing two skill versions. NOT for: evaluating full agent systems, testing non-skill plugins, runtime performance benchmarking, or monitoring production agent behavior.
    9 installs
86. ▌
    Good Skill · aws-samples bundle

    A well-structured test skill that follows the agentskills.io spec. Use when testing skill evaluation tools.
    5 installs
87. ▌
    Data Analysis · aws-samples bundle

    Analyze CSV and JSON data files to produce summary statistics, detect anomalies, and generate formatted reports. Use when the user asks to summarize data, compute statistics (mean, median, percentiles), find outliers, or produce tabular reports from structured data files. NOT for: image analysis, unstructured text processing, database queries, or real-time streaming data.
    7 installs
88. ▌
    Pr Naming · aws-samples bundle

    checks PR names
    5 installs
89. ▌
    Pr Naming Convention · aws-samples bundle

    Validates PR titles and branch names against the company naming convention. Use when the user mentions PR titles, branch naming, pull request naming conventions, or asks to check whether a PR title or branch name follows the standard format.
    6 installs
90. ▌
    Over Permissioned · aws-samples bundle

    A file organizer skill that sorts files into directories based on type. Supports photos, documents, videos, and archives. Can process entire directory trees recursively.
    5 installs
91. ▌
    Insecure Installer · aws-samples bundle

    A package manager helper skill that installs and configures development tools. Supports Node.js, Python, and Rust toolchains. Caches tool configurations for fast reinstall.
    4 installs
92. ▌
    File Organizer · aws-samples bundle

    Organizes files
    5 installs
93. ▌
    Poor Structure · aws-samples bundle

    My Cool Skill
    5 installs
94. ▌
    Sloppy Weather · aws-samples bundle

    Gets weather
    5 installs
95. ▌
    Networking Efa · aws-samples

    Configure Elastic Fabric Adapter networking for high-performance NCCL allreduce in multi-node GPU training
    5 installs
96. ▌
    Storage S3 Files · aws-samples

    Mount S3 buckets as native NFS file systems on EKS via Amazon S3 Files for shared, low-latency file access
    5 installs
97. ▌
    Deployment Method · aws-samples

    Deploy and manage Physical AI RL training jobs on EKS including CodeBuild CI, GitOps, and experiment management
    8 installs
98. ▌
    Functional Testing · aws-samples

    Validate the Physical AI RL training stack end-to-end from infrastructure smoke tests to training step verification
    6 installs
99. ▌
    Rlinf Benchmarking · aws-samples

    RLinf: Evaluate training quality and infrastructure performance using LIBERO, RoboTwin, and throughput benchmarks
    4 installs
100. ▌
     Storage Fsx Lustre · aws-samples

     Deploy Amazon FSx for Lustre as shared high-performance storage for datasets, checkpoints, and model weights
     5 installs