all publishers

majiayu000

@majiayu000 source repo

75,112 published skills · page 457 of 752

  1. ▌
    Get Week Content · majiayu000 bundle
    Read and parse Week.md content for weekly review. Returns structured data including frontmatter, sections, completeness assessment, and extracted entities.
    567 repo stars
  2. ▌
    Github Fix Issue · majiayu000 bundle
    Fix GitHub issues end-to-end — from analysis through branch creation, implementation, testing, and PR submission. Use this skill whenever the user mentions fixing a GitHub issue, resolving a bug from an issue tracker, working on a GitHub issue number, or says things like "fix issue
    567 repo stars
  3. ▌
    Hexo Blog Update · majiayu000 bundle
    Standardized workflow for creating and publishing Hexo blog posts with local preview and deployment.
    567 repo stars
  4. ▌
    Homelab Workflow · majiayu000 bundle
    Enforce homelab-proxmox workflow patterns including single source of truth documentation, prompt logging, git commits, environment variables, and phase tracking. Use this skill when completing tasks, updating docs/ or CLAUDE.md files, or when workflow compliance validation is needed. Provides AI-powered fixes for violations.
    567 repo stars
  5. ▌
    Hooks Automation · majiayu000 bundle
    Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration
    567 repo stars
  6. ▌
    Jira Add Journey · majiayu000 bundle
    Add a Validation Journey section to an existing JIRA ticket by analyzing the change type and generating appropriate verification steps with evidence markers.
    567 repo stars
  7. ▌
    Macos Automation · majiayu000 bundle
    AppleScript, JXA, Shortcuts, Automator, osascript, System Events, accessibility API
    567 repo stars
  8. ▌
    Manage Approvals · majiayu000 bundle
    Manage the human-in-the-loop approval workflow. Check for pending approval requests, review approved/rejected items, process decisions, and check for expired requests. Use when managing sensitive actions that require human sign-off before execution.
    567 repo stars
  9. ▌
    Monitor Contacts · majiayu000 bundle
    Always-on contact freshness monitoring service. Runs on a schedule (via
    567 repo stars
  10. ▌
    Noir Sync Update · majiayu000 bundle
    Perform necessary follow-on updates as a result of updating the noir git submodule.
    567 repo stars
  11. ▌
    Organize Commits · majiayu000 bundle
    Organize staged changes into logical commits with conventional commit messages. Groups related changes and creates well-structured commit history.
    567 repo stars
  12. ▌
    Partner Delivery · majiayu000 bundle
    Deliver repeatable MotherDuck architectures across multiple clients. Use when standardizing isolation, provisioning, regional deployment, sharing boundaries, and client-specific exceptions for a consultancy or partner delivery model.
    567 repo stars
  13. ▌
    Phase Transition · majiayu000 bundle
    Transition between session phases (RESEARCH → PLAN → IMPLEMENT → REVIEW → VERIFY)
    567 repo stars
  14. ▌
    Pipeline Summary · majiayu000 bundle
    Create a GitHub issue and PR summarizing pipeline bugs and fixes. Use when a pipeline run completes with accumulated bug fixes on a feature branch.
    567 repo stars
  15. ▌
    Process Meetings · majiayu000 bundle
    Process synced Granola meetings to update person pages, extract tasks, and organize meeting notes
    567 repo stars
  16. ▌
    Pydub Automation · majiayu000 bundle
    Automate repetitive audio tasks with Python using PyDub for batch processing, format conversion, normalization, and content assembly. Use when: Processing large numbers of audio files consistently; Converting between audio formats at scale; Normalizing loudness across a batch of files; Assembling intros/outros automatically to episodes; Trimming silence or extracting segments programmatically
    567 repo stars
  17. ▌
    Refresh Research · majiayu000 bundle
    Use when user invokes /refresh-research to re-fetch refreshable research sources, detect meaningful changes, and update synthesis files. Supports specific files, categories, staleness thresholds, backfill of source_type, and audit-only dry runs.
    567 repo stars
  18. ▌
    Refund Processor · majiayu000 bundle
    Process a refund request by gathering context and preparing the refund workflow.
