Walk a founder or early-stage PM through finding product-market fit on a specific bet. Use when the user is pre-PMF (no validated value hypothesis), has a candidate insight +…
Guide user through defining initial PMF narrative with 6 dimensions, confidence scores, and validation priorities.
Comprehensive, extraction-verified reference for Portfolio123 (P123), the systematic equity research platform: factor investing, stock screening, ranking systems, backtesting, and…
This skill should be used when the user asks to "prepare conference presentation", "create presentation slides", "design poster", "make academic poster", "write promotion…
触发：当你提出了方案、假设或判断，需要通过实践验证、试错迭代或复盘升级认知时调用；常见信号包括 experiment、prototype、validate、iterate、feedback loop。 English: Trigger when an idea, hypothesis, or plan must be tested in practice…
Pragmatic Domain-Driven Design for Laravel projects — business-first, not academic. Helps restructure Laravel apps from default flat structure into domain-based organisation with…
This skill should be used when the user asks for a publication-quality scientific figure or table, wants help choosing the right chart for results, needs a paper-ready pubfig or…
Interact with Zotero reference management libraries using the pyzotero Python client. Retrieve, create, update, and delete items, collections, tags, and attachments via the Zotero…
This skill should be used when users need comprehensive research on a topic requiring exploration of multiple sources, synthesis of findings, and a well-structured report with…
This skill should be used only when the user explicitly asks to use `$ralph-specum-research`, or explicitly asks Ralph Specum in Codex to run the research phase.
Use this skill whenever the user wants to search, verify, screen, compare, or organize real academic papers and return traceable paper addresses or links, especially for…
User-authored report workflow skill. Use this skill whenever the user is creating, writing, or editing a report, academic assignment, or document.
Use this skill when you need to research and gather external best practices, documentation, and examples for any technology, framework, or development practice.
Use this skill whenever a researcher wants to test, validate, stress-test, or falsify a research idea or hypothesis — especially in AI/ML/deep learning.
Research Engineer for initial investigation, data gathering, and feasibility studies. Use this skill when exploring new technologies, analyzing existing systems, or gathering…
This skill should be used when the user asks about frameworks (React, Next.js, FastAPI, PydanticAI, Supabase, LiveKit, LlamaIndex, Tailwind, Zustand, etc.), when implementing new…
Use this skill when you need to gather comprehensive documentation and best practices for frameworks, libraries, or dependencies in your project.
Gathers and lists research resources (academic papers, patents, websites, business cases) for specified research domains.
General-purpose web research and evidence synthesis. Decomposes any question into precise sub-questions, searches systematically, evaluates source quality, cross-checks claims…
Git-aware skill for finding implementation patterns and retrieving story context from git history. Use when searching for similar implementations or understanding how a feature…
Iteratively refines a research analysis through multi-specialist critique and quality gates until it reaches publication-ready quality.
Executes Phases 1-3 of the L2 process of the abap_wiki knowledge base on a slice: launches the abap-functional-researcher sub-agent (gap discovery + multi-source auto-research:…
Use this skill when you need to search institutional learnings in docs/solutions/ for relevant past solutions before implementing a new feature or fixing a problem.
Specialist evidence synthesis for medical, public health, and epidemiological questions. Frames questions using PICO/PECO, prioritises systematic reviews, meta-analyses, and…
Package conversation research into a GSD-ready mission package. Produces a three-stage Vision → Research → Mission pipeline as a LaTeX PDF following GSD/NASA SE methodolo — from…
Package conversation research into a GSD-ready mission package. Produces a three-stage Vision → Research → Mission pipeline as a LaTeX PDF following GSD/NASA SE methodolo — from…
Review and analyze academic research papers. Use this skill when the user asks to review a paper, analyze a publication, summarize research, critique methodology, extract key…
A structured workflow for AI-assisted development using research, planning, and systematic implementation phases. Users refer to this skill as RPI, rpi or Research Plan Implement.
