Mathematically correct color system generation. Produces WCAG-compliant palettes, dark mode pairs, gradient smoothing, and dominant color extraction using LCH/LAB color math.
Compare keyword sets between resume and job description. Returns match statistics including score, missing keywords, and intersection.
Use when refactoring existing code that has poor Big-O — nested loops, O(n^2)+ scans, repeated work, redundant allocations, blown memory, or stated symptoms like "this is slow on…
Build institutional-grade comparable company analyses with operating metrics, valuation multiples, and statistical benchmarking in Excel/spreadsheet format.
Deep spec analysis on a Confluence page. Reads page (+ children) via the confluence-as wrapper, produces a structured Spec Research Report with requirements, acceptance criteria,…
L1 trigger - audits consensus arithmetic for truncation, unused bounds, EMA direction, and threshold edge errors.
Process Hi-C read pairs using pairtools. Parse alignments, filter duplicates, classify pairs, and generate contact statistics from Hi-C sequencing data.
Explains why studies on the same biomedical topic reach different or opposing conclusions by auditing differences in population, endpoint definition, sample source, assay or…
Use when after applying one or more intensity drift correction strategies (Internal Standard correction, statistical drift correction, custom or weighted bracketing) within…
Use when after computing a correlation matrix (e.g., Pearson correlation across samples) on statistically significant LC-MS features, particularly when you need to inspect…
Use when when training a regularized deep neural network for molecular property regression (e.g., retention time prediction on the METLIN SMRT dataset with 80,038+ samples), use…
Count the total number of MCP tools in the Umbraco MCP Server project and provide a breakdown by collection.
Provides canonical entity counts from count-manifest.json. Use when agents need to reference how many agents, skills, instructions, or validators exist.
Decode a counteroffer after you resign — what the raise, promotion promise, or title bump really signals, the statistics-informed risks of staying, and a clear-eyed decision…
Use when after calculateDiffMeth() has been run on a methylBase object and you have a methylDiff object with q-values and methylation difference estimates.
Process CRISPR screening data to identify essential genes and hit candidates. Performs quality control, statistical analysis (RRA), and hit calling for pooled CRISPR screens…
End-to-end CRISPR screen analysis from FASTQ to hit genes. Orchestrates guide counting, QC, statistical analysis with MAGeCK, and hit calling with multiple methods.
Critique academic figures for print quality, accessibility, legibility, visual encoding, and statistical presentation.
Use when when you have submitted the same MS/MS spectrum query to multiple domain-specific MASST tools and need to compare matches, combine ranked results, or generate…
Use for GPU-accelerated data analysis on datasets, CSVs, or tabular data using NVIDIA cuDF. Triggers when tasks involve groupby aggregations, statistical summaries, anomaly…
Diagnoses bias, anomalies, and strange-looking results on a specific PostHog experiment. Covers empty / 0-exposure experiments, sample ratio mismatch, identity fragmentation,…
Healthcare SEO strategy for Brazilian medical and wellness professionals. Includes specialized keyword research (dermatology, psychology, nutrition), professional content…
Your data has answers. CellCog asks the right questions. #1 on DeepResearch Bench (Feb 2026) + frontier coding agent — upload messy CSVs with minimal prompting and get structured…
Generate high-quality synthetic datasets using statistical samplers and Claude's native LLM capabilities.
Data journalism workflows for analysis, visualization, and storytelling. Use when analyzing datasets, creating charts and maps, cleaning messy data, calculating statistics or…
Identifies unusual values, unexpected patterns, and potential stories hidden in a dataset by systematically checking for statistical outliers and contextual anomalies.
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.
Use when you have a curated relational dataset (structure-organism pairs) and need to quantify how structures distribute across a categorical variable (e.g., organism prevalence).
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,…
Use when when you have downloaded a curated structure-organism dataset (such as LOTUS) and need to verify the reported counts of unique entities (source databases, organi — from…
Use when when you have downloaded a released version of a structured dataset (e.g., LOTUS from Zenodo) and need to confirm it matches the documented headline statistics before…
A Research Scientist interviewer that simulates a FAANG-style deep learning theory and practice interview.
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.
Interrogate a demand forecast before the business commits supply and inventory to it. Use when asked to review a demand plan, challenge a forecast, check forecast accuracy,…
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…
Suggestions for scoping and writing an Analytics Project Brief — the one-page artifact that defines problem, metrics, counter-metrics, stakeholders, methodology, success criteria,…
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.
Use when you have PSI (percent-spliced-in) matrices for multiple samples grouped into two or more biological conditions, along with corresponding transcript expression…
Эксперт анализа распределений. Используй для statistical distributions, data analysis и hypothesis testing.
Statistical distribution fitting skill for input modeling in simulation and analysis.
Use when you have loaded a collection of molecular fingerprint vectors (such as biosynfoni fingerprints from a deposited dataset) and need to characterize their statistical and…
Full reimplementation of DnaSP 6 for population genetics analysis of aligned DNA sequences. Covers nucleotide diversity, haplotype statistics, neutrality tests (Tajima's D, Fu &…
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.
Load during the weekly reflection cron job. Contains the self-review framework for tracking analysis output volume, ENGINE vs REALITY accuracy statistics, strongest celebrity…
Use when an algorithm-first quest should manage candidate briefs, optimization frontier, branch promotion, or fusion-aware search instead of the paper-oriented default loop.
Autonomous optimization — iterate on any project with a measurable metric (Karpathy autoresearch pattern). Use when optimizing toward a metric via automated experiment loops.
Use RIK e-File statistics environment for public case-flow and procedural trend indicators across justice workflows.