    567 repo stars
  19. ▌
    Repo Maintenance · majiayu000 bundle
    Use when triaging or maintaining the eslint-custom-rules repository.
    567 repo stars
  20. ▌
    Resolve Findings · majiayu000 bundle
    Choose an implementation path (direct or plan) for evaluated findings and dispatch it. Direct path applies fixes directly; plan path runs /turboplan. Use after /evaluate-findings has tagged findings and they need to be implemented, or when the user asks to "resolve findings", "apply evaluated findings", or "dispatch findings to implementation".
    567 repo stars
  21. ▌
    Simstim Workflow · majiayu000 bundle
    Orchestrate the complete Loa development cycle (PRD → SDD → Sprint → Implementation)
    567 repo stars
  22. ▌
    Spec Kit Specify · majiayu000 bundle
    Use when a Spec Kit feature needs `spec.md` authored or rewritten from natural-language requirements, especially when the feature has no usable specification or requirements are too vague for planning.
    567 repo stars
  23. ▌
    Specsafe Explore · majiayu000 bundle
    Pre-spec exploration. Research and spike before creating formal spec.
    567 repo stars
  24. ▌
    Talk Stage3 Concepts · majiayu000 bundle
    Stage 3 — Build a numbered, scored concept catalogue. Every concept gets HIGH / MEDIUM / LOW talk-potential rating.
    567 repo stars
  25. ▌
    Talk Stage4 Position · majiayu000 bundle
    Stage 4 — Strategic angles, titles, descriptions, peer feedback draft. Includes mandatory CHECKPOINT before script can start.
    567 repo stars
  26. ▌
    Talk Stage6 Revision · majiayu000 bundle
    Stage 6 — Revision sheets for during and after the talk. Master concept table, Q&A cheat-sheet, glossary, external resources.
    567 repo stars
  27. ▌
    Statute Analysis · majiayu000 bundle
    Statute and regulation interpretation framework. Use when reading statutes, classifying requirements, analyzing operative keywords, applying canons of construction, or mapping compliance obligations from legislative text.
    567 repo stars
  28. ▌
    Sync Demo Seeder · majiayu000 bundle
    Synchronizes scripts/seed-demo.sql with the current Drizzle schema and migrations. Use this skill whenever a new migration is added or src/lib/db/schema.ts changes, to keep the demo dataset consistent with the database structure.
    567 repo stars
  29. ▌
    Task Skill Name · majiayu000 bundle
    Collection of independent tasks for [domain]. Use when performing specific operations in this domain.
    567 repo stars
  30. ▌
    Tech Spec Status · majiayu000 bundle
    Show Tech Spec details or update status through lifecycle
    567 repo stars
  31. ▌
    Unified Taskflow · majiayu000 bundle
    【强制】复杂任务管理系统。 AI 必须在遇到以下情况时**先读取此 SKILL.md**,再执行任何操作: - 多文件变更、规划设计、新功能开发 - 用户说"帮我想想/重构/升级/实现" 禁止使用内置 agentic_mode 的 artifact 目录处理复杂任务,必须使用项目根目录下的 .taskflow/ 目录。
    567 repo stars
  32. ▌
    Update Practices · majiayu000 bundle
    Process the practices inbox, evaluate, incorporate into dotforge, and suggest propagation to projects.
    567 repo stars
  33. ▌
    Upstream Tracker · majiayu000 bundle
    Manage upstream issue tracking for this project. Use when the user wants to log a bug or friction point in a vendor package or npm dependency, review open upstream items, resolve a tracked issue, run a trend review, generate the upstream observations section of a sprint retrospective, promote upstream observations to Basic Memory, discover known friction from other projects, or track a contribution opportunity. Trigger phrases: 'upstream', 'track this', 'vendor issue', 'log this bug', 'review upstream', 'trend review', 'cross-vendor', 'this is a bug in X', 'promote to memory', 'promote upstream', 'sync from memory', 'known friction', 'resolved upstream', 'mark as fixed', 'tool issue', 'action bug', 'contribution opportunity', 'upstream this', 'contribute back', 'upstreamable', or any mention of friction with an external package.
    567 repo stars
  34. ▌
    Workflow Diagram · majiayu000 bundle
    Generates a Mermaid workflow diagram showing process steps, decisions, and state transitions. Use when documenting CI/CD pipelines or lifecycle processes.
    567 repo stars
  35. ▌
    Workflow Tooling · majiayu000 bundle
    Use the workflow utilities and validation scripts when editing workflow JSON or serialization logic.
    567 repo stars
  36. ▌
    Wuerfel Aufbauen · majiayu000 bundle
    Baut die dreidimensionale Wuerfel-Struktur fuer ein neues Pruefprojekt auf — drei Achsen: Spalten (Datenpunkte als Spaltenprompts) Zeilen (Dokumente mit optionalen Zeilenprompts) Arbeitsblaetter (Perspektiven wie Recht / Steuer / Wirtschaft / Datenschutz / IT / Betrieb). Erzeugt das Wuerfel-Schema `wuerfel-schema.yaml` mit allen drei Achsen Ankerpunkten Materialitaetsschwellen Spaltenprompt-Bibliotheksverweisen und Belegkette-Konventionen. Vorlauf zu jedem Reviewlauf. Geeignet fuer M&A-DD Vendor-Onboarding Immobilienportfolios Arbeitsvertrags-Stapel und Eigenwuerfel.
    567 repo stars
  37. ▌
    Zoho Desk Triage · majiayu000 bundle
    Pull open tickets from [Zoho Desk](https://composio.dev/toolkits/zoho-desk) and triage by priority and department
    567 repo stars
  38. ▌
    AI Writing Tropes · majiayu000 bundle
    Comprehensive catalog of AI writing patterns that make text feel machine-generated.
    567 repo stars
  39. ▌
    Alphaear Reporter · majiayu000 bundle
    Plan, write, and edit professional financial reports; generate finance chart configurations. Use when condensing finance analysis into a structured output.
    567 repo stars
  40. ▌
    Article Writer Jp · majiayu000 bundle
    Japanese tech article writer with non-duplicate H2/H3 structure design, content generation, and image TODO placeholders. Triggers on requests for 記事作成, 記事を作って, 記事を書いて, 〇〇の記事, テック記事, 解説記事, ブログ記事作成.
    567 repo stars
  41. ▌
    Cre Lender Credit · majiayu000 bundle
    CRE Lender/Credit analysis suite - 8 specialist skills for U.S. CRE loan screening and sizing, sponsor and appraisal review, credit memo writing, annual risk rating, covenant and watchlist monitoring, problem loans, and portfolio stress testing.
    567 repo stars
  42. ▌
    Create Comparison · majiayu000 bundle
    Create a comparison article (X vs Y) that helps readers choose.
    567 repo stars
  43. ▌
    Enhanced Markdown · majiayu000 bundle
    Guide LLMs to output markdown that fully utilizes Markdown Viewer extension rendering capabilities including Mermaid, Vega-Lite, Infographic, DOT diagrams, and HTML styling for maximum human readability.
    567 repo stars
  44. ▌
    Event Copywriting · majiayu000 bundle
    Write compelling copy for events including conferences, webinars, workshops, galas, and trade shows. Use for: event naming and branding, event descriptions, save-the-date communications, invitation copywriting, speaker and session descriptions, registration page copy, event email sequences, post-event communications, and sponsorship proposals.
    567 repo stars
  45. ▌
    Fiction Architect · majiayu000 bundle
    Use when constructing plot structure, story arcs, or narrative frameworks.
    567 repo stars
  46. ▌
    Landing Copy Hero · majiayu000 bundle
    Use whenever `landing-copywriter` drafts the section directly beneath the locked headline — the subhead/lede that makes the headline's claim credible. Trigger when the section's role is "hero support" in `landing-sequencer`'s list, distinct from the headline itself (`landing-copy-headline`) or the problem/agitation section (`landing-copy-problem`).
    567 repo stars
  47. ▌
    Landing Page Copy · majiayu000 bundle
    Write landing page copy with attention to the hero, value proposition, social proof, objection handling, and conversion-focused CTAs. Use this skill whenever the user wants to write a landing page, sales page, hero section, or any conversion-focused web copy. Triggers on landing page, sales page, hero copy, value proposition, headline, subheadline, hero section, CTA copy, conversion copy, opt-in page, squeeze page. Also triggers when the user has a marketing campaign or product launch needing dedicated conversion copy.
    567 repo stars
  48. ▌
    Linguagem Simples · majiayu000 bundle
    Escrita acessível para linguagem simples (5ª série)
    567 repo stars
  49. ▌
    Minimalism Driven · majiayu000 bundle
    Enforce minimalism as doctrine while authoring code: start from the null solution and gate every addition on a named, demonstrated need before it is written. Use when starting an implementation where scope creep, speculative abstraction, or unneeded surface is a risk, or when the user says "minimal", "bare minimum", or "no gold-plating".
    567 repo stars
  50. ▌
    Motion To Dismiss · majiayu000 bundle
    Drafts FRCP 12(b) motions to dismiss for commercial litigation. Triggers on requests to draft motions to dismiss, 12(b)(6) motions, jurisdictional challenges, venue motions, or pre-answer dispositive motions during the pleadings phase.
    567 repo stars
  51. ▌
    Narrative Article · majiayu000 bundle
    Create engaging technical articles with narrative structure
    567 repo stars
  52. ▌
    Narrative Writing · majiayu000 bundle
    Extract narrative structure entities from text. Use when analyzing stories, chapters, acts, episodes, prologues, epilogues, plot branches, campaigns, events, and story arc progression.
    567 repo stars
  53. ▌
    Ppw Repo To Paper · majiayu000 bundle
    Scan an experiment repo and generate a complete paper outline (H1/H2/H3) with user approval checkpoints at each level, then generate body text with evidence annotations, citations, and bilingual output. Python ML repos. 扫描实验仓库,逐级生成论文大纲(H1/H2/H3),每级用户确认后推进, 然后生成带证据标注、引用和双语输出的正文文本。
    567 repo stars
  54. ▌
    Sales Copywriting · majiayu000 bundle
    Sales Copywriting is the strategic craft of writing persuasive content specifically designed to drive conversions, generate leads, and close sales.
    567 repo stars
  55. ▌
    Writing Hugo Blog · majiayu000 bundle
    Create Hugo blog posts in Chinese. Triggers when user asks to write a blog post, create a draft article, or convert research into blog format. Follows a structured workflow: explore blog config, understand content formats, gather topic requirements, generate draft, and review writing quality.
    567 repo stars
  56. ▌
    Youtube Companion · majiayu000 bundle
    Write Substack newsletters that accompany YouTube videos. Use when user has a YouTube video (transcript, outline, or link) and needs the companion newsletter with video embed, summary sections, and resources. Different from standalone newsletters - these drive to and summarize video content.
    567 repo stars
  57. ▌
    Agent Output Formats · majiayu000 bundle
    Standardized output formats for research, planning, implementation, and review agents. Use when generating agent outputs or parsing agent responses.
    567 repo stars
  58. ▌
    Agentskill Expertise · majiayu000 bundle
    Agent Skill design knowledge base — mechanisms, philosophy, patterns, pitfalls. Use when: designing new skills, reviewing skill quality, or deciding whether something should be a skill.
    567 repo stars
  59. ▌
    AI Agent Development · majiayu000 bundle
    AI agent development workflow for building autonomous agents, multi-agent systems, and agent orchestration with CrewAI, LangGraph, and custom agents. Use when designing or implementing AI agents.
    567 repo stars
  60. ▌
    Arcanea Coding Agent · majiayu000 bundle
    Arcanea creative agent integration for opencode
    567 repo stars
  61. ▌
    Auto Review Loop LLM · majiayu000 bundle
    Autonomous research review loop using any OpenAI-compatible LLM API. Configure via llm-chat MCP server or environment variables. Trigger with "auto review loop llm" or "llm review".
