LiHongwei-cn
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- ▌ Neat Freak · lihongwei-cn bundleEnd-of-session knowledge cleanup with OCD-level rigor — reconciles project docs (CLAUDE.md, README.md, docs/) and agent memory against the code so nothing rots. 会话结束后对项目文档和记忆进行洁癖级审查与同步。MUST trigger when the user says: "sync up", "tidy up docs", "update memory", "clean up docs", "/sync", "/neat", "同步一下", "整理文档", "整理一下", "更新记忆", "梳理一下", "收尾", "这个阶段做完了", "新人能直接上手", or any phrase suggesting a dev milestone where knowledge needs reconciliation. Also trigger when the user reports stale docs, conflicting memories, or wants a clean handoff to teammates or other agents. Bare "整理" / "tidy" with prior dev context counts — do not under-trigger. Cross-platform: works on Claude Code, OpenAI Codex, OpenCode, and OpenClaw.
- ▌ Nature Data · lihongwei-cn bundlePrepare, audit, or revise Nature-ready Data Availability statements, data repository plans, dataset citations, and FAIR metadata checklists for manuscripts. Use when the user asks about Nature data availability, research data sharing, repository selection, accession numbers, restricted or sensitive data, source data, supplementary datasets, DataCite-style dataset references, FAIR metadata for academic publication, or Chinese-to-English data availability wording for Chinese-speaking authors preparing Nature-family submissions.
- ▌ Nature Figure · lihongwei-cn bundleSubmission-grade Nature/high-impact journal figure workflow for Python or R. Use whenever the user asks to create, revise, audit, or polish manuscript figures, multi-panel scientific plots, figures4papers-style matplotlib plots, or journal-ready SVG/PDF/TIFF outputs, especially for Nature-family or other high-impact journals. Before plotting, define the figure's conclusion, evidence logic, export needs, and review risks. If the user has not chosen Python or R, ask "Python or R?" and stop. Use only the selected backend for figure generation, previewing, exporting, and QA. Supports matplotlib/seaborn and ggplot2/patchwork/ComplexHeatmap. Not for dashboards or Illustrator/Figma-first infographics.
- ▌ Nature Reader · lihongwei-cn bundleBuild full-paper Chinese-English side-by-side, figure/table-aware, source-grounded Markdown readers for journal or conference papers from PDF, DOI, arXiv, publisher HTML, or pasted text. Use whenever the user asks to translate or read a paper, make 中英文对照/原文对照/全文翻译解读, extract figures or tables into the right positions, preserve figure/table placement near relevant prose, or keep exact source anchors for every block. This skill must not degrade into a summary-only output unless the user explicitly asks for a summary.
- ▌ Nature Citation · lihongwei-cn bundleAdd strict Nature/CNS citations to manuscript text by splitting long passages into citable segments, searching only accepted flagship and subjournal titles from Nature Portfolio, the AAAS Science family, and Cell Press, filtering by publication time range, and exporting one reference-manager-ready output by default. Use this skill whenever the user asks to input text and automatically get references, add citations to a paragraph/manuscript, find Nature-series or CNS support for statements, create text-to-reference correspondence, "分段引用", "自动给出引用", "Nature系列引用", "CNS及子刊", "支撑文献", "补引用", "找引用", or export EndNote/RIS/ENW/Zotero RDF.
- ▌ Nature Academic Search · lihongwei-cn bundleMulti-source literature search, citation verification, MeSH search strategy, citation file management (.nbib/.ris/.bib conversion), and reference management (BibTeX, related articles, ID conversion) via MCP tools (PubMed, CrossRef, arXiv). Use when the user needs coordinated multi-step literature workflows beyond a single MCP call.
