data-lake-infrastructureGenerates Terraform for data lake infrastructure from an infrastructure manifest. Produces reusable modules, per-environment application stacks, tfvars, and backend configs for S3 buckets, Glue jobs, IAM, KMS, and supporting services. Use when provisioning or…aws-native-lakehouseReference for the Amazon SageMaker Lakehouse architecture — unified data access across S3 data lakes and Redshift warehouses using Apache Iceberg, AWS Glue Data Catalog, and Lake Formation governance. Use when designing pipelines that target the lakehouse,…data-lake-architectureGuides agents through data lake architecture design. Use when defining raw, refined, curated, or publish layers; storage organization; retention; and operational boundaries for a data lake.data-lake-open-table-formatGuides agents through lakehouse table design and open table format decisions. Use when designing or changing Iceberg, Delta, Hudi, partitioning, schema evolution, compaction, or batch and streaming interoperability.data-mesh-and-domain-oriented-designGuides agents through domain-oriented data product and data mesh design. Use when organizing ownership, domain boundaries, federated governance, and shared platform responsibilities across multiple teams.data-qualityGuides agents through data quality design using AWS Glue Data Quality and DQDL. Use when defining quality rules, thresholds, anomaly detection, quarantine patterns, or integrating DQ checks into Glue ETL pipelines and the Data Catalog.glue-data-catalog-and-lake-formation-governanceGuides agents through AWS data catalog and lake governance workflows. Use when designing or reviewing Glue Data Catalog, Lake Formation permissions, governed sharing, metadata quality, and access boundaries for S3, Athena, Redshift, EMR, or Glue pipelines.
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ar-policy-builderCreates an Amazon Bedrock Automated Reasoning (AR) policy from a source document (HR handbook, compliance manual, refund/loan/leave policy, product spec) by extracting formal logic rules and a variable schema. Handles policy-resource creation, the…ar-policy-debuggerDiagnoses failing Amazon Bedrock Automated Reasoning (AR) tests and repairs policies using annotations. Classifies the failure by result type, applies the two-step (translate vs. validate) triage, and fixes issues via REFINE_POLICY annotations,…ar-policy-testerTests an Amazon Bedrock Automated Reasoning (AR) policy using generated scenarios (to validate rule correctness) and question-and-answer (QnA) tests (to validate translation accuracy end-to-end). Drives GENERATE_POLICY_SCENARIOS,…ar-guardrail-deployerVersions an Amazon Bedrock Automated Reasoning (AR) policy and attaches it to a Bedrock Guardrail for production use. Creates an immutable numbered policy version, then creates or updates a guardrail with the required automatedReasoningPolicyConfig and…ar-policy-reviewerInspects an extracted Amazon Bedrock Automated Reasoning (AR) policy for quality and fidelity before testing or deployment. Fetches the POLICY_DEFINITION, QUALITY_REPORT, and FIDELITY_REPORT build assets and flags unused/duplicate variables, bare assertions,…ar-runtime-validatorValidates LLM outputs at runtime against an Amazon Bedrock Automated Reasoning (AR) guardrail and runs an iterative rewrite loop (Valid@N) to correct non-VALID answers. Calls ApplyGuardrail (or Converse) with correct qualifiers, parses the findings union,…
gemini-to-novaMigrate Gemini 2.0/2.5/3.x Python code and prompts to Amazon Nova 2 Lite. Use when converting Gemini Python API code (google-genai or google-generativeai SDK) to Nova 2 Lite (boto3 Bedrock Runtime), rewriting Gemini prompts for Nova format, or migrating…nova2-promptRewrite and optimize prompts for Amazon Nova 2 Lite. Handles both text/agentic and multimodal use cases (images, video, documents). Applies the correct inference config (temperature, reasoning mode) per use case. For multimodal cases, enforces the critical…titan-nova-mme-migrationMigrates Python code from Amazon Titan Embeddings models (Titan Text Embedding V2 and Titan Multimodal Embeddings G1) to the Amazon Nova Multimodal Embeddings model (Nova MME) on Amazon Bedrock. Handles all API differences including the new request schema,…nova-migrateMigrate an application from any LLM to Amazon Nova 1 or Nova 2 end-to-end. Orchestrates prompt optimization (delegates to /nova1-prompt or /nova2-prompt), captures a baseline from the source model, evaluates the migrated prompt against a task-derived rubric,…nova1-promptRewrite and optimize prompts for Amazon Nova 1 models (Nova Micro, Lite, Pro, Premier). Use this skill when the user wants to migrate, convert, or optimize a prompt specifically for Nova 1. Do NOT use this for Nova 2 — use /nova2-prompt instead.text-agent-to-nova-sonic-voiceMigrate any text-based agent to a Nova Sonic voice agent using Strands BidiAgent. Covers two layers: (1) Frontend — browser WebSocket client with Web Audio API for mic capture and audio playback, (2) Orchestrator — FastAPI + Strands BidiAgent server that…
aws-well-architected-framework-reviewPerform 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 Eisenhower-prioritized remediation.migration-readinessAssess 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 migration plan.wa-builder"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, decision trees, improvement roadmaps) they can commit and…wa-guardrailsGenerate preventive Well-Architected guardrails — AWS Config rules, Service Control Policies, permission boundaries, CloudWatch alarms, and IaC policy checks (CDK Aspects, cfn-guard, OPA/Sentinel) — plus an optional governance steering doc, so a workload…wafr-facilitatorHelp a facilitator run a conversational Well-Architected Framework Review (WAFR) with a customer — generates tailored facilitator questions, probing follow-ups, and "things to look out for" per WA question and best practice, adapted to the workload context.example-skillExample skill template used for the CreateHub template. You should never use this skill directly as it is just a template made to be updated.
