Analytics & Monitoring Agent Skills for Microsoft Copilot

Use when defining product KPIs, building metric dashboards, running cohort or retention analysis, or interpreting feature adoption trends…

Audit datasets for completeness, consistency, accuracy, and validity.

Writes, refactors, and evaluates prompts for LLMs — generating optimized prompt templates, structured output schemas, evaluation rubrics…

Use when managing prompts in production at scale: versioning prompts, running A/B tests on prompts, building prompt registries, preventing…

Use when the user asks to design a RAG pipeline, choose a chunking strategy or embedding model, pick a vector database, or evaluate…

SaaS financial health advisor. Use when a user shares revenue or customer numbers, or mentions ARR, MRR, churn, LTV, CAC, NRR, or asks how…

World-class senior data scientist skill specialising in statistical modeling, experiment design, causal inference, and predictive analytics.

ML engineering skill for productionizing models, building MLOps pipelines, and integrating LLMs.

Use when the user asks to optimize prompts, design prompt templates, evaluate LLM outputs with an eval set, measure RAG retrieval quality…

Use when defining, reviewing, or operating SLOs/SLIs/error budgets.

Scan codebases for technical debt, score severity, track trends, and generate prioritized remediation plans.

Run hypothesis tests, analyze A/B experiment results, calculate sample sizes, and interpret statistical significance with effect sizes.

Calibrates revenue pipeline forecasts using historical error rates, stage conversion benchmarks, deal aging, and customer concentration.

Apply Salesforce advanced debugging with debug logs, SOQL query plans,

Collect Salesforce debug evidence including API limits, debug logs,

View, convert, and understand SAM/BAM/CRAM alignment files using samtools and pysam.

Build, simulate, transpile, and execute quantum circuits with Qiskit and IBM Quantum Runtime.

Access 2,000+ AI models and API tools through one MCP interface for inference, media generation, search, scraping, embeddings, social…

Analyzes CSV datasets within an isolated sandbox environment to generate deterministic data reports, charts, and cleaned files.

Self-Consistency with Tool-Integrated Reasoning (SC-TIR) for mathematical problem solving.

Business-angle comparison of 2–5 ABAP programs that share the same business scenario but diverge by module (MM vs CO), country (KR vs EU)…