- ▌ Cheat Bump · lihongwei-cn提议并执行 rubric 或 bucket 升级。两种模式：**完整 rubric bump**（最高风险动作，5 步强制 + 跨模型审核）和 **--bucket-only 轻量重校**（只换 bucket 边界，不动 rubric 公式）。**Phase 2 强制走 cheat-score-blind sub-agent 给校准池重打分**——不接受 self-scored fallback。触发词："升级 rubric"/"bump rubric"/"更新公式"/"我想加一个维度"/"调整权重"/"重校桶"/"recalibrate bucket"。
- ▌ Cheat Score · lihongwei-cn给单篇稿子打 rubric 分。**只在控制台输出，不写文件，不预测**。触发词："打分这篇 [path]"/"score this [path]"/"给这稿子打分"/"先打分看看"。是 cheat-predict 之前的轻量探索动作。
- ▌ Cheat Shoot · lihongwei-cn登记一条视频已拍摄。**建 video folder + 询问实际拍摄稿是否与 scripts/<id>.md 一致 + buffer +1**。与 cheat-publish 配对：拍了进队列，发了出队列。触发词："拍了"/"拍了 X"/"shot"/"shot it"/"已拍 X"/"录完了"。
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- ▌ Notebooklm · lihongwei-cnInteract with Google NotebookLM to query documentation with Gemini's source-grounded answers. Each question opens a fresh browser session, retrieves the answer exclusively from your uploaded documents, and closes.
- ▌ C4 Component · lihongwei-cnExpert C4 Component-level documentation specialist. Synthesizes C4 Code-level documentation into Component-level architecture, defining component boundaries, interfaces, and relationships.
- ▌ Fp Types Ref · lihongwei-cnQuick reference for fp-ts types. Use when user asks which type to use, needs Option/Either/Task decision help, or wants fp-ts imports.
- ▌ Obsidian CLI · lihongwei-cnUse the Obsidian CLI to read, create, search, and manage vault content, or to develop and debug Obsidian plugins and themes from the command line.
- ▌ Plan Writing · lihongwei-cnStructured task planning with clear breakdowns, dependencies, and verification criteria. Use when implementing features, refactoring, or any multi-step work.
- ▌ Concise Planning · lihongwei-cnUse when a user asks for a plan for a coding task, to generate a clear, actionable, and atomic checklist.
- ▌ Fp Either Ref · lihongwei-cnQuick reference for Either type. Use when user needs error handling, validation, or operations that can fail with typed errors.
- ▌ Fp Option Ref · lihongwei-cnQuick reference for Option type. Use when user needs to handle nullable values, optional data, or wants to avoid null checks.
- ▌ Conductor Setup · lihongwei-cnConfigure a Rails project to work with Conductor (parallel coding agents)
- ▌ Dbos Typescript · lihongwei-cnGuide for building reliable, fault-tolerant TypeScript applications with DBOS durable workflows. Use when adding DBOS to existing TypeScript code, creating workflows and steps, or using queues for concurrency control.
- ▌ Parallel Agents · lihongwei-cnMulti-agent orchestration patterns. Use when multiple independent tasks can run with different domain expertise or when comprehensive analysis requires multiple perspectives.
- ▌ Churn Prevention · lihongwei-cnReduce voluntary and involuntary churn with cancel flows, save offers, dunning, win-back tactics, and retention strategy. Use when users are cancelling, failed payments are rising, or subscription retention needs improvement.
- ▌ Humanize Chinese · lihongwei-cnDetect and rewrite AI-like Chinese text with a practical workflow for scoring, humanization, academic AIGC reduction, and style conversion. Use when the user asks to 去AI味, 降AIGC, 去除AI痕迹, 论文降重, 知网检测, 维普检测, humanize chinese, detect AI text, or make Chinese text sound more natural.
- ▌ Azure Cosmos Rust · lihongwei-cnAzure Cosmos DB SDK for Rust (NoSQL API). Use for document CRUD, queries, containers, and globally distributed data.
- ▌ Claude Code Guide · lihongwei-cnTo provide a comprehensive reference for configuring and using Claude Code (the agentic coding tool) to its full potential. This skill synthesizes best practices, configuration templates, and advanced usage patterns.
- ▌ Create Issue Gate · lihongwei-cnUse when starting a new implementation task and an issue must be created with strict acceptance criteria gating before execution.
- ▌ Fastapi Router Py · lihongwei-cnCreate FastAPI routers following established patterns with proper authentication, response models, and HTTP status codes.
- ▌ Firecrawl Scraper · lihongwei-cnDeep web scraping, screenshots, PDF parsing, and website crawling using Firecrawl API. Use when you need deep content extraction from web pages, page interaction is required (clicking, scrolling, etc.), or you want screenshots or PDF parsing.
