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…
Use when deciding whether an econometrics paper fits The Econometrics Journal's leading-case, applied-value bar rather than Journal of Econometrics, Econometric Theory,…
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).
Query Radix DLT blockchain data including wallet balances and performance, token prices and market movers, validator staking info, transaction history, network statistics,…
Rigorous benchmarking of multi-agent coordination systems: experiment design, statistical analysis, human evaluation protocols, and reproducible reporting.
Use when after running Enrichment() on a configured EnrichParam object (via KEGG_Enrich_PlotPanel or similar), when you have a full enrichment result table and need to reduce it…
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.
Use when writing the data and sample section of an Economic-Research manuscript — naming databases, building variable-definition and descriptive-statistics tables, and leaving an…
Use when finalizing regression tables and figures for an Economic-Research manuscript. Enforces three-line table style, footnote conventions, column-count discipline, and figure…
Use quando quiser aplicar estatística a dados — média/mediana, distribuição, correlação e teste de hipótese, sem viés.
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.
Run prompt experiments, testset evaluations, and observability reviews for production LLM workflows before regressions reach users.
Validate EVE-NG topology designs and enforce final delivery structure. Use when reviewing a design, checking build readiness, producing the final design output, building an…
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.
Analyse a finished A/B test and write an honest results readout with real statistics. Use when asked to read out an A/B test, analyse experiment results, check if a result is…
Design or critique an A/B test or controlled product experiment with statistical rigor — pre-registered falsifiable hypothesis, sample-size/power up front, a full business cycle,…
Exploratory data analysis using ydata-profiling. Use when users upload .csv/.xlsx/.json/.parquet files or request "explore data", "analyze dataset", "EDA", "profile data".
Documentation for the logistic regression MI estimation experiment (exps_logistic)
PostgreSQL's extended statistics — `CREATE STATISTICS`, `pg_statistic_ext`, `pg_statistic_ext_data` — the 4 stat kinds (dependencies / ndistinct / mcv / expressions) that help the…
Verifies factual claims in documents using web search and official sources, then proposes corrections with user confirmation.
Use when writing the response to a Field Crops Research (FCR) revision decision (major or minor) and revising the manuscript.
Fetch comprehensive GitHub user data including profile, repositories, contributions, pull requests, issues, and statistics.
HealthClaw Guardrails (healthclaw.io) — FHIR agent guardrails for clinical data access via MCP. Supports FHIR R4 US Core v9 (stable) and FHIR R6 ballot3 (experimental).
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 when you have deposited or archived biosynfoni fingerprint vectors (such as from Zenodo 10.5281/zenodo.14822624) and need to ingest them into a Python workflow to compute…
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.
Use when you have paired measurements (e.g., gene expression counts, protein abundance, or sampled flux distributions) from two cell lines or conditions and need to assign a…
Multi-subagent manuscript system for food & nutrition science covering the whole research process: understand the field (literature), frame research questions, curate and analyze…
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.
Activate when: user says 'how you say it matters', 'they're spinning the numbers', 'same data but sounds different', 'is this just framing?', wants to write a persuasive message,…
Use when designing or auditing ESEC/FSE empirical evaluations, covering real subject systems, fair baselines, SE-standard statistics and effect sizes, qualitative and…
Use when you have an untargeted metabolomics feature table (m/z and retention time columns) and a statistical test result (p-value) per feature, but lack confident metabolite…
Use when after you have accumulated experimental MS data from ≥2 LC gradient trials, extracted separation efficiency metrics (retention time spacing) from each trial, and encoded…
Use when you have fit a linear model to normalized gene expression data (microarray intensities or RNA-seq counts) and need to test for differential expression across experimental…
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.
Fits structural equation models to GWAS summary statistics using GenomicSEM (Grotzinger 2019), including common-factor models, confirmatory factor models, ESEM, common-fa — from…
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.