Analytics & Monitoring Agent Skills for Microsoft Copilot

Implement Vast.ai reference architecture for GPU compute workflows.

Identify and classify duplicate TCR records across all VDJdb chunks at three resolution levels (beta-only, paired, and same-epitope…

When to activate: vector database, Pinecone, Weaviate, Qdrant, Chroma, HNSW, similarity search, metadata filtering, hybrid search…

Embedding strategies, ANN algorithms, hybrid search, RAG chunking strategies, and reranking for semantic search and retrieval.

Veeva Vault incident runbook for enterprise operations.

Veeva Vault observability for enterprise operations.

Comprehensive supplier risk scoring skill with multi-dimensional risk assessment

Set up Vercel observability with runtime logs, analytics, log drains,

Verify Single Step Instrumentation (SSI) is working end-to-end on Kubernetes — SSI automatically instruments applications for APM without…

Verify observability posture — audit monitoring coverage, find blind spots, prioritize gaps.

Build the VerityData Idea Discovery Dashboard (VIDD) — an interactive React artifact showcasing VerityData research briefs through six…

Build and deploy production-ready generative AI agents using Vertex AI, Gemini models, and Google Cloud infrastructure with RAG, function…

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.

Product analytics - event taxonomy, funnel analysis, A/B testing, retention metrikleri.

Prompt templates, few-shot examples, chain-of-thought, structured output, evals

Query video analytics data and metrics from Elastic search via the VA-MCP server (port 9901).

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…