- 📄 SKILL.md
multi-model-review
Reviews PRs or code changes using multiple AI models, synthesizes findings, and interactively applies fixes. Uses GPT 5.2, Gemini 3 Pro, and Opus 4.5 for diverse perspectives.
Reviews PRs or code changes using multiple AI models, synthesizes findings, and interactively applies fixes. Uses GPT 5.2, Gemini 3 Pro, and Opus 4.5 for diverse perspectives.
Use this skill whenever a researcher wants to test, validate, stress-test, or falsify a research idea or hypothesis — especially in AI/ML/deep learning. Trigger on phrases like "I have an idea," "would this work," "test this hypothesis," "sanity check my idea," "what's wrong with this idea," "review my results," "is this publishable," "why isn't this working," or any request to evaluate the feasibility, novelty, or correctness of a research concept.
微博数据爬取与AI智能分析工具,支持爬取微博用户数据并进行7项并行AI分析
Interact with HEY email via the HEY CLI. Read and send emails, manage boxes, calendars, todos, habits, time tracking, and journal entries. Use for ANY HEY-related question or action.
Cross-product troubleshooting of user connectivity issues spanning ZPA, ZIA, ZDX, and ZCC. Investigates end-to-end: (1) ZCC client status and enrollment, (2) ZDX digital experience scores and metrics, (3) ZPA application segment and access policy configuration, (4) ZIA URL filtering and SSL inspection policies. Use when an administrator reports 'user cannot access application', 'connectivity issues', or 'application is slow.
ANTI-PATTERN - Example showing violations of self-containment (DO NOT COPY)
Build a living AI model of your crush from chat logs, photos, and social media. Runs Bayesian memory tagging, attachment-style diagnosis, and generates a personalized Skill that talks like them. | 把你的 crush 蒸馏成 AI Skill,导入聊天记录,运行贝叶斯信号分析,诊断依恋类型,并模拟对话演习。
Common analysis patterns for PolicyEngine research repositories (CRFB, newsletters, dashboards, impact studies). For population-level estimates (cost, poverty, distributional impacts), use the policyengine-microsimulation skill instead. --- # PolicyEngine analysis Patterns for creating policy impact analyses, dashboards, and research using PolicyEngine. **For population-level estimates** (budgetary cost, poverty impact, distributional analysis), use the **policyengine-microsimulation** skill instead. This skill covers analysis repo patterns, visualization, and household-level calculations. See `MICROSIMULATION_REFORM_GUIDE.md` for UK-specific microsimulation patterns. ## For Users ### What are Analysis Repositories?
分析已提取的小红书收藏内容,做 AI 总结、对比、提炼
Use when someone wants to CREATE or BUILD a slide deck, presentation, or 幻灯片/PPT/演示文稿 — from scratch, from notes, from a Word/PPTX file, or from an approved outline. Handles Chinese and English equally. Covers pitch decks, product launches, team standups, conference talks, capstone presentations, style previews, and converting existing files to web slides. Use for --plan (outline) and --generate (HTML from plan) flags. Does NOT apply to exporting finished HTML to PPTX/PNG (use kai-html-export), writing speeches, or non-slide documents.
Architecture analysis and interface design. Use this skill when the user needs to analyze existing architecture, design a new system or module, compare architectural approaches, or evaluate tradeoffs. Also use when the user says "architecture", "design", "how should we structure", "interface design", "module design", "design it twice", "what's the right abstraction", or discusses system-level concerns.
Guide users through constructing answer files for Snowflake Blueprint Manager blueprints. Use when: user wants to create or complete an answer file, configure a blueprint, or understand configuration questions. Triggers: create blueprint, build blueprint, configure blueprint, blueprint setup, fill out questionnaire, set up blueprint, set up my first Snowflake account, create my environment, establish my platform, create my account following best practices, configure my snowflake organization, set up my snowflake environment, initialize my snowflake platform, snowflake account best practices.
skill-sample/ ├─ SKILL.md ⭐ Required: skill entry doc (purpose / usage / examples / deps) ├─ manifest.sample.json ⭐ Recommended: machine-readable metadata (index / validation / autofill) ├─ LICENSE.sample ⭐ Recommended: license & scope (open source / restriction / commercial) ├─ scripts/ │ └─ example-run.py ✅ Runnable example script for quick verification ├─ assets/ │ ├─ example-formatting-guide.md 🧩 Output conventions: layout / structure / style │ └─ example-template.tex 🧩 Templates: quickly generate standardized output └─ references/ 🧩 Knowledge base: methods / guides / best practices ├─ example-ref-structure.md 🧩 Structure reference ├─ example-ref-analysis.md 🧩 Analysis reference └─ example-ref-visuals.md 🧩 Visual reference
More Agent Skills specs Anthropic docs: https://agentskills.io/home
├─ ⭐ Required: YAML Frontmatter (must be at top) │ ├─ ⭐ name : unique skill name, follow naming convention │ └─ ⭐ description : include trigger keywords for matching │ ├─ ✅ Optional: Frontmatter extension fields │ ├─ ✅ license : license identifier │ ├─ ✅ compatibility : runtime constraints when needed │ ├─ ✅ metadata : key-value fields (author/version/source_url...) │ └─ 🧩 allowed-tools : tool whitelist (experimental) │ └─ ✅ Recommended: Markdown body (progressive disclosure) ├─ ✅ Overview / Purpose ├─ ✅ When to use ├─ ✅ Step-by-step ├─ ✅ Inputs / Outputs ├─ ✅ Examples ├─ 🧩 Files & References ├─ 🧩 Edge cases ├─ 🧩 Troubleshooting └─ 🧩 Safety notes
Skill files are scattered across GitHub and communities, difficult to search, and hard to evaluate. SkillWink organizes open-source skills into a searchable, filterable library you can directly download and use.
We provide keyword search, version updates, multi-metric ranking (downloads / likes / comments / updates), and open SKILL.md standards. You can also discuss usage and improvements on skill detail pages.
Quick Start:
Import/download skills (.zip/.skill), then place locally:
~/.claude/skills/ (Claude Code)
~/.codex/skills/ (Codex CLI)
One SKILL.md can be reused across tools.
Everything you need to know: what skills are, how they work, how to find/import them, and how to contribute.
A skill is a reusable capability package, usually including SKILL.md (purpose/IO/how-to) and optional scripts/templates/examples.
Think of it as a plugin playbook + resource bundle for AI assistants/toolchains.
Skills use progressive disclosure: load brief metadata first, load full docs only when needed, then execute by guidance.
This keeps agents lightweight while preserving enough context for complex tasks.
Use these three together:
Note: file size for all methods should be within 10MB.
Typical paths (may vary by local setup):
One SKILL.md can usually be reused across tools.
Yes. Most skills are standardized docs + assets, so they can be reused where format is supported.
Example: retrieval + writing + automation scripts as one workflow.
Some skills come from public GitHub repositories and some are uploaded by SkillWink creators. Always review code before installing and own your security decisions.
Most common reasons:
We try to avoid that. Use ranking + comments to surface better skills: