Analytics & Monitoring Agent Skills for Windsurf (legacy)

AI demos and GPU compute with Gradio Spaces and Hugging Face Spaces ZeroGPU.

Use when the user asks about finding the best, top, or recommended model for a task, wants to know what AI model to use, or wants to…

Use Transformers.js to run state-of-the-art machine learning models directly in JavaScript/TypeScript.

Orchestrate hypercare monitoring period with 24/7 support, SLO tracking, and rapid issue response

Structured hypothesis formulation, experiment design, and results interpretation

Query and download public cancer imaging data from NCI Imaging Data Commons using idc-index.

Write a structured incident postmortem or post-incident review.

Instrument a service with OpenTelemetry — RED metrics, structured logs, distributed tracing, and health checks.

Add Pydantic Logfire observability to applications.

Instrumentation plan — design event taxonomy, property schema, and tracking plan for analytics tools.

Measure time from user tap to action completion.

Senior power-engineer playbook for screening and mitigating the grid impact of a new generator, storage, or large-load interconnection.

Investigate bugs and errors in Elixir/Phoenix — root-cause analysis for crashes, exceptions, stack traces, test failures.

Orchestrated debugging coordinator. Triggers on frustration signals (stuck, hung, broken, waiting) and systematically triages: runtime…

Detect and classify telemetry anomalies on Cognitum Seed devices.

Convert files and office documents to Markdown.

Foundational plotting library. Create line plots, scatter, bar, histograms, heatmaps, 3D, subplots, export PNG/PDF/SVG, for scientific…

Spreadsheet toolkit (.xlsx/.csv). Create/edit with formulas/formatting, analyze data, visualization, recalculate formulas, for spreadsheet…

Machine learning in Python with scikit-learn.

Statistical visualization. Scatter, box, violin, heatmaps, pair plots, regression, correlation matrices, KDE, faceted plots, for…

Analyse Kafka consumer group lag using the Lenses MCP server.