Analytics & Monitoring Agent Skills for Devin Desktop

When to activate: reinforcement learning, RL, Gymnasium, Stable-Baselines3, PPO, DQN, SAC, reward shaping, agent training

Values a company relative to comparable firms using price multiples (PE, PBV, EV/EBITDA, EV/Sales).

Evaluate whether a specific scientific claim or scientific-validity objection is supported by controlling derivation, data, code, figure…

Threshold-based alerting on Scrapfly account metrics.

Find and scope primary evidence for a research question while recording search coverage, source provenance, access limits, contrary…

Use when designing or auditing ACM SIGMETRICS evaluations, covering theorem-plus-validation rigor, stating and testing modeling…

Apply sampling importance resampling to refine variational posterior samples using likelihood-prior weights.

Autonomous trend analysis combining quantitative and qualitative methods.

Guidance for instrumenting webapps with Azure Application Insights.

Query and analyze data in Azure Data Explorer (Kusto/ADX) using KQL for log analytics, telemetry, and time series analysis.

Fine-tune models on Microsoft Foundry using SFT (supervised), DPO (preference), or RFT (reinforcement with graders).

Expert startup business analyst specializing in market sizing, financial modeling, competitive analysis, and strategic planning for…

Use to enforce PNAS Nexus's statistics and reproducibility reporting — n and replication, test choice and assumptions, effect sizes with…

Use when preparing or auditing the statistical analysis and reporting of a JAMA manuscript so it survives JAMA's dedicated statistical…

Inspect watermarks, batches, document families, isolates, candidates, and formal-store health.

Search scientific papers and retrieve structured experimental data extracted from full-text studies via the BGPT MCP server.

Comprehensive molecular biology toolkit.

Unified Python interface to 40+ bioinformatics services.

Google quantum computing framework. Use when targeting Google Quantum AI hardware, designing noise-aware circuits, or running quantum…

Constraint-based metabolic modeling (COBRA).

Query the CZ CELLxGENE Census programmatically for versioned public single-cell and spatial transcriptomics data.