    567 repo stars
  62. ▌
    Bmad Bmb Edit Module · majiayu000 bundle
    Edit existing BMAD modules while maintaining coherence
    567 repo stars
  63. ▌
    Deepagents Subagents · majiayu000 bundle
    在 Deep Agents 中使用 SubAgentMiddleware 启动子代理进行任务委托、上下文隔离和专门工作。
    567 repo stars
  64. ▌
    Langgraph Functional · majiayu000 bundle
    LangGraph Functional API with @entrypoint and @task decorators. Use when building workflows with the modern LangGraph pattern, enabling parallel execution, persistence, and human-in-the-loop.
    567 repo stars
  65. ▌
    Proactive Assistance · majiayu000 bundle
    Anticipate user needs and offer help before being asked
    567 repo stars
  66. ▌
    Ralph Autonomous Dev · majiayu000 bundle
    Enables autonomous development loops that run until all tasks pass. Use when the user says "until done", "keep going", "finish this", "終わるまでやれ", or requests long-running autonomous iteration with fix_plan.md tracking.
    567 repo stars
  67. ▌
    Sibyl Codex Reviewer · majiayu000 bundle
    Sibyl Codex 独立第三方审查 - 使用 OpenAI Codex 提供不同 AI 视角的评审
    567 repo stars
  68. ▌
    Add Ollama Provider · majiayu000 bundle
    Route a NanoClaw agent group to a local Ollama model instead of the Anthropic API. Ollama speaks the Anthropic API natively (v1/messages), so no provider code changes are needed — just env var overrides and a model setting. Use when the user wants to run their agent locally, cut API costs, or experiment with open-weight models. See docs/ollama.md for background.
    567 repo stars
  69. ▌
    AI Collab Protocols · majiayu000 bundle
    Surface in-task-collaboration protocols when the user describes an AI workflow informally — URL-as-entity-reference, PR-comment threads as session memory. Trigger when the user names entities by colloquial label instead of stable URL, asks "how should I structure this for Claude", or describes a multi-step Claude workflow without a durable handle. Apply reactively, not as a checklist.
    567 repo stars
  70. ▌
    AI Evaluation Suite · majiayu000 bundle
    Comprehensive AI/LLM evaluation toolkit for production AI systems. Covers LLM output quality, prompt engineering, RAG evaluation, agent performance, hallucination detection, bias assessment, cost/token optimization, latency metrics, model comparison, and fine-tuning evaluation. Includes BLEU/ROUGE metrics, perplexity, F1 scores, LLM-as-judge patterns, and benchmarks like MMLU and HumanEval.
    567 repo stars
  71. ▌
    Anthropic Sdk Guide · majiayu000 bundle
    Guide for Anthropic Python/TypeScript SDK usage including messages API, streaming, prompt caching, batches, token counting, and error handling. Use when the user is building with the Anthropic API, setting up Claude SDK, calling messages endpoints, implementing streaming, or troubleshooting API errors.
    567 repo stars
  72. ▌
    Cache Cost Tracking · majiayu000 bundle
    LLM cost tracking with Langfuse for cached responses. Use when monitoring cache effectiveness, tracking cost savings, or attributing costs to agents in multi-agent systems.
    567 repo stars
  73. ▌
    Cc Cost Engineering · majiayu000 bundle
    AI Agent 成本工程 — 基於 Claude Code 的成本追蹤、prompt cache 最佳化、token 預算控制逆向分析。Use when: 優化 token 消耗、設計成本控制機制、分析 cache 效率、選擇模型配置。
    567 repo stars
  74. ▌
    Codex Retrospective · majiayu000 bundle
    Use when you want Codex to review its own recent history (last N days or specific period) and improve its behavior. Produces minimal, high-signal updates to AGENTS.md and tiny reusable skills. The goal is long-term fluency — Codex gradually becomes better at your specific style, constraints, and workflows.
