协作头脑风暴
brainstorming
在实现前澄清需求、探索设计选择，并形成清晰的开发方向。
THE SKILLS DIRECTORY
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task-planning
task-planning
【效率与协作】Write or revise a useful Paperclip plan with a clear outcome and verification. Use when a plan is requested or uncertainty needs resolving before execution.
hyphens
hyphens
【效率与协作】Use when auditing URL structures for word separator format, generating slugs from titles, or planning a URL migration from underscores or spaces to hyphens with appropriate redirects.
service-area
service-area
【效率与协作】Use when applies to service businesses (plumbers, lawyers, consultants) serving multiple regions. Use when planning local SEO strategy for businesses without brick-and-mortar locations in every city.
content-strategy
content-strategy
【效率与协作】When the user wants to plan a content strategy, decide what content to create, or figure out what topics to cover. Also use when the user mentions "content strategy," "what should I write about," "content ideas," "blog strategy," "topic clusters," "content planning," "editorial calendar," "content marketing," "content roadmap," "what content should I…
experimental-design
experimental-design
【设计与创意】Designs experiments and studies BEFORE data is collected — choosing a design, randomizing, blocking, and laying out treatment combinations so results are interpretable. Use whenever someone is planning a study, asks how to assign subjects/samples to groups, mentions randomization, blocking, stratification, controls, factorial or fractional-factorial …
get-available-resources
get-available-resources
【开发与工程】Detects host inventory and effective CPU, memory, disk, scheduler, container, and accelerator limits when a user asks for resource-aware planning or before a clearly resource-sensitive local workload. Produces a redacted JSON snapshot and conservative planning helpers without stress tests or assuming visible host hardware is usable.
gtars
gtars
【效率与协作】Supports Gtars for local genomic interval models and set algebra, overlaps and counts, consensus and coverage, tokenization, fragment processing, and refget/BEDbase planning across Python, Rust, and the CLI.
omero-integration
omero-integration
【文档与办公】Inspects and automates microscopy data workflows against OMERO.server with omero-py, BlitzGateway, OMERO CLI, tables, annotations, ROIs, rendering, and documented OMERO.web APIs. Use this skill for scoped OMERO inventory, metadata export, import/export planning, or reviewed write workflows.
scientific-visualization
scientific-visualization
【设计与创意】Creates and audits truthful, accessible, publication-ready scientific figures with Matplotlib, Seaborn, or Plotly. Use it for figure design, multi-panel layouts, uncertainty and missing-data displays, color/contrast review, image metadata validation, and journal export planning.
statistical-power
statistical-power
【设计与创意】Calculates sample sizes and statistical power for study planning. Applies when someone asks "how many subjects/samples/replicates do I need", wants an a priori power analysis, a minimum detectable effect (MDE), a power curve, or needs to justify a sample size for a grant, IRB protocol, or pre-registration. Covers closed-form power for t-tests, ANOVA,…
what-if-oracle
what-if-oracle
【数据与研究】Supports structured what-if scenario analysis for research planning, experimental contingencies, and scientific project decisions. Explores favorable, reference, adverse, wild-card, contrarian, and second-order scenarios with explicit assumptions, evidence, and decision triggers. Use to stress-test a research plan under uncertainty; scenario narrativ…
ai-agent-evaluation-benchmarking
ai-agent-evaluation-benchmarking
【效率与协作】Autonomous AI agent benchmark evaluation register: task completion rates, planning accuracy, tool invocation precision, and cost benchmarks.
ai-agents-architect
ai-agents-architect
【设计与创意】Expert in designing and building autonomous AI agents. Masters tool use, memory systems, planning strategies, and multi-agent orchestration.
ai-agents-architect
ai-agents-architect
【设计与创意】Expert in designing and building autonomous AI agents. Masters tool use, memory systems, planning strategies, and multi-agent orchestration.
ai-engineering-toolkit
ai-engineering-toolkit
【设计与创意】6 production-ready AI engineering workflows: prompt evaluation (8-dimension scoring), context budget planning, RAG pipeline design, agent security audit (65-point checklist), eval harness building, and product sense coaching.
attack-chain
attack-chain
【效率与协作】Authorized multi-stage attack-path planning and orchestration spanning reconnaissance, initial access, privilege escalation, lateral movement, and reporting. Entry point for full engagements and cross-phase operations.
awareness-stage-mapper
awareness-stage-mapper
【效率与协作】Map audience awareness stages to messaging strategy when planning a campaign, offer, or persuasion sequence.
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