Problem Resolution Flow: end-to-end evidence-driven pipeline from symptom to shipped fix — locate, classify by scope, design with external research cross-validation, fix with a…
Turn vague problem observations into testable hypothesis statements with specific who/when/severity/current-workaround dimensions.
Systematic problem-solving toolkit: root cause analysis, hypothesis testing, debugging strategies, critical thinking frameworks.
Scaffold new babysitter process definitions following SDK patterns, proper structure, and best practices. Guides the 3-phase workflow from research to implementation.
Map a process you run into a clean, linear, text-only process document — before any automation or AI build.
Process all unprocessed PDF files in the papers/ root directory. If subagents are available, parallelize across papers immediately after listing them; otherwise process…
Generates complete process-related diagnostic biomarker bioinformatics research designs from a user-provided disease context, gene-family or pathway theme, and validation — from…
Generates complete process-related diagnostic biomarker bioinformatics research designs from a user-provided disease context, gene-family or pathway theme, and validation — from…
상품 딥리서치와 상품 분석 리포트 작성. 사용자가 상품명, 브랜드, 카테고리를 주고 필수 스펙, 배경지식, 시장/카테고리 맥락, 경쟁사 비교, 핵심 구매 포인트, 타겟 고객, 구매 장벽, 시즌/트렌드, 교차 판매, 가격 분석, 리뷰 요약, FAQ, 활용 아이디어를 조사·작성하려 할 때 사용.
Test product-demand hypotheses using public customer language, search and social signals, competitor offers, reviews, comments, creator content, and social-commerce evidence…
Design or audit one decision-grade product experiment protocol and learning memo covering the decision, mechanism, estimand, eligibility, assignment, exposure, interference,…
Run end-to-end product experiments from assumption to decision: translate assumptions into testable hypotheses and experiment briefs, select the right method among qualitative…
Design, implement, validate, analyze, and conclude experiments or safe rollouts. Use when testing product behavior with flags, exposure tracking, metrics, staged releases, or A/B…
Run staged buying-decision research for a household or personal product (microwave, mattress, vacuum, dishwasher, appliance, furniture, electronics).
Synthesize qualitative and quantitative user research into structured insights and opportunity areas.
Synthesize qualitative and quantitative user research into structured insights and opportunity areas.
Apply this in every session — answering a question, investigating, reviewing, or building. Triggers on any uncertainty about facts, scope, or intent; on "are you sure", "don't…
Turn one authorized portrait into one researched, identity-faithful professional headshot with channel-appropriate background, seated or standing posture, shoulder line, lighting,…
Profiles a dataset to surface summary statistics, distributions, missing-value matrix, correlations, outliers, and data-quality issues with severity ratings.
Entity-profile graph edges + embedding similarity for a research corpus — profile→REF edges (first-class adjacency, reconciled against the citation graph) and text-embedding…
Profile a medical-imaging dataset before any modelling decision is made — the acquisition grid, voxel spacing and orientation spread, the intensity domain, which label values are…
Track and report Claude Code skill usage statistics. Use this whenever the user asks about skill usage, skill stats, skill reports, which skills are used most or least, wants to…
Return memory statistics snapshot from UnityEngine.Profiling.Profiler — reserved, allocated, mono heap, graphics, etc. (in MB).
Ranks and analyzes statement fingerprints using aggregated SQL statistics from crdb_internal.statement_statistics to identify slow, resource-intensive, or error-prone query…
Analyzes transaction fingerprints using aggregated statistics from crdb_internal.transaction_statistics to identify high-retry transactions, contention patterns, and commit…
Adaptive multi-agent parallel research engine. Deploys agent configurations based on topic classification and accumulated ROI data. Cross-validates with confidence matrix.
Teach and assess programming through bounded hands-on exercises, executable feedback, progressive hints, debugging, tests, and learner reflection.
Use when targeting Progress in Energy and Combustion Science or deciding whether an energy/combustion review manuscript fits this venue.
