Data & Analytics

Runs distribution diagnostics and primary hypothesis tests for continuous outcome variables. Produces Shapiro-Wilk normality check, skewness, kurtosis, Q-Q plot, and one fully interpreted group comparison (Welch's t for 2 groups or ANOVA with Tukey HSD for 3+ groups) with effect sizes and nonparametric confirmation. Ends with a recommendation block listing Outputs .R and .py scripts with 2 publication-quality plots. Triggered when user has a continuous/numeric outcome and says "analyze contin...

Runs class balance diagnostics and primary association tests for binary outcome variables (0/1, yes/no, survived/died, pass/fail). Produces proportion tables, class balance check with rare-event warning, descriptives by outcome level, chi-square test of independence with Cramer's V, Fisher's exact test when cell counts are small, odds ratio with 95% CI, and a mosaic or grouped bar chart. Outputs .R and .py scripts with 2 publication-quality plots. Triggered when user has a binary/dichotomous ...

Validate AI/ML models and datasets for bias, fairness, and ethical concerns. Use when auditing AI systems for ethical compliance, fairness assessment, or bias detection. Trigger with phrases like "evaluate model fairness", "check for bias", or "validate AI ethics".

Fires when the task adds a new data source or changes an existing one (xtb, gold, bond, manual, future: crypto/IKE). Use proactively when user mentions a source name or /source.

Query Google Search Console Search Analytics via the webmasters API. Use when the user asks about search queries, clicks, impressions, CTR, ranking positions, top pages, or month-over-month traffic on their site. Handles OAuth scope + quota project automatically, supports multiple sites via config, and can join page URLs with WordPress post titles for readability.

Detect significant price movements and unusual volume across crypto markets. Calculates significance scores combining price change, volume ratio, and market cap. Use when tracking market movers, finding gainers/losers, or detecting volume spikes. Trigger with phrases like "scan market movers", "top gainers", "biggest losers", "volume spikes", "what's moving", "find pumps", or "market scan".

Use when the user wants a review of currently staged git changes before committing. Triggers on phrases like "review staged", "посмотри что я застейджил", "review before commit", "проверь изменения перед коммитом". Returns a structured findings list focused on correctness, security, and conventions — not style nitpicks.

Query RegulomeDB v2 REST API to score variants for regulatory function and retrieve overlapping evidence (TF binding, histone marks, DNase peaks, eQTLs, motifs). Score single rsID/position, batch lists, region searches, and full annotations. Scores range 1a (strongest: eQTL+TF+DNase+motif) to 7 (none). Use for GWAS hit prioritization, regulatory variant annotation, cis-regulatory discovery. Use clinvar-database for pathogenicity; gwas-database for trait associations.

Audit public sector and government resource allocation systems for budget optimization algorithms (zero-based, incremental, performance-based), service demand forecasting (ARIMA, Prophet, regression), equity-based distribution scoring (CDC SVI, environmental justice indices, disparate impact analysis), GIS geographic coverage and service gap analysis, workload-based staffing models, grant drawdown compliance tracking, and transparency dashboard reporting for municipal, county, and state agenc...

Audit manufacturing predictive maintenance systems for OPC-UA/MQTT sensor data pipelines, time-series storage retention, ML model lifecycle (training-serving skew, drift detection, retraining triggers), MTBF/MTTF/MTTR reliability calculations, Weibull survival analysis, RUL prediction accuracy, alert threshold tuning and false positive management, CMMS/ERP integration, spare parts demand forecasting, and OT/IT security segmentation.

Audit investment portfolio management software for mean-variance optimization, Black-Litterman model, risk parity allocation, VaR/CVaR risk metrics, Brinson performance attribution, tax-loss harvesting rebalancing logic, Sharpe ratio calculations, efficient frontier accuracy, and GIPS-compliant reporting in wealth management and robo-advisor codebases.

Plausible Analytics is a lightweight, open-source, privacy-friendly alternative to Google Analytics. It requires no cookies, is fully GDPR/CCPA/PECR compliant, and provides a clean single-page dashboard with all essential website metrics and traffic insights.

Identify and eliminate host-device synchronizations in PyTorch code. Detects sync points (.item(), .cpu(), boolean indexing, torch.tensor on CUDA), classifies false vs true dependencies, provides sync-free alternatives. Triggers: sync-free, synchronization, .item(), .cpu(), host-device sync, eliminate syncs, CPU stall, non_blocking, set_sync_debug_mode, cudaStreamSynchronize, cudaEventSynchronize, remove syncs, async GPU.

Clinical research outcome extraction for meta-analysis. Use when users need to extract outcome measures (binary, continuous, or survival data) from clinical research papers for systematic review and meta-analysis. Handles both database lookup by PMID and real-time LLM extraction.

'Analyze git repositories to build a security ownership topology (people-to-file), compute

Längsgerichtete Baselines des Inhalts von CLI-Binaries über Versionen hinweg etablieren und pflegen. Behandelt Markerauswahl nach Kategorie (API / Identität / Config / Telemetrie / Flag / Funktion), gewichtete Bewertung, schwellenbasierte System-Präsenzerkennung und versions- spezifische Baseline-Einträge. Einzusetzen, wenn der Lebenszyklus eines Features über Releases hinweg verfolgt wird, wenn auf dunkel ausgerollte oder entfernte Fähigkeiten geprüft wird oder wenn verifiziert werden soll, ...

Generate meta-analysis forest plots for binary classification data. Input is a CSV file containing study names, event counts and sample sizes for experimental and control groups. Output includes forest plot PNG and data table CSV.

Audit litigation analytics and case outcome prediction systems -- ML outcome models (logistic regression, gradient boosting, neural nets with temporal train/test splits), settlement range modeling (Monte Carlo simulation, comparable case matching, BATNA analysis), litigation cost forecasting by phase, judge profiling and venue analysis (win rates, motion grant rates, bias safeguards), precedent matching engines (semantic search, citation graph traversal, authority ranking), statute of limitat...

Esta skill deve ser usada quando o usuário solicitar candidaturas automáticas em vagas do LinkedIn relacionadas a Inteligência Artificial (IA) no Brasil, priorizando vagas com cadastro simplificado (Easy Apply). A skill filtra vagas por palavras-chave de IA, localização no Brasil, nível de senioridade (se especificado) e tipo de candidatura simplificada.

Esta skill deve ser usada quando o usuário solicitar candidaturas automáticas em vagas do LinkedIn relacionadas a Inteligência Artificial (IA) no Brasil, priorizando vagas com cadastro simplificado (Easy Apply). A skill filtra vagas por palavras-chave de IA, localização no Brasil, nível de senioridade (se especificado) e tipo de candidatura simplificada.

Manage Langfuse data export, retention, and compliance requirements. Use when exporting trace data, configuring retention policies, or implementing data compliance for LLM observability. Trigger with phrases like "langfuse data export", "langfuse retention", "langfuse GDPR", "langfuse compliance", "export langfuse traces".

Legt für Massenprüfungen ein Batchregister mit Gläubigerstamm, Prüfnummern, Status, Wiedervorlagen und Audit-Trail an.

Clinical terminology, healthcare compliance (HIPAA/HITECH), patient safety, and health data management.

Referensi lengkap semua API endpoint GovConnect untuk testing: auth, laporan/complaint, layanan/service request, kategori, nomor penting, AI webhook, knowledge base, superadmin, dan public forms. Termasuk contoh request PowerShell dan curl untuk setiap endpoint. Gunakan skill ini saat melakukan API testing GovConnect.