Creates structured multi-file implementation plans before build. Scope-aware: trivial tasks exit early, simple tasks get fast plans, complex tasks get full research + phase files…
Design a direct, conceptual, or generalization replication of a published study. Walks through identifying the target effect, extracting the original design with enough fidelity…
Statistical and non-statistical audit sampling skill with sample size determination and evaluation
Generate alignment statistics using samtools flagstat, stats, depth, and coverage. Use when assessing alignment quality, calculating coverage, or generating QC reports.
Calculate linkage disequilibrium statistics (r², D'), perform LD pruning for population structure analysis, identify haplotype blocks, and visualize LD patterns using PLI — from…
Python population genetics with scikit-allel. Read VCF files, compute allele frequencies, calculate diversity statistics, perform PCA, and run selection scans using Genot — from…
Detect signatures of natural selection using Fst, Tajima's D, iHS, XP-EHH, and other selection statistics.
Generate variant statistics, sample concordance, and quality metrics using bcftools stats and gtcheck.
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.
End-to-end imaging mass cytometry workflow from raw acquisitions to spatial cell analysis. Orchestrates image preprocessing, segmentation, phenotyping, and spatial statis — from…
End-to-end metabolomics workflow from raw MS data to pathway analysis. Orchestrates XCMS preprocessing, annotation, normalization, statistical analysis, and pathway mappi — from…
Research dispatcher for enhanced /build command Phase 1. Parses user concept input and delegates to claude-code-guide for capability inventory.
Statistical process control chart creation and analysis skill with control limit calculation and special cause detection
Use when the user asks about usage analytics, statistics, token usage, or cost summary — e.g. 'usage stats', 'token usage', 'how many sessions this week', 'show me my numbers',…
DESeq2 differential expression analysis skill with normalization, statistical modeling, and visualization
Display project statistics — phases, plans, requirements, git metrics, and timeline — from Gustavosareto/gerenciador-de-quadras
iminuit statistical fitting skill for physics data analysis with proper error handling and profile likelihood
Use when comparing code or implementation against method descriptions in one or more source papers — covers decomposition of code into checkable claims (algorithm shape,…
End-to-end orchestrator that takes a NEW model from a bare HuggingFace id to a perf-lake-published, validated CROSS-ENGINE (vLLM + SGLang) champion on B200/GB300.
Lazyweb is the design-evidence skill for AI coding agents. Use it when designing, critiquing, or changing product UI — it provides real app screenshots, competitor references,…
Automated DataFrame analysis skill for statistical summaries, missing value detection, data type inference, and memory optimization recommendations.
Capture any performance measurement (NCCL bandwidth, MFU, step-time, latency, throughput, kernel-time, anything operator-defined) into a versioned baseline registry under…
Autonomous performance optimization: research, PoC, benchmark, implement, review, PR
Perseus statistical analysis skill for proteomics data analysis and visualization
PyMC probabilistic programming skill for hierarchical Bayesian models in physics data analysis
SAP-RPT-1-OSS local tabular prediction workflows for FI/CO prototype datasets. Use when preparing SAP finance CSV exports for classification or regression experiments with…
SciPy scientific computing skill for numerical optimization, integration, and signal processing in physics
GLAW SEC Enforcement Cell — Market Abuse Agent. The surveillance and trading-analytics seat: trading-pattern analysis, order-book analysis, HFT analysis, market surveillance,…
Detect and humanize AI-generated Chinese text. 20+ rule detection categories plus statistical features (sentence-length CV, short-sentence fraction, comma density, perplexity,…
Analyze ML experiment results, compute statistics, generate comparison tables and insights. Use when user says "analyze results", "compare", or needs to interpret experimental…
Build rule-based and statistical anomaly detection systems for business metrics — revenue drops, traffic spikes, churn increases, cost overruns
Quasi-experimental design and analysis (diff-in-diff, synthetic control, ITS, regression discontinuity) for when randomised testing is infeasible. Routes to stats-reviewer.
