Analytics & Monitoring Agent Skills

Audit an AI/ML system for governance controls — bias risk, explainability, model risk management, data lineage, fairness metrics, and…

Review LLM application code for context assembly quality, retrieval integration, prompt construction, output validation, cost controls…

Use when planning product experiments, writing testable hypotheses, estimating sample size, prioritizing tests, or interpreting A/B…

Automate Alpha Vantage tasks via Rube MCP (Composio).

Integrate Amplitude analytics with privacy controls for desktop applications

Set up, audit, and debug analytics tracking implementation — GA4, Google Tag Manager, event taxonomy, conversion tracking, and data quality.

Grade component health based on regression triage metrics for OpenShift releases

Track crypto options flow to identify institutional positioning and

Generate a live Single Step Instrumentation (SSI) onboarding confirmation report for Linux hosts — verifies APM instrumentation is working…

Guidance for instrumenting webapps with Azure Application Insights.

**ANALYSIS SKILL** - Observe Aspire apps: logs, traces, metrics, resource state, telemetry export, browser telemetry, and the standalone…

Guides technology selection and implementation of AI and ML features in .NET 8+ applications using ML.NET, Microsoft.Extensions.AI (MEAI)…

Speech-to-text transcription using Whisper with word-level timestamps.

Investigate a Datadog product usage or cost spike by correlating Usage Metering data (when/what spiked) with Audit Trail config changes…

Use when mapping code paths, entrypoints, and likely hot files before profiling.

Use when profiling CPU/memory hot paths, generating flame graphs, or capturing JFR/perf evidence.

Use when generating performance hypotheses backed by git history and code evidence.

Expert knowledge for Azure Monitor development including troubleshooting, best practices, decision making, architecture & design patterns…

Compare API performance across versions — regression detection and root cause analysis.

Cross-model benchmark for gstack skills. (gstack)

Automate Benzinga tasks via Rube MCP (Composio).