Validate MCP server connection, tool discovery, schema correctness, and functional behavior. 驗 MCP 伺服器連線、工具發現、模式正確性及功能行為。 Use when: verifying new MCP server implementation,…
Parse and validate PILES (Puzzle Input Line Entry System) notation for specifying piece fusion groups in jigsawR.
Check that Python docstrings stay consistent with parameters, returns, and raised exceptions as code evolves.
Validate all checkpoints from an agent run directory in parallel. Spawns test-validator agents for each checkpoint and summarizes results.
Run TypeScript compiler type-checking (tsc --noEmit) to validate type safety and catch type errors. Returns structured output with error counts, categories (type/syntax/import…
Connect to live PostgreSQL database to validate schema assumptions, compare pg_dump vs pgschema output, and query system catalogs interactively
Use when running a smoke test, sanity check, health check, or status check before closing work — also when the user asks 'is everything working', 'verify the deployment', or…
Validate API contracts using consumer-driven contract testing (Pact, Spring Cloud Contract). Use when performing specialized testing.
Validate API schemas against OpenAPI, JSON Schema, and GraphQL specifications. Use when validating API schemas and contracts.
Validate PCI-DSS compliance for payment card data security. Use when auditing payment systems. Trigger with 'validate PCI-DSS', 'check payment security', or 'audit card data'.
Use when code changes need a gate report, operator asks "is this ready?", or a single observed failure needs reproducibility check; runs lint/typecheck/tests, smoke, probes,…
Scientific validation protocol for verifying fixes work through observation, not assumption. Use when claiming a bug fix, code change, refactoring, or implementation is complete —…
Design the complete free-to-premium value ladder for affiliate promotions. Triggers on: "value ladder", "customer journey", "upsell path", "ascension model", "free to paid…
Extract actionable insights from books using Four-Layer Methodology: (1) Skeleton - conceptual frameworks and mental models, (2) Flesh - 2-3 detailed case studies including…
Especialista en desarrollo de aplicaciones web de alto rendimiento usando JavaScript puro (Vanilla), sin dependencias ni frameworks.
How to correctly add route handlers in a vanilla TypeScript project that uses http.createServer with a manual switch/case router — without introducing Express Router or Next.js…
Write Python code in the style of Guido van Rossum, creator of Python. Emphasizes readability, simplicity, and the Pythonic way.
Introduce controlled failures to test system resilience. Kill processes, cut network, fill disk. Use when testing fault tolerance, disaster recovery, or resilience.
Verify API schemas and contracts match expected format. Validate request/response structures. Use when testing APIs, before integration, or after schema changes.
End-to-end user workflow testing. Test complete user flows from action to result. Use when testing full stack, customer scenarios, or complete purchase/login/flow paths.
Feed random/invalid inputs to find unexpected crashes. Use when testing input handling, security, or finding edge case bugs.
Test how components work together. Test database + API, auth + user service, etc. Use when testing multi-component flows or after unit tests pass.
Test system performance under load. Measure response time, throughput, and resource usage. Use when testing scale, capacity planning, or performance requirements.
Penetration testing - find security vulnerabilities. Test for SQL injection, XSS, auth bypass, etc. Use when security auditing or before deployments.
Verify no new bugs introduced since last release. Run full test suite against changes. Use when checking for regressions or before releases.
Quick sanity check to verify basic functionality works. Run fastest tests first. Use when needing quick verification before deeper testing.
Capture and compare UI/component snapshots to detect visual changes. Use when testing UI rendering, before visual changes, or for design systems.
Test individual functions and methods in isolation. Test happy path, edge cases, and error handling. Use when adding new functions, after bug fixes, or before commits.
Plan, build, run, test, and diagnose Vapor server-side Swift services using current Vapor documentation, Vapor Toolbox project creation, SwiftPM-first commands, routing,…
Configure Vast.ai CI/CD integration with GitHub Actions and automated GPU testing. Use when setting up automated testing on GPU instances, or integrating Vast.ai provisioning into…
Diagnose and fix Vast.ai common errors and exceptions. Use when encountering Vast.ai errors, debugging failed instances, or troubleshooting GPU rental issues.