    567 repo stars
  75. ▌
    Elevenlabs Remotion · majiayu000 bundle
    Generate professional voiceovers using ElevenLabs AI. Use when the user needs to create voiceovers for videos, audio narration, or text-to-speech content. Supports multiple voices with character presets (narrator, salesperson, expert) for natural delivery. Includes single scene regeneration for fine-tuning.
    567 repo stars
  76. ▌
    Langchain Ecosystem · majiayu000 bundle
    Complete guide for LangChain, LangGraph, and Deep Agents development. Covers framework selection, agents, tools, RAG, middleware, graphs, persistence, HITL, subagents, and memory. Triggers when code imports langchain/langgraph/deepagents, or user asks about building AI agents, RAG pipelines, stateful graphs, human-in-the-loop workflows, or agent orchestration.
    567 repo stars
  77. ▌
    Langchain Streaming · majiayu000 bundle
    Stream outputs from LangChain agents and models - includes stream modes, token streaming, progress updates, and real-time feedback
    567 repo stars
  78. ▌
    Langgraph Streaming · majiayu000 bundle
    从 LangGraph 流式传输实时更新:流式模式(values、updates、messages、custom、debug)用于响应式 UX
    567 repo stars
  79. ▌
    LLM Model Selection Skill · majiayu000 bundle
    Choosing the right model for the task — power vs. cost vs. speed.
    567 repo stars
  80. ▌
    Moai AI Nano Banana · majiayu000 bundle
    Nano-Banana AI service integration for content generation, image creation, and AI-powered workflows. Use when integrating AI services for content creation.
    567 repo stars
  81. ▌
    N8n Syntax AI Nodes · majiayu000 bundle
    Use when building AI or LLM workflows in n8n v1.x (v1.19.4+). Prevents incorrect sub-node wiring by mismatching NodeConnectionTypes. Covers agent nodes (6 types), chain nodes, tool nodes, memory backends (8 types), vector stores (11 types), output parsers, text splitters, retrievers, AI sub-node connections (12 NodeConnectionTypes), langchain integration, RAG patterns, and human-in-the-loop. Keywords: n8n, AI nodes, LLM, langchain, RAG, vector store, agents.
    567 repo stars
  82. ▌
    Orchardcore AI Chat · majiayu000 bundle
    Skill for configuring AI Chat in Orchard Core using the CrestApps AI Chat module. Covers chat profiles, admin chat UI, frontend chat widgets, provider connections, and the AI Agent module for task automation.
    567 repo stars
  83. ▌
    Phoenix Arize Setup · majiayu000 bundle
    Arize Phoenix observability platform setup for LLM debugging and evaluation
    567 repo stars
  84. ▌
    Prompting Leitfaden · majiayu000 bundle
    Prompting-Leitfaden für juristische KI-Nutzung in Kanzleien: Anwendungsfall Anwalt oder Mitarbeitende wollen KI effektiver nutzen und benoetigen praxiserprobte Prompt-Methoden. Mandantenkommunikation mit KI, Anwaltsgeheimnis beim Prompten. Prüfraster Vier-Elemente-Methode Zielformulierung Ausgabeformat Hintergrundwissen Beispiel, Rollenanweisung, Schritt-fuer-Schritt-Methode, Iteration, Zitate-Verifikation. Output Prompting-Leitfaden mit Vorlagen und Checkliste für juristische Aufgabentypen. Abgrenzung zu Halluzinations-Handhabung und zu Compliance-Regelsatz.
    567 repo stars
  85. ▌
    Query Decomposition · majiayu000 bundle
    Query decomposition for multi-concept retrieval. Use when handling complex queries spanning multiple topics, implementing multi-hop retrieval, or improving coverage for compound questions.
    567 repo stars
  86. ▌
    Text Classification · majiayu000 bundle
    Design and validate LLM-based text classification. Use for codebooks, prompts, validation samples, agreement statistics, and reporting model-coded data.
    567 repo stars
  87. ▌
    Token Usage Monitor · majiayu000 bundle
    Build and share a visual dashboard for OpenClaw token usage, model cost comparison, and recent model change timeline. Use when user asks token usage check, model cost tracking, or usage comparison.
