Analytics & Monitoring Agent Skills for Claude Desktop

Launch a tmux-based display for monitoring parallel agent teams with real-time dashboard and stigmergic file watchers

Tracks per-agent token usage and flags waste in parallel dispatch.

AI agent patterns with Trigger.dev — orchestration, parallelization, routing, evaluator-optimizer, and human-in-the-loop.

Validate AI/ML models and datasets for bias, fairness, and ethical concerns.

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 the user asks Codex to inspect Aient telemetry, search logs, explain traces, create/list Aient API keys, or use the Aient MCP…

Automate Alpha Vantage tasks via Rube MCP (Composio).

Grade component health based on regression triage metrics for OpenShift releases

Track crypto options flow to identify institutional positioning and

Build pre-earnings analysis with estimate models, scenario frameworks, and key metrics to watch.

Guidance for instrumenting webapps with Azure Application Insights.

INVOKE THIS SKILL when downloading or exporting Arize traces and spans.

View, search, and download academic papers from arXiv.

**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 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.