Load research corpus into the database by processing files, directories, or URLs through semantic chunking, embedding generation, entity extraction, and relationship building
Score 80/100
Run metric-driven iterative optimization loops. Define a measurable goal, build measurement scaffolding, then run parallel experiments that try many approaches, measure each…
Score 80/100
[BETA] Execute work with external delegate support. Same as ce-work but includes experimental Codex delegation mode for token-conserving code implementation.
Score 80/100
This skill should be used when creating or organizing working files in the .claude/ directory. It enforces consistent structure, naming conventions, and required cross-references…
Score 80/100
Audit and optimize Claude Code configuration with dynamic best-practice research
Score 80/100
Research new Claude Code features, compare against coide's VISION.md, and suggest what to add to the roadmap
Score 80/100
Manipulate CSV files - view, filter, sort, convert to JSON/Markdown, get statistics. Use when working with CSV data files.
Score 80/100
Multi-source research on a customer question or topic with source attribution. Use when a customer asks something you need to look up, investigating whether a bug has been…
Score 80/100
Post-session documentation chain — propagate changes through lab-notebook, journal, architecture, MEMORY, snapshot, and commit.
Score 80/100
Enhance a plan with parallel research agents for each section to add depth, best practices, and implementation details
Score 80/100
Synthesize user research into themes, insights, and recommendations. Use when you have interview transcripts, survey results, usability test notes, support tickets, or NPS…
Score 80/100
Master orchestrator for the AI-driven development workflow. Use when starting a new User Story / Issue implementation.
Score 80/100
Use when posting a GitHub investigation issue for an unverified finding, potential gap, or anomaly that needs root-cause analysis before any action is taken.
Score 80/100
Use when creating a presentation about a feature, concept, or system. Researches the topic, structures content for accessibility, generates diagrams, and exports polished Marp…
Score 80/100
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…
Score 80/100
Audit experiment integrity before claiming results. Uses cross-model review (GPT-5.4) to check for fake ground truth, score normalization fraud, phantom results, and insufficient…
Score 80/100
SSH job queue for multi-seed/multi-config ML experiments with OOM-aware retry, stale-screen cleanup, and wave-transition race prevention.
Score 80/100
Systematic ablation study runner. After research:run finds improvements, fortify identifies component candidates from git diff + diary, creates isolated git worktrees per ablation…
Score 80/100
Generate a comprehensive summary report of the latest experiment including metrics, plots, and comparison with baseline.
Score 80/100
Orchestrate milestone planning with parallel research for subsequent project phases
Score 80/100
Turn a signal into testable hunt hypotheses, scope, datasets, and success criteria
Score 80/100
Structured hypothesis formulation, experiment design, and results interpretation for Product Managers.
Score 80/100
Research and tier industries by fit with your profile. Identifies where your skills are most valued and hiring trends are strongest.
Score 80/100
Design a single validation experiment. One assumption, one experiment, one numeric threshold defined upfront.
Score 80/100
Run the Vibe Innovation Framework red team protocol on any artifact (problem statement, concept, business model, experiment design, prototype, decision).
Score 80/100
This skill should be used when the user asks to "create implementation plan", "plan the implementation", "detailed plan", "file-by-file plan", or mentions needing a comprehensive…
Score 80/100
Keyword research, find keywords, what keywords should I target, keyword analysis. Covers seed discovery, expansion, intent classification, qualitative difficulty assessment, and…
Score 80/100
Generate a detailed implementation plan from research findings. Writes an annotatable plan to plan.md.
Score 80/100
Research what people actually say about any topic in the last 30 days. Pulls posts and engagement from Reddit, X, YouTube, TikTok, Hacker News, Polymarket, GitHub, and the web.
Score 80/100
Push interfaces past conventional limits with technically ambitious implementations. Whether that's a shader, a 60fps virtual table, spring physics on a dialog, or scroll-driven…
Score 80/100
Zero-context verification that every number, comparison, and scope claim in the paper matches raw result files.
Score 80/100
Design and prototype in Paper Design (app.paper.design) — read/write designs via MCP, convert to React/Tailwind code, import HTML/CSS, sync design tokens.
Score 80/100
Generate a conference poster (article + tcbposter LaTeX → A0/A1 PDF + editable PPTX + SVG) from a compiled paper.
Score 80/100
Generate conference presentation slides (beamer LaTeX → PDF + editable PPTX) from a compiled paper, with speaker notes and full talk script.
Score 80/100
A specialized skill for generating high-quality, consistent children's bilingual picture books using 'banana nano'.
Score 80/100
Search patent databases and academic literature for prior art relevant to an invention. Use when user says \"现有技术检索\", \"prior art search\", \"专利检索\", \"check patents\", or wants…
Score 80/100
Synthesize user research from interviews, surveys, and feedback into structured insights. Use when you have a pile of interview notes, survey responses, or support tickets to make…
Score 80/100
Run the proofreading protocol on documents. Checks grammar, typos, overflow, consistency, and academic writing quality for .tex, .qmd, .typ, and .md files.
Score 80/100
Deep research before planning. Launches parallel agents to search docs, web, and codebase, then synthesizes findings into actionable context.
Score 80/100
Pesquisa etimologia de caracteres chineses consultando 7 fontes acadêmicas (MDBG, chardb/xiaoxue Academia Sinica, hanziyuan, shuowen.org, CantoDict).
Score 80/100
Synthesize user research into themes, insights, and recommendations. Use when you have interview transcripts, survey results, usability test notes, support tickets, or NPS…
Score 80/100
Persistent research knowledge base that accumulates papers, ideas, experiments, claims, and their relationships across the entire research lifecycle.
Score 80/100
React Native app launch harness — from market research to App Store & Google Play submission. One command takes you from idea to store review.
Score 80/100
Timeboxed feasibility experiment. Answers 'can this work?' questions. Creates .design/spikes// with hypothesis, timebox, scratch code, findings.
Score 80/100
Download, split, and deeply read academic PDFs. Use when asked to read, review, or summarize an academic paper.
Score 80/100
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…
Score 80/100
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…
Score 80/100
Build and maintain LLM-curated knowledge wikis for prose domains (legal/regulatory tracking, scientific literature, market intelligence, product taxonomies, personal research…
Score 80/100
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,…
Score 80/100
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…
Score 80/100
Build and refine staff-level engineering resumes through interactive coaching, research-backed best practices, and per-job tailoring.
Score 80/100
Deep research with cross-verification and source tiering. Use when investigating technologies, comparing tools, fact-checking claims, evaluating architectures, or any task…
Score 80/100
Synthesize user research from interviews, surveys, and feedback into structured insights. Use when you have a pile of interview notes, survey responses, or support tickets to make…
Score 80/100
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.
Score 80/100
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.
Score 80/100
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.
Score 80/100
Research State of the Art (SOTA) literature for an Artificial Intelligence / Machine Learning (AI/ML) topic, method, or architecture.
Score 80/100
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.
Score 80/100
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…
Score 80/100
Evaluates platform upgrade readiness across Claude model versions, CC releases, and OrchestKit updates with 6-dimensional assessment.
Score 80/100