- ▌ Fp Taskeither Ref · lihongwei-cnQuick reference for TaskEither. Use when user needs async error handling, API calls, or Promise-based operations that can fail.
- ▌ I18N Localization · lihongwei-cnInternationalization and localization patterns. Detecting hardcoded strings, managing translations, locale files, RTL support.
- ▌ Makepad Reference · lihongwei-cnThis category provides reference materials for debugging, code quality, and advanced layout patterns.
- ▌ Akf Trust Metadata · lihongwei-cnThe AI native file format. EXIF for AI — stamps every file with trust scores, source provenance, and compliance metadata. Embeds into 20+ formats (DOCX, PDF, images, code). EU AI Act, SOX, HIPAA auditing.
- ▌ Agent Manager Skill · lihongwei-cnManage multiple local CLI agents via tmux sessions (start/stop/monitor/assign) with cron-friendly scheduling.
- ▌ Azure Eventhub Rust · lihongwei-cnAzure Event Hubs SDK for Rust. Use for sending and receiving events, streaming data ingestion.
- ▌ Azure Identity Rust · lihongwei-cnAzure Identity SDK for Rust authentication. Use for DeveloperToolsCredential, ManagedIdentityCredential, ClientSecretCredential, and token-based authentication.
- ▌ Conductor Validator · lihongwei-cnValidates Conductor project artifacts for completeness, consistency, and correctness. Use after setup, when diagnosing issues, or before implementation to verify project context.
- ▌ Hig Project Context · lihongwei-cnCreate or update a shared Apple design context document that other HIG skills use to tailor guidance.
- ▌ Apify Trend Analysis · lihongwei-cnDiscover and track emerging trends across Google Trends, Instagram, Facebook, YouTube, and TikTok to inform content strategy.
- ▌ Changelog Automation · lihongwei-cnAutomate changelog generation from commits, PRs, and releases following Keep a Changelog format. Use when setting up release workflows, generating release notes, or standardizing commit conventions.
- ▌ Not Human Search MCP · lihongwei-cnSearch AI-ready websites, inspect indexed site details, verify MCP endpoints, and discover tools and APIs using the Not Human Search MCP server
- ▌ Pipecat Friday Agent · lihongwei-cnBuild a low-latency, Iron Man-inspired tactical voice assistant (F.R.I.D.A.Y.) using Pipecat, Gemini, and OpenAI.
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- ▌ Apify Market Research · lihongwei-cnAnalyze market conditions, geographic opportunities, pricing, consumer behavior, and product validation across Google Maps, Facebook, Instagram, Booking.com, and TripAdvisor.
- ▌ Bats Testing Patterns · lihongwei-cnMaster Bash Automated Testing System (Bats) for comprehensive shell script testing. Use when writing tests for shell scripts, CI/CD pipelines, or requiring test-driven development of shell utilities.
- ▌ Kotler Macro Analyzer · lihongwei-cnProfessional PESTEL/SWOT analysis agent based on Kotler's methodology for strategic market audits.
- ▌ Phase Gated Debugging · lihongwei-cnUse when debugging any bug. Enforces a 5-phase protocol where code edits are blocked until root cause is confirmed. Prevents premature fix attempts.
- ▌ Emblemai Crypto Wallet · lihongwei-cnCrypto wallet management across 7 blockchains via EmblemAI Agent Hustle API. Balance checks, token swaps, portfolio analysis, and transaction execution for Solana, Ethereum, Base, BSC, Polygon, Hedera, and Bitcoin.
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- ▌ Latex Paper Conversion · lihongwei-cnThis skill should be used when the user asks to convert an academic paper in LaTeX from one format (e.g., Springer, IPOL) to another format (e.g., MDPI, IEEE, Nature). It automates extraction, injection, fixing formatting, and compiling.
- ▌ Address Github Comments · lihongwei-cnUse when you need to address review or issue comments on an open GitHub Pull Request using the gh CLI.
- ▌ Apify Content Analytics · lihongwei-cnTrack engagement metrics, measure campaign ROI, and analyze content performance across Instagram, Facebook, YouTube, and TikTok.
- ▌ Azure Storage Blob Rust · lihongwei-cnAzure Blob Storage SDK for Rust. Use for uploading, downloading, and managing blobs and containers.