Collect Vast.ai debug evidence for support tickets and troubleshooting. Use when encountering persistent issues, preparing support tickets, or collecting diagnostic information…
Deploy ML training jobs and inference services on Vast.ai GPU cloud. Use when deploying GPU workloads, configuring Docker images, or setting up automated deployment scripts.
Rent your first GPU instance on Vast.ai and run a workload. Use when starting a new Vast.ai integration, testing your setup, or learning basic Vast.ai GPU rental patterns.
Configure Vast.ai local development with testing and fast iteration. Use when setting up a development environment, testing instance provisioning, or building a fast iteration…
Configure Vast.ai GPU cloud across dev, staging, and production environments. Use when isolating GPU pools per team, managing API key separation by env, or implementing spending…
Execute Vast.ai production deployment checklist for GPU workloads. Use when deploying training pipelines to production, preparing for large-scale GPU jobs, or auditing production…
Handle Vast.ai API rate limits with backoff and request optimization. Use when encountering 429 errors, implementing retry logic, or optimizing API request throughput.
Implement Vast.ai reference architecture for GPU compute workflows. Use when designing ML training pipelines, structuring GPU orchestration, or establishing architecture patterns…
Vast.ai Python SDK — high-level API for GPU instances, volumes, serverless endpoints, and billing.
Use when AWS account の IAM API が MFA 必須 policy で弾かれて、 `sts:GetCallerIdentity` は通るのに `iam:*` が `InvalidClientTokenId` で拒否されるとき、 または FIDO2 passkey で MFA が CLI から使えないとき。 aws-vault /…
Vault Secrets Integrator - Auto-activating skill for DevOps Advanced. Triggers on: vault secrets integrator, vault secrets integrator Part of the DevOps Advanced skill category.
Run a formal code review for safety, intent, and quality. Use to verify completed work before marking it done.
Semantic codebase and architecture-decision discovery with vaultspec-rag - find code and the ADRs that govern it by meaning, then narrow with advanced filters and noise controls.
Applies the ADO late-binding pattern when writing or modifying database access code in Visual Basic 6, supporting both Microsoft SQL Server and PostgreSQL.
Applies general Visual Basic 6 conventions when editing .bas, .cls, .frm, .frx, .vbp, .vbg, .ctl, or .dob files, or any code identified as VB6 (not VB.NET, not VBA).
Applies the manual stack-trace pattern for Visual Basic 6 based on EnterMethod/ExitMethod calls that push and pop method names from a module-level array.
Align feature, fix, refactor, or harness intent before technical planning by clarifying scope, domain language, risks, and rejected alternatives.
Migrate vector data between Pinecone, Qdrant, Weaviate, pgvector with re-embedding and schema mapping.
Start the Native Python ChromaDB background server. Use when semantic search returns connection refused on port 8110, or when the user wants to enable concurrent agent read/writes.
Implement vector similarity search with embedding generation, index selection, and hybrid retrieval strategies. Covers ChromaDB, pgvector, FAISS, and RAG pipeline design.
Vector database and embedding patterns for AI agent retrieval systems. pgvector similarity search, Chroma collections, Pinecone upsert/query, cosine vs dot-product vs Euclidean…
Veeva Vault ci integration for REST API and clinical operations. Use when working with Veeva Vault document management and CRM. Trigger: "veeva ci integration".
Veeva Vault debug bundle for REST API and clinical operations. Use when working with Veeva Vault document management and CRM. Trigger: "veeva debug bundle".
Veeva Vault deploy integration for REST API and clinical operations. Use when working with Veeva Vault document management and CRM. Trigger: "veeva deploy integration".
Veeva Vault rate limits for REST API and clinical operations. Use when working with Veeva Vault document management and CRM. Trigger: "veeva rate limits".
Veeva Vault reference architecture for REST API and clinical operations. Use when working with Veeva Vault document management and CRM. Trigger: "veeva reference architecture".
Check Vellum Assistant architecture and package boundaries. Use when editing imports, moving code, adding endpoints, touching assistant/gateway/client/skill boundaries, or…
Validate Vellum Assistant database and workspace migrations. Use when adding, editing, reviewing, or testing migrations, release-note migrations, persisted schemas, workspace file…
Answer questions about Vellum, the assistant's architecture, and its current configuration including which model and provider are active