Expert data researcher specializing in discovering, collecting, and analyzing diverse data sources. Masters data mining, statistical analysis, and pattern recognition wit — from…
Apply statistical methods including descriptive stats, trend analysis, outlier detection, and hypothesis testing.
Perform statistical tests, hypothesis testing, correlation analysis, and multiple testing corrections using scipy and statsmodels.
Publication-quality visualizations for biomedical and genomics data. Use when creating volcano plots, heatmaps, UMAP plots, dot plots, survival curves, forest plots, or…
Running experiments out of the data warehouse instead of via dedicated experiment platforms. SQL-based assignment, exposure logging discipline, metric definitions in dbt models,…
Analyze manufacturing defect detection and quality control systems — computer vision inspection pipelines, SPC control charts, Six Sigma process capability (Cp/Cpk), defect…
Filter degenerate, uninformative inputs before statistical tests: single-sequence alignments, empty files, constant features, zero-variance inputs, all-NaN columns.
Summarizing and visualizing data through measures of center, spread, shape, and position. Covers mean, median, mode, range, IQR, variance, standard deviation, percentiles,…
Generates structured experimental designs (factorial, response surface, Taguchi) to systematically discover how multiple factors affect outcomes while minimizing experimental…
Design privacy-preserving analytics systems using differential privacy, k-anonymity, l-diversity, and t-closeness.
Detect anomalies in metrics and time-series data using OPAL statistical methods. Use when you need to identify unusual patterns, spikes, drops, or outliers in observability data.
Detects anomalous authentication patterns using UEBA analytics, statistical baselines, and machine learning
Performs statistical analysis of Zeek conn.log connection intervals to detect C2 beaconing patterns. Uses the
Collect improvement insights from UI/UX reviews, document research, or external references, convert confirmed items into development requirements.
DevTeam v4.0 — Adaptive Code Fluidity & Architecture Engine. Calibrated scoring against the 7 Laws of Code Fluidity, domain auto-detection, regression guard, and project-docs…
Differential abundance and state analysis for cytometry data. Compare cell populations between conditions using statistical methods.
Differential binding analysis using DiffBind. Compare ChIP-seq peaks between conditions with statistical rigor. Requires replicate samples.
Эксперт анализа распределений. Используй для statistical distributions, data analysis и hypothesis testing.
Statistical distribution fitting skill for input modeling in simulation and analysis.
Scan and catalog document collections with metadata extraction, categorization, and statistics. Use for auditing document libraries, preparing for knowledge base creation, or…
Display Collective Dogs activity summary. Shows which Dogs (Sefirot) have been most active during the session, with personality and statistics.
Detect and alert on emerging anomalies and risk flags from pilot metrics and data streams. Use when monitoring live data, threshold breaches, or statistical outliers to trigger…
R-based econometric analysis for academic research. Use when writing R code for panel data, difference-in-differences, instrumental variables, spatial econometrics, or regression…
Calculate and interpret effect sizes for statistical analyses. Use when: (1) Reporting research results to show practical significance, (2) Meta-analysis to combine study results,…
Query and search the EMBL-EBI Ontology Lookup Service (OLS) for biomedical ontology terms, definitions, and hierarchies across 250+ ontologies (e.g., GO, DOID, HP).
Rigorous benchmarking of multi-agent coordination systems: experiment design, statistical analysis, human evaluation protocols, and reproducible reporting.
Enforce a Divergent-Convergent Scan loop to overcome 'Prevalent Noun Bias' and statistical probability reflexes (System 1).
Epistemological tracking system for managing facts, conclusions, and provenance chains with Git integrity and semantic search.
Etsy search optimization — long-tail keywords, tag research, competitor analysis, seasonal trends
Etsy SEO analyzer and optimizer. Improve search visibility with title optimization, tag analysis, description scoring, and keyword research.
Analyze messy and unstructured Excel files to identify data quality issues, detect format inconsistencies, find missing values, and generate comprehensive analysis reports.
A/B test design, hypothesis documentation, sample size calculation, feature flag implementation, and statistical significance analysis.
Use when analyzing experiment results, interpreting CSVs from data/raw/ or data/processed/, writing results sections, calculating any of the 12 thesis metrics, running statistical…
Analyze completed experiments and craft executive-ready summaries with insights and recommendations.
Use when the task involves A/B testing, experiment design, statistical comparison, or causal claims from controlled or quasi-controlled comparisons.
Prepare an experiment brief outlining hypothesis, design, success metrics, and operational plan.
Generates a rigorous experiment design given a hypothesis. Use when asked to design experiments, plan experiments, create an experimental setup, or figure out how to test a…
Use when planning product experiments, writing testable hypotheses, estimating sample size, prioritizing tests, or interpreting A/B outcomes with practical statistical rigor.
Exploratory data analysis using ydata-profiling. Use when users upload .csv/.xlsx/.json/.parquet files or request "explore data", "analyze dataset", "EDA", "profile data".
Verifies factual claims in documents using web search and official sources, then proposes corrections with user confirmation.
Fetch comprehensive GitHub user data including profile, repositories, contributions, pull requests, issues, and statistics.
List all components in Figma file with variants, usage statistics, and categorization. 列出 Figma 文件所有組件：含變體、使用統計、自動分類。 Use when: taking component inventory, finding component IDs,…
Provides detailed file statistics including lines, size, and modification time when user asks for file info or stats
Analyze files and get detailed metadata including size, line counts, modification times, and content statistics.
Financial analysis, modeling, FP&A, investment research, and tax strategy. Use when the user asks about three-statement models, DCF valuation, variance analysis, budgeting,…
Use when the user wants to create any technical diagram - architecture, data flow, flowchart, sequence, agent/memory, or concept map - and export as SVG+PNG.
AI solution exploration using ant colony optimization — deploying scout hypotheses, reinforcing promising approaches, detecting diminishing returns, and knowing when to abandon a…
Use when planning refactoring priorities, investigating recurring bugs, identifying which files cause the most bugs, or determining problem areas to fix - identifies high-risk…
Designing evals for LLM features. Golden datasets, rubric scoring, LLM-as-judge calibration, regression detection in CI, online A/B tests, cost+latency budgets, adversarial cases.
Generate well-formatted markdown tables from data with proper alignment and spacing. Use for report statistics, comparison tables, or summary data presentation.
Generate well-formatted markdown tables from data with proper alignment and spacing. Use for report statistics, comparison tables, or summary data presentation.
For result reporting: tabular output, aligned columns, statistics summaries, human-readable reports.
Generate a markdown summary report from candidate_profile.csv with statistics and insights
使用 gt、kableExtra 或 flextable 生成出版级统计表格。涵盖描述性统计、 回归结果、方差分析表、相关矩阵和 APA 格式。适用于创建描述性统计表格、 格式化回归或方差分析输出、构建相关矩阵、为学术论文制作 APA 样式表格， 或为 Quarto 和 R Markdown 文档生成表格。
Generate a Quarto-based tour report with embedded maps, daily itineraries, logistics tables, and accommodation/transport details.
Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific domains.
Examines git diffs between commits or branches with intelligent analysis. Provides unified diff format with comprehensive summaries including file statistics, rename detection,…
Query a GitHub repository's star count and lines of code. Use when the user asks for repo stars, stargazers, LOC, code lines, or repository statistics for a given GitHub repo.
Use when selecting or reviewing a Git branching strategy for a Salesforce project — choosing between trunk-based development, GitFlow, or environment branching, and mapping…
Build institutional-grade comparable company analyses with operating metrics, valuation multiples, and statistical benchmarking in Excel/spreadsheet format. — from rikitrader/glaw