Persistent research knowledge base that accumulates papers, ideas, experiments, claims, and their relationships across the entire research lifecycle.
Research scientific papers from the last 30 days across OpenAlex, Semantic Scholar, PubMed, arXiv, and HuggingFace
Use this skill when researching how to implement a phase standalone, investigating implementation approaches before planning, or re-researching after planning is complete.
Workflow 5: orchestrate a text-only resubmit of a polished paper to a different venue under hard constraints (no new experiments, no bib edits, no framework changes, never…
Use when experiments complete to judge what claims the results support, what they don't, and what evidence is still missing.
Automate the grunt work of making research presentations — discovers experiments from git/output folders, collects images and metrics, and organizes them into slides.
Map every revenue channel onto a unified canvas — contribution %, CAC, LTV, friction score — then prioritise with RICE and produce a 90-day experiment list
Deliver a mid-draft adversarial review of a paper — runs paper-critic + domain-reviewer + claim-verify + blindspot in parallel, optionally adds clarity-reviewer, then…
Comprehensive manuscript review covering argument structure, technical methodology, citation completeness, and potential referee objections
Generates a complete multi-sheet Excel RFQ workbook tailored to a user-specified good, service, or hybrid engagement.
Systematic root-cause debugging for a failing test, production bug, flaky behavior, or unexplained error.
Run a time-boxed research spike to answer an open technical question or de-risk an approach BEFORE committing to implementation.
React Native app launch harness — from market research to App Store & Google Play submission. One command takes you from idea to store review.
Guided cleanup of research on a rumil question. Two modes — (a) pipeline mode wraps rumil's existing grounding/feedback clean pipelines given an evaluate call id; (b) interactive…
Run hypothesis-evolution round on a completed deep-research run. Mutator persona generates child hypotheses from top-Elo parents; children re-enter tournament.
Full research workflow orchestration from knowledge elicitation to consolidated findings. PROACTIVELY activate for: (1) end-to-end research projects, (2) comprehensive analysis,…
Set up runlab for this athlete — choose a data source, prove it can actually deliver, create the data root, and run the first import.
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.
Полный lifecycle задачи: init→research→plan→implement→quality gates→post-task sync; ревью только по явному запросу.
严谨执行论文搜索、文献综述、related work、paper search、literature review、survey synthesis、baseline comparison 与研究路线设计。Use when the user asks for papers, SOTA, baselines, related work, or…
Comprehensive open data directory (100+ datasets across 14 categories) with auto-fetch capability, plus data collection instrument design, variable dictionaries, data management,…
Conduct exploratory data analysis (EDA) before hypothesis testing. Run when the user has a dataset and needs to load data, build the analytic sample, diagnose missing data,…
Explore broad social science ideas and convert them into formal, researchable questions. Use when the user has an early-stage topic, puzzle, or rough question and wants sharper…
Draft, revise, or polish any section of a social science manuscript — Introduction, Theory, Methods, Results, Discussion, Abstract, or full paper.
Calibrate scientific claims and integrate citations properly. Use when adjusting claim strength, adding hedging language, integrating literature, or matching evidence to…
Before starting any research task, define what decision the research serves, what "done" looks like, and what is out of scope.
Extract full metadata from a ScienceDirect article page (abstract, authors, keywords, DOI, references, PDF link). Use when the user wants details about a specific paper.
Use when the user asks to "design an email A/B test", "set up a multivariate subject/CTA test", "run a send-time test", "build a hold-out group", or "is this email test…
This skill should be used when the user asks to 'bookmark URLs from this session', 'save links we found', 'bookmark discoveries', 'save notable URLs to Raindrop', 'bookmark what…
Mechanize Pattern 15 — the seven-pass adversarial review protocol for academic manuscripts. Spawns 7 forked subagents in parallel (abstract, intro, methods, results, robustness,…
Conduct autonomous web research on a topic using Claude Agent SDK, producing structured research.json
Interpret a Zhouyi (I Ching) hexagram or line in the de-mythologized, late–Western Zhou register of Edward Shaughnessy — original divination manual, not Confucian wisdom classic.
Deep web research on any topic — multi-source investigation, structured markdown report saved to file
Search and research past conversations from CLI coding sessions. Use when researching past decisions, design rationale, project history, or finding where an idea originated.
Compare N>=2 named solutions via deep-research engine (research_type=solution-compare). Runs mandatory need-profile interview, SCR extraction per solution, weighted matrix,…
SB catalog-backed AF-DECIDE flow step (FS-SILVER_DEEP_RESEARCH) and `/silver:deep-research` workflow engine: rigorous multi-source research with phase-level evidence, nested…
Opt-in multi-model deep research. Composes canonical silver-deep-research engine, new /silver:multi-ai-task primitive, and Cursor/OCG backends. Dual serverless HTML reports.
Run 2–5 focused feasibility experiments before committing to an implementation approach. Each experiment has a hypothesis, executable code, and a VALIDATED / INVALIDATED / PARTIAL…
Scaffold and run a reproducible Monte Carlo simulation study in R — parameterized DGP, an estimator grid, a seeded replication loop, and a summary of bias, RMSE, empirical SE,…
Senior-staff skill architect for Claude Code. Creates production-grade skills grounded in context engineering research and the AgentSkills open standard.
Finalization shortcut for Slate v2 Autoresearch. Runs preview-only finalization by default, explains review-branch/current-tree options, and requires explicit review-branch…
Defer a hard question, research task, or design comparison to the nightly remote agent (KeiSeiKit v0.12.0 incubation layer).
Per-page Codex review + targeted python-pptx / Beamer fixes for academic talk slides. Use AFTER /paper-slides (or any externally generated PPTX/Beamer) when the deck looks 'mostly…
Conversational design workshop for substantial work. Interviews the human one question at a time, explores 2-3 approaches with trade-offs, and presents the design section by…
Capture, persist, and query research findings across sessions through a 7-phase workflow with structural anti-skip enforcement.
Capture, persist, and query research findings across sessions through a 7-phase workflow with structural anti-skip enforcement.
Drives an ad-hoc, resumable spec-driven sprint from a single GitHub issue with structural anti-skip enforcement.
Run A/B experiment comparing GWT vs EARS+properties as spec formats for AI agent implementers. Generates specs in both formats for 5 test features, dispatches implementers, scores…
Timeboxed feasibility experiment. Answers 'can this work?' questions. Creates .design/spikes// with hypothesis, timebox, scratch code, findings.
Download, split, and deeply read academic PDFs. Use when asked to read, review, or summarize an academic paper.
Create a git commit with SR&ED (CRA tax credit) trailers. TRIGGERS - sred commit, sred, cra commit, tax credit commit, scientific research commit.
Maintain a ranked list of N artifacts (drafts, designs, code variants, research reports, ...) by comparing each new candidate against the current top and bottom of the list, using…
Research a topic from scratch using web search, page fetches, and academic sources (arXiv). Produces a structured markdown report with a clear title, introduction, findings…
Build and maintain LLM-curated knowledge wikis for prose domains (legal/regulatory tracking, scientific literature, market intelligence, product taxonomies, personal research…
Multi-agent research that keeps bringing gifts back — like cats! Dispatch multiple agents to research a topic in parallel, compile findings, and iterate on new discoveries.
Audit a repo against the golden-stack canon in llm-wiki-research. Reads the Audit Checklist tables in ideal-tech-setup.md, runs each check against the target repo (file existence,…
Update the golden-stack docs in llm-wiki-research when a tech decision is made. Appends rows to the decision tree, audit checklist, or AI/agent layers; replaces tools; opens the…
Build and refine staff-level engineering resumes through interactive coaching, research-backed best practices, and per-job tailoring.
Show vault statistics and knowledge graph metrics. Provides a shareable snapshot of vault health, growth, and progress.
Walks a category manager or sourcing manager through the classic 7-step negotiation process for a specific deal — Prepare, Set Targets, Build the Concession Plan, Open, Bargain,…