Guidance for finding probability distributions that satisfy specific statistical constraints such as KL divergence targets, entropy requirements, or moment conditions.
This skill should be used when running Phase 4 of the /ds workflow to review methodology, data quality, and statistical validity.
Use when reasoning about building language-model-integrated systems by writing evaluations before and alongside the system: the statistical (not binary) nature of LLM evals, the…
PluginEval quality methodology — dimensions, rubrics, statistical methods, and scoring formulas. Use this skill when understanding how plugin quality is measured, when…
Expert guidance for the fastverse in R — the high-performance suite built on data.table, collapse, kit and magrittr, loaded with library(fastverse).
Use when after LC-MS feature detection, alignment, and quantification are complete and you have a feature table with m/z and retention time attributes.
Complete reference for the fine-tuning pipeline (SFT, KTO, GRPO), cloud HF Jobs workflows, autonomous experiment search, checkpoint evaluation, and LoRA surgery.
Invoke when Earth Engine, GEE, ee., or geemap is named; when work needs its server-side catalog; or when choosing Earth Engine versus local xarray or desktop processing for a…
Use this skill when working with HOSxP Hospital Information System database running on MariaDB container.
Use this skill whenever asked about Indonesian tax planning, regime selection, or year-end optimization for self-employed individuals (Orang Pribadi) and small businesses.
Workflow guide for querying Italian ISTAT statistical data via this MCP server. Use this skill whenever working with ISTAT data, SDMX dataflows, Italian statistics,…
STATA code pattern library for empirical archival accounting research. Provides tested syntax from 126 peer-reviewed JAR (Journal of Accounting Research) replication files…
Use when working with Pinecone — pinecone vector database management, index health monitoring, namespace analysis, and query performance tuning.
Mandatory external verification workflow for ALL non-trivial factual claims before presenting them as true.
Reference patterns for mathematical and combinatorial problem-solving. Covers modular arithmetic, prime sieves, GCD/LCM, binomial coefficients, fast exponentiation, counting…
Use this skill when you need to understand, derive, or debug the mathematical foundations behind ML/DL algorithms — linear algebra, calculus, probability, information theory,…
Use whenever you need to express mathematical notation — equations, filters, set-builder, statistics, calculus, logic, ratios, drops, counts.
Convert visual mathematical notation into structured LaTeX with high precision. Use this skill whenever the user mentions formula recognition, latex conversion, math ocr, equation…
Guide for performing Markov Chain Monte Carlo (MCMC) sampling using RStan or PyStan. This skill should be used when implementing Bayesian statistical models, fitting hierarchical…
Use when you have multiple metabolomic studies with aggregate summary statistics (p-values, fold-change estimates) and need to perform meta-analysis while harmonizing compound…
Detects methodological gaps across study design, analysis, validation, bias control, reproducibility, and implementation readiness within a biomedical research area.
Control and monitor Xiaomi Mijia smart home devices. Use this skill when the user wants to: 1) Switch device status (on/off, brightness, etc.) 2) List available home devices 3)…
Always invoke for training, validating, tuning, benchmarking, or claiming readiness of a predictive model.
Set up Julia and write correct, performant, modern Julia for theoretical research — one first choice per task, no ambiguous alternatives.
Impartially PROFILE the cross-provider sub-agent fleet against the FIXED canonical 10 work-categories whenever a new model ships (or on demand).
MONETIZATION - Do Produto ao Revenue workflow skill. Use this skill when the user needs Estrategia e implementacao de monetizacao para produtos digitais - Stripe, subscri — from…
MONETIZATION - Do Produto ao Revenue workflow skill. Use this skill when the user needs Estrategia e implementacao de monetizacao para produtos digitais - Stripe, subscri — from…
Enhanced netstat module with cached data and structured output. View network connections, routing tables, and interface statistics in interactive or TSV/CSV formats.
Use when after retrieving a molecular network file (GraphML or JSON format) from GNPS_GC following submission of deconvolved GC-MS spectra.
