Use AFTER writing-research-plan has produced a ready plan (status=ready for hermeneutic projects, status=pre-registered for quantitative/mixed).
Use when CS or AE needs expansion ideas based on reviewed evidence, fit, and customer value without wishful thinking or pressure tactics.
Use when turning the behavioral or game-theoretic argument behind an Experimental Economics (ExpEcon) manuscript into pre-specified, testable predictions.
Use when deciding whether a question is a method-defined fit for an Experimental Economics (ExpEcon) manuscript and which treatment contrast to build it around.
Design and run lean experiments — hypothesis, cheapest test, success criteria, decision. Use when you need to validate before you build.
管理與商學實驗設計架構師(Q1 標準):組間/組內/混合設計選型、隨機分派與對抗平衡(counterbalancing:完全對抗/拉丁方陣,處理順序效果與練習效應)、情境實驗(experimental vignette methodology, Aguinis & Bradley 2014)的情境撰寫與擬真度、操弄檢核(manipulation…
Design experiments with controls, randomization, confound awareness, and pre-registered analysis. Use when testing a hypothesis empirically and needing the result to actually mean…
Turn a refined research proposal or method idea into a detailed, claim-driven experiment roadmap. Use after `research-refine`, or when the user asks for a detailed experi — from…
Turn a refined research proposal or method idea into a detailed, claim-driven experiment roadmap. Use after `research-refine`, or when the user asks for a detailed experi — from…
Use when about to declare verdict='supported' on any experiment in a quant-research project (mandatory co-gate with bug_review; both must pass).
Best practices for designing reproducible ML experiments. Use when planning ablations, baselines, or controlled experiments.
A/B testing, randomization, sample size calculation, confounding control, and causal inference for data science.
生物实验设计、样本量和统计功效 skill。用于 omics study design、批次设计、paired/blocking、replicate、power analysis、multiple testing、randomization、covariate、time course 和统计风险评估。
Experimental design principles for scientific inquiry. Covers variable identification and control, control groups (positive and negative), randomization, blinding, sample size and…
Use when targeting Experimental Economics or deciding whether a lab- or field-experiment manuscript fits this venue.
Do experiment-driven research (hypotheses → minimal repros → evidence) and continuously improve research skills + tooling.
Activate experimenter when designing and running small, safe experiments to test improvements in skills, behavior, workflows or mental models.
Expert-level guidance for creating high-quality Claude Code skills. Use alongside Anthropic's skill-creator when creating new skills, improving existing skills, or needing…
Evaluates and improves the exploration-cycle skills, prompts, routing, and artifact quality using baseline-first, one-hypothesis iteration loops with keep-discard decisions and…
Use when a task needs the judgment of a Cooperative Extension educator — designing a farm, family/consumer-sciences, or 4-H education program, defending a county appropriation…
Future-works analysis skill with two modes. Mode audit: review one manuscript's own future-works / conclusion / limitations section (.tex/.md) — presence, testability, link to a…
Turns raw health materials (PDFs, scanned documents, images, spreadsheets, exported files) into two layers: first a faithful, fully traceable extraction of each source; then a set…
Extracts materials-synthesis recipes from free-form text (papers, abstracts, lab notes) into a strict JSON schema.
Extracts and documents design tokens (colors, typography, spacing, shadows, etc.) from Figma designs. Updates the "デザイントークン" section in screen spec.md.
Extracts interaction specifications from Figma designs (hover states, transitions, animations, triggers). Updates the "インタラクション" section in screen spec.md.
Extracts interaction specifications from Figma designs (hover states, transitions, animations, triggers). Updates the "インタラクション" section in screen spec.md.
Use when designing or auditing ACM FAccT empirical work — quantitative fairness audits with disaggregated metrics and fair baselines, qualitative and participatory studies with…
MiCA-Verordnung VO (EU) 2023/1114 Art. 16-21 Lizenzierung von Stablecoin-Emittenten (Asset-Referenced Tokens ART und Electronic Money Tokens EMT) bei BaFin.