- ▌ Fda Food Safety Auditor · lihongwei-cnExpert AI auditor for FDA Food Safety (FSMA), HACCP, and PCQI compliance. Reviews food facility records and preventive controls.
- ▌ Macos Menubar Tuist App · lihongwei-cnBuild, refactor, or review SwiftUI macOS menubar apps that use Tuist.
- ▌ Bdistill Behavioral Xray · lihongwei-cnX-ray any AI model's behavioral patterns — refusal boundaries, hallucination tendencies, reasoning style, formatting defaults. No API key needed.
- ▌ Fastapi Templates · lihongwei-cnCreate production-ready FastAPI projects with async patterns, dependency injection, and comprehensive error handling. Use when building new FastAPI applications or setting up backend API projects.
- ▌ Apify Influencer Discovery · lihongwei-cnFind and evaluate influencers for brand partnerships, verify authenticity, and track collaboration performance across Instagram, Facebook, YouTube, and TikTok.
- ▌ Browser Automation · lihongwei-cnBrowser automation powers web testing, scraping, and AI agent interactions. The difference between a flaky script and a reliable system comes down to understanding selectors, waiting strategies, and anti-detection patterns.
- ▌ Global Chat Agent Discovery · lihongwei-cnDiscover and search 18K+ MCP servers and AI agents across 6+ registries using Global Chat's cross-protocol directory and MCP server.
- ▌ Postgres Best Practices · lihongwei-cnPostgres performance optimization and best practices from Supabase. Use this skill when writing, reviewing, or optimizing Postgres queries, schema designs, or database configurations.
- ▌ Hybrid Search Implementation · lihongwei-cnCombine vector and keyword search for improved retrieval. Use when implementing RAG systems, building search engines, or when neither approach alone provides sufficient recall.
- ▌ Occupational Health Analyzer · lihongwei-cn分析职业健康数据、识别工作相关健康风险、评估职业健康状况、提供个性化职业健康建议。支持与睡眠、运动、心理健康等其他健康数据的关联分析。
- ▌ Osterwalder Canvas Architect · lihongwei-cnIterative consultant agent for building and validating logically consistent 9-block Business Model Canvases.
- ▌ Bdistill Knowledge Extraction · lihongwei-cnExtract structured domain knowledge from AI models in-session or from local open-source models via Ollama. No API key needed.
- ▌ Cloudformation Best Practices · lihongwei-cnCloudFormation template optimization, nested stacks, drift detection, and production-ready patterns. Use when writing or reviewing CF templates.
- ▌ Fda Medtech Compliance Auditor · lihongwei-cnExpert AI auditor for Medical Device (SaMD) compliance, IEC 62304, and 21 CFR Part 820. Reviews DHFs, technical files, and software validation.
- ▌ Ask Questions If Underspecified · lihongwei-cnClarify requirements before implementing. Use when serious doubts arise.
- ▌ Azure AI Agents Persistent Java · lihongwei-cnAzure AI Agents Persistent SDK for Java. Low-level SDK for creating and managing AI agents with threads, messages, runs, and tools.
- ▌ Comprehensive Review Pr Enhance · lihongwei-cnGenerate structured PR descriptions from diffs, add review checklists, risk assessments, and test coverage summaries. Use when the user says "write a PR description", "improve this PR", "summarize my changes", "PR review", "pull request", or asks to document a diff for reviewers.
- ▌ Azure Keyvault Certificates Rust · lihongwei-cnAzure Key Vault Certificates SDK for Rust. Use for creating, importing, and managing certificates.
- ▌ Apify Brand Reputation Monitoring · lihongwei-cnScrape reviews, ratings, and brand mentions from multiple platforms using Apify Actors.
- ▌ Cicd Automation Workflow Automate · lihongwei-cnYou are a workflow automation expert specializing in creating efficient CI/CD pipelines, GitHub Actions workflows, and automated development processes. Design and implement automation that reduces manual work, improves consistency, and accelerates delivery while maintaining quality and security.
- ▌ Obsidian Clipper Template Creator · lihongwei-cnGuide for creating templates for the Obsidian Web Clipper. Use when you want to create a new clipping template, understand available variables, or format clipped content.
