Automatically discover diagram and visualization skills when working with flowcharts, sequence diagrams, architecture diagrams, ER diagrams, Gantt charts, mindmaps, or an — from…
Automatically discover distributed systems skills when working with consensus, CRDTs, replication, partitioning, and distributed algorithms — from science/math-stats
Automatically discover eBPF and kernel skills when working with eBPF. Activates for ebpf development tasks. — from science/math-stats
Automatically discover software engineering practice skills when working with engineering practices. Activates for engineering development tasks. — from science/math-stats
Automatically discover formal methods and verification skills when working with formal methods. Activates for formal development tasks. — from science/math-stats
Automatically discover frontend development skills when working with React, Next.js, UI components, state management, data fetching, forms, accessibility, performance opt — from…
Automatically discover infrastructure and DevOps skills when working with infrastructure. Activates for infrastructure development tasks. — from science/math-stats
Automatically discover intermediate representation and compiler skills when working with intermediate representation. Activates for ir development tasks. — from science/math-stats
Automatically discover mathematics and algorithm skills when working with mathematics. Activates for math development tasks. — from science/math-stats
Automatically discover machine learning and AI skills when working with machine learning. Activates for ml development tasks. — from science/math-stats
Automatically discover mobile development skills when working with iOS. Activates for mobile development tasks. — from science/math-stats
Automatically discover Modal platform skills when working with Modal. Activates for modal development tasks. — from science/math-stats
Automatically discover networking and connectivity skills when working with networking. Activates for networking development tasks. — from science/math-stats
Automatically discover observability and monitoring skills when working with monitoring. Activates for observability development tasks. — from science/math-stats
Automatically discover programming language theory skills when working with compilers. Activates for plt development tasks. — from science/math-stats
Automatically discover product management skills when working with product management. Activates for product development tasks. — from science/math-stats
Automatically discover protocol skills when working with HTTP, TCP, UDP, QUIC, and network protocols — from science/math-stats
Automatically discover proxy skills when working with forward/reverse proxies, nginx, traefik, envoy, caching, or NATS messaging — from science/math-stats
Automatically discover realtime communication skills when working with realtime. Activates for realtime development tasks. — from science/math-stats
Gateway skill for research methodology - automatically loads relevant research skills based on task context — from science/math-stats
Automatically discover testing skills when working with testing. Activates for testing development tasks. — from science/math-stats
Automatically discover terminal UI skills when working with terminal user interfaces. Activates for tui development tasks. — from science/math-stats
Automatically discover WebAssembly skills when working with WebAssembly. Activates for wasm development tasks. — from science/math-stats
Automatically discover workflow and task management skills when working with Beads. Activates for workflow development tasks. — from science/math-stats
Automatically discover Zig programming skills when working with Zig. Activates for zig development tasks. — from science/math-stats
Create world-class, accessible, responsive interfaces with sophisticated interactive elements including chat, terminals, code display, and streaming content.
Refactor codebases using Design by Typed Holes methodology - iterative, test-driven refactoring with formal hole resolution, constraint propagation, and continuous validation.
Use when defining n, choosing statistical tests, correcting for multiple comparisons, and reporting error bars for a Cancer Cell (Cell Press) manuscript.
Use when writing the Cancer Cell (Cell Press) front matter — the Summary, eTOC blurb, Highlights, and graphical abstract.
Use when designing or auditing the experimental plan for a Cancer Cell (Cell Press) study — orthogonal validation across in vitro, in vivo, and human tumor systems, with controls,…
Use when running the final pre-submission preflight for Cancer Cell (Cell Press) — file completeness, STAR Methods / Key Resources Table, deposition accessions, statistics…
Use to build Cell's mandatory STAR Methods — the Key Resources Table, the three Resource Availability subsections, Experimental Model and Subject Details, Method Details, and…
Use when scrutinizing statistical inference for a 《经济学(季刊)》 (China Economic Quarterly, CEQ) manuscript — choosing and justifying the clustering level, handling weak instruments…
Systematic 4-phase debugging — root cause investigation, hypothesis testing, regression-guarded fix, mandatory bug doc.
Break LLM name defaults with external entropy. Use when character names cluster around statistical medians (Chen, Patel, Maya, Marcus), when cast has collision risks, or when…
ChIP-seq quality control metrics including FRiP (Fraction of Reads in Peaks), cross-correlation analysis (NSC/RSC), library complexity, and IDR (Irreproducibility Discove — from…
Expert assistant for conducting remote experiments with Claude-Light - a web-accessible RGB LED and spectral sensor instrument for statistics, regression, optimization, and design…
Connects to Clearscope API to generate content grades based on NLP term frequency analysis. Automates keyword research via Clearscope Research Reports endpoint and outputs…
Unified tool for calculating sample sizes for Diagnostic, Efficacy, Etiology, and Prognosis clinical studies.
Count lines of code, analyze codebase size and composition, compare code between versions. Use when the user asks about lines of code, codebase size, language breakdown, or code…
Generate comprehensive clonality statistics and diversity visualizations for TCR/BCR repertoire analysis.
Analyzes AWS CloudTrail event logs via the Lookup Events API to detect anomalous IAM activity. Uses statistical baselining of API call patterns and flags unusual AssumeRole…
Finds differentially expressed genes (markers) for clusters of T/B cells using Seurat's FindMarkers function.
Autonomous multi-agent code evolution system for optimization problems. Use when solving complex optimization problems (packing, geometry, scheduling, search) through evolutionary…
Deep codebase analysis to discover actual coding standards through statistical evidence. Use when analyzing naming conventions, import patterns, or detecting anti-patterns in…
Analyze codebase with tokei (fast line counts by language) and difft (semantic AST-aware diffs). Get quick project overview without manual counting.
Diagnose, build, and repair the CogniForge Math Pipeline — the LangGraph 3-node StateGraph that handles BAC math questions.
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.
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…
Count the total number of MCP tools in the Umbraco MCP Server project and provide a breakdown by collection.
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.
Use for GPU-accelerated data analysis on datasets, CSVs, or tabular data using NVIDIA cuDF. Triggers when tasks involve groupby aggregations, statistical summaries, anomaly…
Healthcare SEO strategy for Brazilian medical and wellness professionals. Includes specialized keyword research (dermatology, psychology, nutrition), professional content…
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…