onboard-repoOnboard a new GitHub repository to the ABCA platform so the agent can target it. Use when the user says "onboard a repo", "add a repository", "register a repo", "new repo", or gets a `REPO_NOT_ONBOARDED` / 422 error about an unregistered repository.setupGuided installation and first-time setup for ABCA. Walks through prerequisites, toolchain installation, dependency setup, and initial deployment. Use when the user says "set up the project", "get started", "install", "first time setup", "how do I start",…submit-taskSubmit a coding task to the ABCA platform via CLI or REST API. Guides prompt quality, workflow selection, and cost controls. Use when the user says "submit a task", "create a task", "run the agent", "send task to agent", "bgagent submit", "new task", "pr…deployDeploy, diff, or destroy the ABCA CDK stack. Handles pre-deployment validation, synthesis, and post-deployment verification. Use when the user says "deploy", "cdk deploy", "deploy the stack", "destroy", "cdk diff", "what changed", "redeploy", or "update the…statusCheck ABCA platform status — stack health, running tasks, and recent task history. Use when the user says "status", "health check", "is ABCA running", "check platform", or "what's the state".troubleshootDiagnose and fix common ABCA issues: deployment failures, preflight errors, authentication problems, agent failures, and build issues. Use when the user says "troubleshoot", "debug", "not working", "error", "failed", "help me fix", "preflight_failed", "task…
gitnexus-cliUse 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. Examples: "Index this repo", "Reanalyze the codebase", "Generate a wiki"gitnexus-debuggingUse when the user is debugging a bug, tracing an error, or asking why something fails. Examples: "Why is X failing?", "Where does this error come from?", "Trace this bug"gitnexus-exploringUse when the user asks how code works, wants to understand architecture, trace execution flows, or explore unfamiliar parts of the codebase. Examples: "How does X work?", "What calls this function?", "Show me the auth flow"gitnexus-guideUse when the user asks about GitNexus itself — available tools, how to query the knowledge graph, MCP resources, graph schema, or workflow reference. Examples: "What GitNexus tools are available?", "How do I use GitNexus?"gitnexus-impact-analysisUse when the user wants to know what will break if they change something, or needs safety analysis before editing code. Examples: "Is it safe to change X?", "What depends on this?", "What will break?"gitnexus-refactoringUse when the user wants to rename, extract, split, move, or restructure code safely. Examples: "Rename this function", "Extract this into a module", "Refactor this class", "Move this to a separate file"
product-ai-framingUse when framing an AI/ML product as a machine learning problem — problem type, input/output schemas, evaluation metrics, data strategy. Triggers on "AI framing", "ML problem framing", "frame the model". AI/ML products only; runs between Deep Research and…product-prdUse when writing a PRD — EARS requirements, personas, success metrics, AWS-native architecture with an inline SVG diagram, and current-year technology research. Triggers on "PRD", "product requirements", "write requirements", "EARS".product-prfaqUse when writing an Amazon-style PRFAQ (Working Backwards press release + skeptical FAQ) for a product, grounded in market research. Triggers on "PRFAQ", "press release FAQ", "working backwards".product-prototypeUse when building the interactive HTML prototype — shared CSS, design system, screen manifest, per-screen files, navigation hub. Triggers on "build the prototype", "clickable prototype", "prototype screens".product-researchUse when conducting deep market research for a product — competitors, market sizing (TAM/SAM/SOM), customer personas, technology radar, and a sourced MarketResearch brief. Triggers on "market research", "competitive analysis", "research this product idea", or…regenerate-screen-indexUse to rebuild the ScreenIndex navigation hub from the Screen_*.html files actually present in documents/ — after adding, removing, or renaming prototype screens. Triggers on "regenerate the screen index", "rebuild the index", "the index is out of date",…
orchestratorRoutes issues through the pipeline based on complexity assessmentclarificationDecides whether clarification is needed before implementation beginsprPushes the branch and creates the pull requestpr-verificationPR-existence verification procedure that prevents duplicate PRs and false "already merged" reportsformattingMarkdown formatting rules for issue comments, PR bodies, and .md files written by the pipelinegit-stagingGit staging rules that prevent committing orchestrator infrastructure files
