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.
Guide for setting up vcpkg in C++ projects, managing dependency versions, and cross-compiling. Covers manifest initialization, CMake and Visual Studio integration,…
Migrate vector data between Pinecone, Qdrant, Weaviate, pgvector with re-embedding and schema mapping.
Semantic search agent for code and documentation retrieval using ChromaDB's Parent-Child architecture. Use when you need concept-based search across the repository.
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.
Expert guide for high-performance Vector Databases, RAG architectures, pgvector HNSW indexing, hybrid search (Dense + BM25), and semantic chunking / Panduan ahli Vector DB,…
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…
Query Veeam Backup & Replication and Veeam ONE via MCP server running in Docker. Provides intelligent backup monitoring, job analysis, capacity planning, and infrastructure health…
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
Select focused verification commands for Vellum Assistant changes. Use when deciding what tests, typechecks, lints, or smoke checks to run after editing this repository,…
Use when implementing, designing, reviewing, or debugging anything a Dometrain course covers (C#/.NET, ASP.NET Core, EF Core, testing, design patterns, architecture, messaging,…
Use BEFORE adopting any new paid SaaS vendor or backend service in any portfolio repo. Defaults to the house stack (a single, shared set of vendors used across all 23 apps) to…
Use when you have one or more vendor mass spectrometry raw files (Thermo .raw, Agilent .d, Sciex .wiff2, or other MSConvert-supported formats) that must be converted to Aird…
Vendored assets. Use when importing or updating checked-in third-party or externally generated JavaScript, CSS, registries, schemas, snapshots, or Scalar, Swagger, and MIME…
Assiste au développement avec le framework e-commerce Vendure pour Node.js. Gère le commerce headless, les APIs GraphQL, la gestion des commandes, les catalogues produits,…
Call POST /chat/completions on Venice. Covers the OpenAI-compatible request shape, Venice-only venice_parameters (web search, E2EE, characters, thinking control, X search — from…
Call POST /chat/completions on Venice. Covers the OpenAI-compatible request shape, Venice-only venice_parameters (web search, E2EE, characters, thinking control, X search — from…
Manage Python virtual environments in a consistent, organized way. Use when a skill needs Python packages installed, or when the user wants to create a venv following standard…
Server-side extension that completes the full analysis pipeline for image classification after vera-ai-image-testing has run.
Runs data quality diagnostics and baseline image classification. Produces class distribution tables, sample image grids, image size and channel statistics, a baseline CNN or…
Server-side extension that completes the full analysis pipeline for NLP text classification after vera-ai-nlp-testing has run.
Runs class balance diagnostics and baseline text classification for NLP tasks. Produces class distribution tables, text length statistics, vocabulary analysis, TF-IDF feature…
Server-side extension that completes the full analysis pipeline for structured/tabular data after vera-ai-structured-testing has run.
Runs data quality diagnostics and baseline classification/regression for structured (tabular) data. Produces missing value analysis, feature distributions, correlation matrix,…
Full CFA skill for measurement-model evaluation. Extends the initial CFA fit with reliability, convergent/discriminant validity, alternative-model comparison, modification-index…
Runs the CFA pipeline: collect indicator structure, check basic identification and estimator requirements, fit a primary CFA model, and report fit indices plus standardized…
Full SEM analysis skill. Extends the initial structural model with indirect effects, alternative-path comparison, multigroup testing, residual review, and manuscript-ready…
Structural equation modeling skill. Collects latent constructs and path structure, checks identification and estimator requirements, fits one primary SEM, and reports global fit…
Full longitudinal SEM skill for latent growth and change models. Extends the initial fit with nonlinear trajectories, latent-basis and change-score variants, subgroup comparisons,…
Longitudinal SEM skill for latent growth and change. Collects wave structure, checks whether a growth/change model is identified, fits an initial linear growth or latent change…
Server-side extension that completes the full analysis pipeline for binary outcome variables after vera-stat-binary-testing has run.
Runs class balance diagnostics and primary association tests for binary outcome variables (0/1, yes/no, survived/died, pass/fail).
Runs distribution diagnostics and primary hypothesis tests for continuous outcome variables. Produces Shapiro-Wilk normality check, skewness, kurtosis, Q-Q plot, and one fully…
Runs distribution diagnostics and primary hypothesis tests for count outcome variables (non-negative integers with no upper bound).
Runs distribution diagnostics and primary analysis for designed experiments (DOE) with controlled factors.
Server-side extension that completes the full analysis pipeline for meta-analysis after vera-stat-meta-testing has run.
Runs study-level diagnostics and primary pooled estimation for meta-analysis of summary statistics across multiple studies.
Server-side extension that completes the full analysis pipeline for multiple continuous outcome variables after vera-stat-multivariate-testing has run.
Multivariate diagnostics and primary hypothesis tests for multiple continuous outcomes analyzed simultaneously.
Server-side extension that completes the full analysis pipeline for nominal (unordered multi-class) outcome variables after vera-stat-nominal-testing has run.
Runs class distribution diagnostics and primary association tests for nominal (unordered multi-class) outcome variables.
Server-side extension that completes the full analysis pipeline for ordinal outcome variables after vera-stat-ordinal-testing has run.
Runs distribution diagnostics and primary hypothesis tests for ordinal outcome variables. Produces frequency tables, cumulative proportions, ordinal bar chart, and one fully…
Server-side extension that completes the full analysis pipeline for repeated measures / longitudinal designs with a continuous outcome after vera-stat-repeated-testing has run.
Trajectory diagnostics and primary hypothesis tests for repeated measures / longitudinal designs with a continuous outcome.
Server-side extension completing the full analysis pipeline for right-censored survival outcomes after vera-stat-survival-testing has run.
Runs survival diagnostics and primary hypothesis tests for right-censored time-to-event outcome variables.
Server-side extension that completes the full analysis pipeline for time series data after vera-stat-timeseries-testing has run.
Runs time series diagnostics and primary ARIMA modeling for temporal data. Produces time plot, ACF/PACF, seasonal decomposition, stationarity tests (ADF + KPSS), and one fully…
Vercel deployment, edge functions, environment configuration, and preview deployments.
Advanced debugging for hard-to-diagnose Vercel issues including cold starts, edge errors, and function tracing.