Structure project, sprint, or initiative progress reports. Use when writing progress reports that pull from work, comms, data, and research — what to include (shipped, in…
Estimate AI-assisted and hybrid human+agent development work with research-backed PERT statistics and calibration feedback loops
Use for the universal deep-analysis workflow: project discovery, version resolution, docs loading, architecture mapping, execution flow, and package research.
Use when a bug has multiple plausible causes across layers — competing hypotheses, validation loops, evidence-based conclusions — even when the user just says 'why is this…
Use when writing code, designing architecture, choosing dependencies, or implementing features — especially when the task involves technology or domains (C++, Qt, astronomy,…
Use whenever the user starts a new project, initiative, repo, app, tool, research effort, reusable skill, local integration, or other substantial build by giving a goal, desired…
Set up a project for babysitting. Guides you through onboarding a new or existing project — researches the codebase, interviews you about goals and workflows, builds the project…
Project management specialist routing for studio operations, cross-functional shepherding, experiment tracking, realistic scoping, and Jira workflow discipline.
Use when finishing a piece of analysis and about to commit or push, when a project directory has accreted intermediate or diagnostic files and it's unclear what is a deliverable…
Research workflow patterns specific to {project}. Covers research agent coordination, source management, and synthesis strategies. — from science/science-misc
Research workflow patterns specific to {project}. Covers research agent coordination, source management, and synthesis strategies. — from bg-szy/TOP-SKILLS
Researches domain ecosystem for project initialization. Spawned by /gsd:new-project orchestrator (4 parallel agents). — from NafisRayan/100x-Agent-Toolkit
Researches domain ecosystem for project initialization. Spawned by /gsd:new-project orchestrator (4 parallel agents). — from majiayu000/claude-skill-registry
Govern evidence-backed canonical project state across sessions, branches, reviews, and research cycles without inventing product intent.
Survey state of the user's projects across home directory. Reports recent activity, dirty git state, open work.
Annotate prokaryotic genomes (bacteria, archaea, viruses) via Prokka's BLAST/HMM pipeline. Identifies CDS, rRNA, tRNA, tmRNA, signal peptides against Pfam, TIGRFAMs, RefSeq.
Interview-based strategic planning for deeply detailed plans (beyond writing-plans). Full cycle: intent classification → research → interview → plan generation → verification.
Load before writing a system prompt, agent definition, CLAUDE.md, research prompt, schema or few-shots.
Systematic prompt engineering methods for AI-assisted academic research workf...
World-class prompt powerhouse that generates production-ready mega-prompts for any role, industry, and task through intelligent 7-question flow, 69 comprehensive presets — from…
World-class prompt powerhouse that generates production-ready mega-prompts for any role, industry, and task through intelligent 7-question flow, 69 comprehensive presets — from…
Use when a disputes lawyer, in-house counsel, or legal researcher needs a structured case law research output on a specific legal topic, covering leading authorities, their facts,…
Use when two or more institutions or companies need to formalize a joint research arrangement, covering research scope, funding contributions, personnel, IP ownership (background…
Transform prompts into structured TCRO format with phase-specific clarification. Automatically invoked by /ai-eng/research, /ai-eng/plan, /ai-eng/work, and /ai-eng/spec commands.
Pre-spend contradiction gate for AI-video runs: checks every prompt in the batch, blocks on style / character / physics mismatch.
Optimize prompts for clarity and effectiveness. Use when user says "improve this prompt", "optimize my prompt", "make this clearer", or provides vague/unstructured prompts.
Structured methodology for constructing and verifying mathematical proofs in statistical research
物性計算とMD後処理を扱うスキルです。 ElasticTensorFeature, PostElasticPropertiesFeature, 弾性定数, elastic, Young率, バルク弾性率, ForceConstantFeature, PostPhononBandFeature, PostPhononDOSFeature,…
Use when a ticket's correctness is about invariants over many inputs — parsers and serialisers, encoders/decoders, arithmetic and date logic, sorting and merging, state machines,…
Structured, decision-ready review framework for AI/ML, computational biology, and bioscience proposals. Use when evaluating grant, project, or funding proposals.
Publish a proposal, offer, or pitch as a tracked link and report back whether it's getting read (view analytics after sending).
Execute complete FPF cycle from hypothesis generation to decision