Comprehensive biosignal processing toolkit for analyzing physiological data including ECG, EEG, EDA, RSP, PPG, EMG, and EOG signals.
Comprehensive biosignal processing toolkit for analyzing physiological data including ECG, EEG, EDA, RSP, PPG, EMG, and EOG signals.
Comprehensive biosignal processing toolkit for analyzing physiological data including ECG, EEG, EDA, RSP, PPG, EMG, and EOG signals.
Knowledge base from the NIST/SEMATECH e-Handbook of Statistical Methods (NIST HB 151) — the practical statistics reference for engineering, metrology, and quality.
Use this skill for Hugging Face Dataset Viewer API workflows that fetch subset/split metadata, paginate rows, search text, apply filters, download parquet URLs, and read size or…
This skill enables Claude to automatically detect performance regressions in a CI/CD pipeline. It analyzes performance metrics, such as response time and throughput, and compares…
Use when after generating ChIP pileup and local lambda (background) BEDGRAPH tracks with matched sequencing depth, use this skill to assign statistical significance scores to each…
Materials pre-check before any PPTX generation. ALWAYS run this skill FIRST when the user asks to create, generate, or make a presentation, slides, deck, or PPT.
Generate a comprehensive project statistics report with language breakdown, git activity, test coverage, dependencies, and infrastructure detection.
Use this skill to submit a short identifier list to Reactome Analysis Service and return compact pathway enrichment summaries.
Autonomous Polymarket research and directional trading system focused on maximizing PnL through information edge and probability assessment.
This skill should be used when the user asks to "analyze experimental results", "run strict statistical analysis", "compare model performance", "generate scientific figures",…
This skill should be used when designing, running, validating, or auditing statistical experiments on personal or observational time-series data (health metrics, speech/text…
Run benchmark evaluations for any skill. Reads evals/evals.json from the target skill, spawns parallel with-skill and without-skill agent runs, grades outputs against assertions,…
Comprehensive biosignal processing toolkit for analyzing physiological data including ECG, EEG, EDA, RSP, PPG, EMG, and EOG signals.
This skill should be used for time series machine learning tasks including classification, regression, clustering, forecasting, anomaly detection, segmentation, and simil — from…
Work with Data Commons, a platform providing programmatic access to public statistical data from global sources.
Comprehensive biosignal processing toolkit for analyzing physiological data including ECG, EEG, EDA, RSP, PPG, EMG, and EOG signals.
Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM.
Seaborn Statistical Visualization workflow skill. Use this skill when the user needs Seaborn is a Python visualization library for creating publication-quality statistical…
Statistical analysis of trading sessions — London, New York, Tokyo, and their overlaps. Use this skill whenever the user asks about "best time to trade", "session analysis",…
Search the web for real-time information using the Skywork web search API. Use this skill whenever the user needs up-to-date information from the internet — for example,…
Identify statistically significant clusters of events across both space and time. Use this skill whenever the user mentions spatiotemporal, cluster analysis, hotspot, getis ord,…
Conduct Exploratory Data Analysis (EDA) using descriptive statistics, visualizations, and data quality checks.
Use when after identifying differentially methylated bases (q-value < 0.01, methylation difference > 25%) using calculateDiffMeth(), use this skill to determine what fraction of…
Sample-size and statistical power calculations for planning studies. Use whenever someone asks "how many subjects/samples/replicates do I need", wants an a priori power analysis,…
Implement Syncfusion Blazor Chart (SfChart) component for comprehensive data visualization. Use this when creating line charts, bar/column charts, area charts, financial charts,…
Replace real PII in a dataset with realistic synthetic equivalents while preserving row counts, column types, and statistical distributions.
This skill should be used when the user asks to "tighten this up", "tighten the prose", "clean up the writing", "check for AI tells", "make this sound more human", "de-slop this",…
Zero-shot time series forecasting with Google's TimesFM foundation model. Use this skill when forecasting ANY univariate time series — sales, sensor readings, stock prices, energy…
Extract structured metadata from clinical trial Protocol and Statistical Analysis Plan (SAP) documents into a standardized JSON format.