Run metric-driven iterative optimization loops. Define a measurable goal, build measurement scaffolding, then run parallel experiments that try many approaches, measure e — from…
Auto-generates a Markdown codebook from a dataset (CSV, DTA, Excel, Parquet) with types and summary statistics. Use when documenting variables.
Manipulate CSV files - view, filter, sort, convert to JSON/Markdown, get statistics. Use when working with CSV data files.
Profile a CSV/TSV/Excel file - detect format, compute statistics, show value distributions
This skill should be used when the user asks to "optimize with SIMBA", "use Bayesian optimization", "optimize agents with custom feedback", mentions "SIMBA optimizer", "mini-batch…
Select the right price-elasticity estimation method (historical regression / survey / experimental) given data availability, and produce an implementation plan with required N.
Evaluates judge scoring fairness in competitions by detecting systematic bias (leniency/strictness) and contestant-specific anomalies (favoritism/prejudice) using statistical…
(Experimental) End-to-end observability setup for Grafana Cloud. Covers instrumentation, SLOs, alerting, synthetic monitoring, k6 load testing, IRM on-call, dashboards, cost…
Run metric-driven iterative optimization loops. Define a measurable goal, build measurement scaffolding, then run parallel experiments that try many approaches, measure e — from…
Analyse Google Search Console performance data — clicks, impressions, CTR, and position deltas with statistical significance bands, winners/losers segmentation, and recommended…
QA specialist of haipipe-probe. Three complementary checks. (1) STRUCTURAL: audits run quality (per-run sanity) and probe quality (statistical claim integrity) via checklists,…
Generate a monthly incident recap page in Notion, following the standard Productboard SRE Guild format.
Industrial AI literature research with mandatory intake questions, venue-aware source prioritization, structured report outputs, and survey draft generation.
Writes academic prose interpreting regression output. Use when describing estimation results in manuscript-ready language.
Run metric-driven iterative optimization loops -- define a measurable goal, run parallel experiments, measure each against hard gates or LLM-as-judge scores, keep improvements,…
Author a verification-grounded math-explainer over typed MathClaim/MathExplainer rows: each claim pins intuition + a runnable CI-checked example gate + assumptions/regime + a…
Use when user needs academic diagrams, methodology figures, statistical plots, or presentation slides from text descriptions or data files.
Scaffold a PyTorch Lightning project for classification, regression, or timeseries research. Triggers on "新建项目", "initialize project", "scaffold", "create PL project".
Systematically verify mathematical proofs in statistics/ML theory paper appendices. Use when user says "proof check", "check proofs", "verify proofs", "audit paper", "检查证明",…
Senior quant analyst (Math PhD) — reviews analytics pipelines and reports for mathematical correctness, statistical validity, and data quality (Accuracy, Completeness, Uniqueness,…
The results-analysis lens: turn a finished results store into settled claims, mechanism evidence, and paper-grade figures — for any field running experiments to publish (ML,…
Formats estimation output as a publication-quality regression table with stars, SEs, and fit statistics. Use when creating a results table.
Inspect per-agent structured artifacts from Rune workflow runs. List recent runs, show agent inputs/outputs, view timing statistics, and find failed agents for retry.
Capture, persist, and query research findings across sessions through a 7-phase workflow with structural anti-skip enforcement.
Autonomous iterative optimization loop for measurable metrics like coverage, performance, or bundle size. Use when repeated experiments can be judged by a mechanical score.
End-to-end applied AI/ML research pipeline. Takes a research question and dataset, runs literature review, multi-method classification/regression analysis with parallel model…
End-to-end applied statistical research pipeline. Takes a research question and dataset, runs literature review, statistical analysis with parallel method tracks, and produces a…
End-to-end statistics methodology research pipeline. From research direction to publication-ready manuscript with novel estimators, theoretical proofs, simulation studies, and…