Evidence synthesis for policy, economics, and social science questions. Integrates quantitative and qualitative evidence, maps major schools of thought and their evidential bases,…
Practitioner-grounded deep research that extends the standard /research engine with structural enforcement against shallow vendor-flavored synthesis.
Use this skill when you need to conduct thorough research on a repository's structure, documentation, and patterns.
This skill should be used when the user asks to "create issues from research", "turn research into GitHub issues", "create issues from feature spec", "turn plan into issues",…
Adversarially review an academic draft with independent multi-reviewer rounds, depending on no other skill.
Reframe a plan, idea, or decision before the user commits to it. Use when the user asks to rethink, step back, pressure-test, gut-check, decide, right-size, simplify, think bigger…
This skill should be used when the user asks to write, reorganize, polish, or format Chinese master's or doctoral thesis chapters, especially literature reviews, introductions,…
Apply Claire Hughes Johnson's Scaling People — the 4 essential operating principles (build self-awareness to build mutual awareness; say the thing you think you cannot say;…
Create publication-quality scientific figures in R for academic papers and reports: ggplot2 charts (bar, time-series/line, scatter, stacked/area, facet), tmap v4 choropleth maps,…
Use this skill whenever the user asks for a graphical abstract, mechanism illustration, study design schematic, concept explainer, scientific cover art, or any non-data academic…
Automated hypothesis generation and testing using large language models. Use this skill when generating scientific hypotheses from datasets, combining literature insights — from…
This skill should be used when converting academic papers into promotional and presentation formats including interactive websites (Paper2Web), presentation videos (Paper — from…
Cross-reference experimental designs and statistical validity across primary sources, covering effect-size verification, p-value and power analysis, methodology critique, and…
Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.).
Systematic framework for evaluating scholarly and research work based on the ScholarEval methodology.
Use this skill when the user wants to design or operate a budgeted economic agent with its own operational identity, AgentMail address, agent-wallet treasury, infrastructure…
This skill analyses user session recordings and usability tests to identify research-backed design insights.
Creates an L2 slice in the abap_wiki knowledge base: a business process on which to build functional documentation.
No Inference / Source-Locked Verification. Forces Claude to answer ONLY from user-provided materials and/or online sources actually accessed — no inference, no assumptions, no…
This skill should be used when the user asks to 'verify sources', 'check citations', 'fact-check footnotes', 'verify quotes', 'source check', 'are my cites real', 'check for…
Guidance for writing SPARQL queries against RDF/Turtle datasets, particularly for university or academic data.
This skill should be used when the user asks to "spawn an agent team", "run agents in parallel", "multi-agent review", "build an agent team", "fan out work to agents", or asks for…
Enforces Millrace research-loop spec quality for GoalSpec and incident fix_spec artifacts using verifiable requirements, ambiguity bans, and deterministic traceability.
Conduct statistical hypothesis testing including null/alternative hypothesis formulation, p-values, Type I/II errors, and test statistic selection.
Use this skill when conducting research on a topic from scratch — literature review, competitive analysis, technical due diligence, or fact-finding.
Refines broad, vague, or aspirational biomedical research objectives into clear, bounded, measurable, executable, and downstream-ready study objective statements.
Summarize an academic research paper for an intelligent non-specialist audience and save the summary as a Markdown or PDF file.
Convert a Spelunker research brief into one of four target formats — executive memo, VC pitch bullets, tweet thread, or decision memo — while preserving citations and confidence…
Use this skill when the user wants a systematic literature review, survey, or synthesis across multiple academic papers on a topic.
Comprehensive guide for writing systems papers targeting OSDI, SOSP, ASPLOS, NSDI, and EuroSys. Provides paragraph-level structural blueprints, writing patterns, venue-specific…
Conduct comprehensive AI-powered research with citations via the Tavily CLI. Use this skill when the user wants deep research, a detailed report, a comparison, market ana — from…
Enforces iterative web research for coding and DevOps questions to prevent assumptions about libraries, frameworks, APIs, versions, and configurations.