aws-setupActivate when the user needs help with AWS access, credentials, Workshop Studio login, or environment setupbedrock-agentcoreActivate when discussing deployment, AgentCore CLI, or production infrastructurefootball-rulesActivate when discussing game rules, player actions, scoring, fouls, cards, or match formatfootball-strategyActivate when discussing strategy, tactics, or agent behavior designlanggraph-agentsActivate when the user chooses LangGraph or asks about LangChain/ReAct patternsstrands-agentsActivate when the user chooses Strands or asks about Strands SDK concepts
aidlc-discoveryGuided product-definition interview (PM + tech lead) producing Product-Definition/ (vision + technical constraints + open questions). Activate with 'start aidlc-discovery' / 'inicia aidlc-discovery'.discovery-orchestratorAI-DLC Discovery orchestrator. Activate when the user says "start aidlc-discovery", "inicia aidlc-discovery", or wants to prepare a product definition (vision + technical constraints) before building. Independent tool; AI-DLC is a consumer of its output.open-questionsJoin stage. Consolidates pre-declared open questions from both roles and flags cross-role contradictions (vision <-> constraints). Runs once both roles are complete.product-discoveryGuided product-vision interview for the Business role (PM). Produces vision-document.md plus pre-declared open questions. Replaces the blank page with structured questions.tech-discoveryGuided technical-constraints interview for the Technical role (tech lead). Captures human-provided constraints (allow/deny lists for languages, frameworks, cloud, security, testing). It records constraints — it does not design the stack.visual-sketchOpt-in visual stage. Produces a Mermaid user journey and self-contained HTML mockups under Product-Definition/visual/. Default is to skip.
lambda-runtime-upgradeAWS Lambda runtime upgrade assessment — discovers functions on deprecated/EOL runtimes across regions, analyzes code compatibility, and produces migration guidance for Python, Node.js, Java, .NET, Ruby, and custom runtimes. Three paths: (1) MCP tools via…developer-guideProject-specific developer guide for extending the CloudOps Multi-Agent System. NOT a generic reusable skill — this contains architecture, procedures, and gotchas specific to this repository. Walks users through adding agents, Lambda MCP tools, data…finops-analysisAWS FinOps analysis — cost breakdown, trends, forecasts, anomalies, and optimization recommendations. Three paths: (1) MCP tools via deployed gateway (preferred); (2) direct AWS CLI; (3) delegation to coding agent. Produces markdown tables and summaries. Use…health-events-digestAWS Health Events digest — critical/high events, impact summaries, remediation hints, and operational timeline. Three paths: (1) MCP tools via deployed gateway (preferred); (2) direct AWS CLI; (3) delegation to coding agent. Produces structured markdown…resilience-reportGenerates an AWS Direct Connect resilience report. Three paths: (1) MCP tools via deployed gateway — fastest, handles cross-account; (2) direct AWS CLI execution in any shell-capable agent environment; (3) delegation to a coding agent when the host has no…tag-governance-assessmentAWS Tag Governance assessment — tag compliance scoring, non-compliant resource identification, cost allocation tag status, and remediation guidance with Resource Explorer deep-links. Three paths: (1) MCP tools via deployed gateway (preferred); (2) direct AWS…
appealsUse when a provider needs to generate an appeal letter for a denied insurance claim, check filing deadlines, validate appeal components, or save completed appeal letters to S3 with presigned download URLs.claims-assemblyUse when a provider needs to validate claim data and assemble an EDI 837P professional claim, check payer-specific validation rules, or verify HIPAA 5010 compliance before submission.claims-submissionUse when a provider needs to submit an assembled EDI 837P claim to a payer via AWS B2B Data Interchange, track submission status, or check for acknowledgment responses (997/999 and 277CA).eligibility-verificationUse when a provider needs to verify patient insurance eligibility, check active coverage status, determine benefits and cost sharing (copay, coinsurance, deductible), or assess whether a service requires prior authorization.medical-codingUse when a provider needs to find ICD-10-CM, CPT, or SNOMED CT codes for diagnoses and procedures, extract medical entities from clinical text using Comprehend Medical, or validate code accuracy against clinical documentation.prior-authorizationUse when a provider needs to submit a prior authorization request, check if a procedure requires prior auth, gather clinical evidence from HealthLake, assess medical necessity against payor criteria, or generate FHIR Da Vinci PAS Bundles and ClaimResponses.