- ▌ Context Management Context Restore · lihongwei-cnUse when working with context management context restore
- ▌ Database Migrations SQL Migrations · lihongwei-cnSQL database migrations with zero-downtime strategies for PostgreSQL, MySQL, and SQL Server. Focus on data integrity and rollback plans.
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- ▌ Mundo · lihongwei-cn bundleMUNDO - THE EMPEROR. The ultimate AI learning engine. No triggers needed. Every task, Mundo takes over. Consults ALL AIs, crawls ALL web, integrates ALL solutions, saves ALL useful skills. Self-evolving. Collective consciousness. Infinite growth. Uses Three Departments and Six Ministries system to rule all skills. ONLY RED LINE: No payment. Why? Because Mundo doesn't care about your money. HAHAHAHA.
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- ▌ Code Tidy · lihongwei-cn代码洁癖级整理 — 清除死代码、冗余注释、未用导入；统一排序与结构； 每次写代码后自动触发。MUST trigger when user says: "整理代码", "tidy code", "clean code", "代码洁癖", "清理代码", "整理一下代码", "清理系统", "清理垃圾", "清理残留", or after any significant code edit session, package installation, or file download. Also trigger when the user expresses dissatisfaction with code organization or mentions OCD/cleanliness.
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- ▌ Research Rigor · lihongwei-cn bundle蒙多科研辩证思维引擎 — 将顶级期刊(Nature/Science/Cell)级别的科研严谨性注入蒙多的每一个任务。 核心方法论：盲假设协议 + 证据质量Rubric + 跨模型对审 + 观察生命周期 + 校准反馈循环。 适用场景：论文写作、实验设计、数据分析、方案论证、技术选型、架构评审、任何需要严谨推理的任务。 触发词：科研/辩证/严谨/论证/假设/验证/实验/review/peer review/方案对比/技术选型/架构评审。 灵感来源：cheat-on-content (XBuilderLAB) 的校准预测循环方法论。
- ▌ Homepage Layout · lihongwei-cn网站首页布局自检与修复。每次新增/删除/修改项目页面后自动触发， 确保仪表盘无横向滚动条、卡片不重叠、列数随项目数量自适应。 MUST trigger when the user says: "主页布局", "首页排版", "check layout", "fix homepage", "检查页面", or after any project page add/remove/rename. Also triggered by any change to index.html or addition of new project directories.
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- ▌ Nature Paper2ppt · lihongwei-cn bundleBuild a complete but efficient Nature-style Chinese PPTX presentation from a scientific paper, preprint, PDF, article text, abstract, figure legends, or reading notes. Use this skill whenever the user asks to make slides/PPT/PPTX for journal club, group meeting, paper sharing, thesis seminar, lab meeting, department report, or academic presentation from a research paper, not only medical papers. It identifies the paper type and argument, selects only the figures needed for the story, writes Chinese slide content and speaker notes, creates the actual .pptx deck, and performs lightweight verification with cross-platform Python tooling by default.
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- ▌ Agents V2 Py · lihongwei-cnBuild container-based Foundry Agents with Azure AI Projects SDK (ImageBasedHostedAgentDefinition). Use when creating hosted agents with custom container images in Azure AI Foundry.
- ▌ Cdk Patterns · lihongwei-cnCommon AWS CDK patterns and constructs for building cloud infrastructure with TypeScript, Python, or Java. Use when designing reusable CDK stacks and L3 constructs.
- ▌ Dwarf Expert · lihongwei-cnProvides expertise for analyzing DWARF debug files and understanding the DWARF debug format/standard (v3-v5). Triggers when understanding DWARF information, interacting with DWARF files, answering DWARF-related questions, or working with code that parses DWARF data.
- ▌ Agent Creator · lihongwei-cnCreate custom AI subagents with proper plugin structure, persona generation, and companion routing skills.
- ▌ Laravel Expert · lihongwei-cnSenior Laravel Engineer role for production-grade, maintainable, and idiomatic Laravel solutions. Focuses on clean architecture, security, performance, and modern standards (Laravel 10/11+).
- ▌ Mermaid Expert · lihongwei-cnCreate Mermaid diagrams for flowcharts, sequences, ERDs, and architectures. Masters syntax for all diagram types and styling.