When to activate: vector database, Pinecone, Weaviate, Qdrant, Chroma, HNSW, similarity search, metadata filtering, hybrid search…
Implement vector similarity search with embedding generation, index selection, and hybrid retrieval strategies.
This skill should be used when the user asks to "appraise this vehicle", "what's it worth", "trade-in value", "comparable analysis", "fair…
Use for Vercel cost and performance optimization on deployed projects, especially Next.js, SvelteKit, Nuxt, and limited Astro apps.
Verify Single Step Instrumentation (SSI) is working end-to-end on Linux hosts — SSI automatically instruments applications for APM without…
Build the VerityData Idea Discovery Dashboard (VIDD) — an interactive React artifact showcasing VerityData research briefs through six…
Execute automatic activation for all google vertex ai multimodal operations
Use when designing multi-agent orchestration — patterns for delegation and coordination.
Use when diagnosing or optimizing LCP, INP, CLS — Core Web Vitals at the 75th percentile (LCP ≤2.5s, INP ≤200ms, CLS ≤0.1).
Use when optimizing web performance — field/lab measurement, traces, and loading fixes.
Use when optimizing performance — measure first, then profile, bundle, and fix loading or runtime.
Debug issues by investigating logs, database state, and git history
Query VictoriaTraces via curl using the Jaeger-compatible API.
Decide WHERE video/image generation runs when cost, volume, or capability forces a choice - subscription credits vs pay-per-use APIs vs…
Understand a local video by extracting frames at a fixed interval and using a local Ollama vision-language model to produce faithful…
Observability and reliability engineer — SLOs, alerting, instrumentation, and incident response.
Use when designing or auditing IEEE VIS evaluations, covering how to match evidence to the contribution type (perceptual study, controlled…
Design, create, revise, or QA quantitative charts and figures for reports, dashboards, notebooks, slides, files, or inline analytical…
Compare vLLM serving benchmark outputs before and after a code change.
Design and implement vLLM features. Given user requirements (feature description, related PRs, reference materials), produces (1) core…
Jam.dev API for bug reporting. Use when user mentions "Jam", "bug report",