Explore AI Agent Skills & Claude Prompts

Vertex AI RAG Engine integration patterns for grounding agent responses in private data sources including corpus management, retrieval tool creation, and citation extraction. PROACTIVELY activate for: (1) RAG pipeline integration and Vertex AI RAG Engine setup, (2) corpus creation and document ingestion, (3) retrieval tool configuration and grounding metadata parsing. Triggers: "add rag", "rag pipeline", "vertex ai search"

rag-patterns

Vertex AI RAG Engine integration patterns for grounding agent responses in private data sources including corpus management, retrieval tool creation, and citation extraction. MUST BE USED for: RAG pipeline integration, Vertex AI RAG Engine setup, corpus creation, document ingestion, retrieval tool configuration, and grounding metadata parsing. Keywords: add rag, rag pipeline, vertex ai search, grounding, corpus, retrieval, citations, RagCorpus, Tool.from_retrieval, grounding_metadata.

red-blue-validator

Iterative adversarial stress-testing through Red/Blue team dynamics. Red Team generates substantive, steel-manned attacks against propositions; Blue Team responds with defenses, mitigations, and hardening. Cycles continue until convergence criteria are met, producing a battle-tested proposition. PROACTIVELY activate for: (1) High-stakes decisions requiring stress-testing, (2) Strategy validation before major commitment, (3) Architecture decision hardening, (4) Proposal defense preparation, (5) Security posture review, (6) Investment due diligence with adversarial lens. Triggers: "red team this", "blue team", "stress test", "attack this plan", "find weaknesses", "adversarial review", "devil's advocate", "what could go wrong", "poke holes in this", "challenge this decision", "war game this"

write-howto

Create task-oriented documentation for accomplishing specific goals. PROACTIVELY activate for: (1) procedures and recipes, (2) quick reference guides, (3) troubleshooting guides, (4) operational runbooks. Triggers: "write howto", "how to guide", "procedure", "recipe", "quick guide", "step by step", "instructions for"

pydantic-schema

[STUB - Not implemented] Pydantic schema definitions for RAG pipeline data models. PROACTIVELY activate for: [TODO: Define on implementation]. Triggers: [TODO: Define on implementation]

pydantic-v2-strict

Pydantic V2 data modeling with strict mode enforcement for type safety. PROACTIVELY activate for: (1) Creating data models or schemas, (2) Validating API request/response types, (3) Building configuration classes, (4) Defining data contracts, (5) Implementing DTOs. Triggers: "pydantic", "BaseModel", "ConfigDict", "Field", "validator", "model_dump", "strict mode", "data model"

rhf-zod-schema-integration

React Hook Form v7 with zodResolver integration for type-safe validated forms. PROACTIVELY activate for: (1) creating forms with useForm and zodResolver, (2) implementing field registration with spread syntax, (3) handling form state and errors. Triggers: "react hook form", "useForm", "zodResolver"

rhf-dynamic-field-arrays

React Hook Form useFieldArray for dynamic list management with Zod validation. PROACTIVELY activate for: (1) creating dynamic form arrays with add/remove, (2) validating arrays with Zod min/max, (3) using field.id as key. Triggers: "field array", "useFieldArray", "dynamic form"

test-coverage-analysis

Test coverage analysis, gap identification, and coverage configuration for Python and JavaScript. PROACTIVELY activate for: (1) Analyzing coverage reports, (2) Identifying critical coverage gaps, (3) Configuring coverage tools, (4) Setting up CI/CD coverage checks, (5) Branch coverage analysis. Triggers: "coverage", "uncovered", "pytest-cov", "istanbul", "c8", "coverage report", "coverage gap"

assumption-validator

Systematically surface, classify, and stress-test assumptions in decisions, strategies, and plans. Transforms hidden assumptions into visible, testable propositions with load-bearing analysis and counterfactual validation. PROACTIVELY activate for: (1) Pre-commitment decision reviews, (2) Strategy validation before execution, (3) Investment due diligence, (4) Architecture decision records, (5) Product direction pivots, (6) Risk assessments requiring assumption audit. Triggers: "validate assumptions", "test assumptions", "assumption check", "stress test this decision", "what are we assuming", "pre-mortem", "what could go wrong", "challenge this plan", "devil's advocate"

research-interviewer

Systematic knowledge elicitation through structured interviewing with epistemic confidence tracking, MECE coverage verification, and bias-protected questioning. PROACTIVELY activate for: (1) Gather research requirements, (2) Elicit problem statements, (3) Extract domain knowledge, (4) Clarify research goals, (5) Generate requirements through discovery. Triggers: "interview me", "elicit knowledge", "extract information", "research interview", "gather requirements", "conduct interview", "knowledge extraction"

distributed-tracing-context-propagation

W3C Trace Context propagation across service boundaries for distributed tracing. PROACTIVELY activate for: (1) Implementing trace context propagation, (2) Cross-service correlation, (3) Setting up traceparent headers, (4) Baggage propagation, (5) Multi-service debugging. Triggers: "distributed tracing", "trace context", "traceparent", "correlation", "span", "baggage", "propagation"