    567 repo stars
  88. ▌
    Adversarial Training · majiayu000 bundle
    Defensive techniques using adversarial examples to improve model robustness and security
    567 repo stars
  89. ▌
    Baseline Replication · majiayu000 bundle
    Baseline Replication
    567 repo stars
  90. ▌
    Building RAG Systems · majiayu000 bundle
    Build production RAG systems with LangChain orchestration and Qdrant vector store. Covers 8 RAG architectures (Simple, HyDE, CRAG, Self-RAG, Agentic), document processing, semantic chunking, retrieval chains, and evaluation with LangSmith/RAGAS. Use when implementing RAG pipelines, semantic search, or AI knowledge systems. NOT for simple keyword search.
    567 repo stars
  91. ▌
    Embedding Strategies · majiayu000 bundle
    Select and optimize embedding models for semantic search and RAG applications. Use when choosing embedding models, implementing chunking strategies, or optimizing embedding quality for specific domains.
    567 repo stars
  92. ▌
    Feature Store Design · majiayu000 bundle
    Online/offline feature serving, point-in-time correctness, Feast patterns, and feature computation design.
    567 repo stars
  93. ▌
    Hugging Face Trackio · majiayu000 bundle
    Track and visualize ML training experiments with Trackio. Use when logging metrics during training (Python API) or retrieving/analyzing logged metrics (CLI). Supports real-time dashboard visualization, HF Space syncing, and JSON output for automation.
    567 repo stars
  94. ▌
    Interview Cheatsheet · majiayu000 bundle
    Generate a long-form Chinese interview-prep cheat sheet on a specific ML/LLM topic — formulas with derivations, from-scratch PyTorch code, comparison tables, and 25 高频面试题 (L1 必会 / L2 进阶 / L3 顶级 lab). Cross-model codex review checks math, code, historical citations, and style discipline; then /render-html produces a single-file HTML with academic-newspaper template. Output: docs/tutorials/<slug>_tutorial.{md,html,review.json}. Use when the user says '写面试 cheat sheet', '写一份 X 教程', '帮我准备 Y 面试题', '出一份 X 速查', or wants a 600-1000 line Chinese tutorial on a specific ML topic.
    567 repo stars
  95. ▌
    Model Card Generator · majiayu000 bundle
    Model documentation skill for generating model cards following Google's model card framework.
    567 repo stars
  96. ▌
    Explainability · majiayu000 bundle
    See the main Model Explainability skill for comprehensive XAI coverage.
    567 repo stars
  97. ▌
    Technology Selection · majiayu000 bundle
    Guides technology selection and implementation of AI and ML features in .NET 8+ applications using ML.NET, Microsoft.Extensions.AI (MEAI), Microsoft Agent Framework (MAF), GitHub Copilot SDK, ONNX Runtime, and OllamaSharp. Covers the full spectrum from classic ML through modern LLM orchestration to local inference. Use when adding classification, regression, clustering, anomaly detection, recommendation, LLM integration (text generation, summarization, reasoning), RAG pipelines with vector search, agentic workflows with tool calling, Copilot extensions, or custom model inference via ONNX Runtime to a .NET project. DO NOT USE FOR projects targeting .NET Framework (requires .NET 8+), the task is pure data engineering or ETL with no ML/AI component, or the project needs a custom deep learning training loop (use Python with PyTorch/TensorFlow, then export to ONNX for .NET inference).
    567 repo stars
  98. ▌
    Transport Properties · majiayu000 bundle
    This skill group covers first-principles calculation of electronic transport properties using the Boltzmann transport equation (BTE) within the constant relaxation time approximation (CRTA). The workflow uses Quantum ESPRESSO for the underlying DFT calculation and BoltzTraP2 for solving the BTE. VASP-based workflows are also documented for sites with VASP access.
    567 repo stars
  99. ▌
    Ado Repo Analysis · majiayu000 bundle
    Analyze sibling repos to find best match for a work item
    567 repo stars
  100. ▌
    Aget Analyze Data · majiayu000 bundle
    Analyze datasets to discover patterns and generate insights
    567 repo stars