Conducts extensive web research on technical topics with validated references and citations. Use when you need external documentation, library comparisons, or best practices…
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
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…
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
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.
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…
Calibrate scientific claims and integrate citations properly. Use when adjusting claim strength, adding hedging language, integrating literature, or matching evidence to…
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.
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…
Conduct autonomous web research on a topic using Claude Agent SDK, producing structured research.json
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…
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…
Capture, persist, and query research findings across sessions through a 7-phase workflow with structural anti-skip enforcement.
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.
Quick-summarize a single paper from a local PDF. For full discovery+screening+acquisition pipeline, use /research instead.
Plan and autonomously build a software task end-to-end. Triggered by `/supergoal`, "plan and ship X", "supercharged plan", "autonomous build", "plan it out and don't stop until…
Deep research with cross-verification and source tiering. Use when investigating technologies, comparing tools, fact-checking claims, evaluating architectures, or any task…
Synthesize user research from interviews, surveys, and feedback into structured insights. Use when you have a pile of interview notes, survey responses, or support ticket — from…
Autonome technische haalbaarheidstoets per kandidaat-oplossing (HMW-statement). Identificeert benodigde technologieën, beoordeelt maturity (proven/emerging/experimental), schat…
SDD Phases 1-2 for provider development. Clarify requirements, research, produce provider-design-{resource}.md, and await human approval before any code is written.
자율 웹 리서치 → 실행 가능 계획 도출. 주제를 받아 웹 검색 → 정보 수집 → 분석 → 구조화된 리서치 보고서 생성. '알아봐', '조사해', '리서치해줘', '검색하고 정리해', 'research and plan' 같은 요청에 반드시 사용. 웹 검색 후 실행 가능한 계획까지 도출이 필요할 때 적극 활용.
기술 비교, 아키텍처 조사, 경쟁사 분석 등 깊이 있는 리서치가 필요할 때 사용한다. '심층 조사', '자세히 알아봐', 'deep research', '전면 리서치', '비교 분석 보고서', '종합 리서치' 같은 요청에 반드시 사용. 단순 검색이 아닌 멀티소스 교차검증이 필요한 리서치에 적극 활용.
웹 검색/리서치가 필요할 때 사용한다. '검색해줘', '찾아봐', '최신 정보', '이거 뭐야', '심층 조사', '자세히 알아봐', 'deep research', '전면 리서치', '자율 리서치', '조사해', 'research and plan' 같은 요청에 반드시 사용.
Systematically assess whether a paper's theoretical results can be strengthened: relax assumptions, sharpen rates, align theory with model and experiments, and benchmark against…
Research State of the Art (SOTA) literature for an Artificial Intelligence / Machine Learning (AI/ML) topic, method, or architecture.
Execute a training experiment from a recipe. Use when user says "开始训练", "run experiment", "train model", or wants to execute a recipe.
Apply step-by-step analysis for complex problems with revision capability. Use for multi-step reasoning, hypothesis verification, adaptive planning, problem decomposition, course…
Research latest Claude Code / ECC changes, deep-analyze impact, implement, commit on feature branch, create PR, merge, install to ~/, and cut a GitHub release
Thorough on-demand refresh of one skill in this repo. Researches kb/upstream/docs in parallel, gates twice for approval, bumps version, updates CHANGELOG, runs just check, commits…
Evaluates platform upgrade readiness across Claude model versions, CC releases, and OrchestKit updates with 6-dimensional assessment.
VC signal-to-thesis skill for Marathon-style deal discovery. Weekly all-sector radar, OSS radar, agent-native research workbench, theme drill-downs, company backtrace, and GitHub…
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 AI/ML methodology research pipeline. From research direction to publication-ready manuscript with novel architectures, training strategies, or evaluation methods.
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…
EXPERIMENTAL v2: Enhanced parallel veracity audit with 12 gap fixes. Launches 20 agents per run in 5 waves (decomposition + quality gate + 3 verification waves).
Power search via Exa MCP. Modes: quick, deep research, code, docs, debug, news, compare. Use when searching the web, finding docs, debugging errors, or researching any topic.
Fill in the per-paper TODO sections (Problem/Method/Key Results/Limitations/Reusable Ingredients/...) of research-wiki/papers/.md pages that /research-lit, /arxiv,…
Get word count, character count, reading time, and text statistics. Quick analysis without questions.
Document a recently solved research problem to compound methodological knowledge
Divergent research ideation — generate many candidate directions, then adversarially filter to the strongest
Transform research descriptions into well-structured implementation plans following project conventions
Run multi-agent econometric review on estimation code, identification arguments, and research artifacts
Execute research implementation plans efficiently while maintaining estimation quality and finishing features