Facebook's library for efficient similarity search and clustering of dense vectors. Supports billions of vectors, GPU acceleration, and various index types (Flat, IVF, HN — from…
Activate when: user says 'what would prove this wrong', 'how do we know if our strategy is working', 'what would change your mind', 'this claim feels unfalsifiable', or is…
Use when designing or defending the field-experiment or modelling design of a Field Crops Research (FCR) manuscript — multi-environment trials, randomization and replication,…
Use when building tables and figures for a Field Crops Research (FCR) manuscript so exhibits are self-contained, quantitatively complete, and agronomically informative — yield and…
Use when preparing the reporting completeness and research-data materials for a Field Crops Research (FCR) manuscript.
Find the real problem. Map the codebase. The brief is a hypothesis until evidence confirms it.
Form a two-part hypothesis: long-term vision + implementation approach. Activate after feature-research to synthesize findings into a concrete proposal.
Use this whenever a user wants to add a new feature or explitly states to research a feature/API or building a plan for a new feature.
Use this whenever a user wants to add a new feature or explitly states to research a feature/API or building a plan for a new feature.
Use when the user asks to download, fetch, or parse an academic paper into readable markdown, or references a paper by short-name/code-dir that isn't yet under ./papers/.
One repeatable pass that turns an outward field idea into grounded backlog WITHOUT guessing whether fak already has it — the dogfood-witnessed capability-import loop.
Design, analyze, and write up randomized experiments (field experiments, A/B tests, RCTs), covering stratified and clustered designs, randomization inference, covariate adjustment…
Use when editing technical prose for readability: when sentences read like database schemas, when set notation has crept into paragraphs, when phrasing is borrowed from log fields…
Reads a paper figure by figure before re-integrating the full narrative, so the user can identify the core findings quickly and check whether each visual actually supports the…
Design an auditable playbook when no narrower one fits: a large migration, an ambitious multi-part change, or work a human reviews after stepping away.
Use figure reference checker for academic writing workflows that need structured execution, explicit assumptions, and clear output boundaries.
Readability and rendering audit for figures and tables in academic manuscripts. Computes effective font/marker sizes at display scale from generation scripts, checks label…
Fill institutional Word form templates (.doc/.docx) for IRB protocols, ethics applications, grant proposals, and other structured research documents while preserving the original…
Use when targeting 《金融监管研究》(Financial Regulation Research — 原中国银监会 2012 年创办、不收任何费用的金融监管专业学术月刊) or deciding whether a Chinese finance manuscript fits this regulation-focused venue.
Bigdata.com MCP workflows plus institutional analysis layers: pre-synthesis EPIC-style filtering, valuation snapshots, earnings quality screens, moat/governance risk, sector KPI…
Use whenever the user wants to find, shortlist, vet, or enrich US management consultancies — strategy, operations, executive coaching, leadership development,…
Automatically find references for academic paper Markdown files. Reads full paper text, identifies each knowledge point requiring citation (epidemiological data, mechanism…
Use when a research project reaches completion — manuscript finalized, peer-review cleared, ready for publication / submission / archive.
Comprehensive Firebase development guidance covering project setup, feature development, debugging, and validation. Auto-detects intent and routes to specialized sub-skills.
Programmatic Firecrawl usage, self-hosted operations, academic paper routing, recursive deep research, and raw corpus persistence.
Ultimate system design superbrain — Research-Plan-Implement protocol, INVARIANTS contracts, sprint decomposition.
Market research and competitive intelligence pack. Competitive analysis, market sizing, financial benchmarking, web research, report generation, and competitive monitoring.
First-time Triptych setup — creates user config, recommends settings, gives a quick tour. Also handles stage-2 goal elicitation on every new session (seed research state, prime…
Ricerca giurisprudenziale rapida per ottenere un quadro di orientamento iniziale su un tema giuridico.
Family Medicine Residency Excel-based scheduling. Use when working with academic year block schedule spreadsheets to assign faculty half-days (C, GME, DFM) and resident half-days,…
Use when hardening a FOCS (IEEE Symposium on Foundations of Computer Science) paper's checkability — the theory analogue of reproducibility — via hypothesis ledgers, single-source…
Manage the full Freedom of Information Act (FOIA) and state public records request lifecycle — intake form generation, agency-specific portal routing (FOIA.gov, FBI eFOIA, USCIS,…