shengdabai
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- ▌ Plan Tune · shengdabai bundleSelf-tuning question sensitivity + developer psychographic for gstack (v1: observational). Review which AskUserQuestion prompts fire across gstack skills, set per-question preferences (never-ask / always-ask / ask-only-for-one-way), inspect the dual-track profile (what you declared vs what your behavior suggests), and enable/disable question tuning. Conversational interface — no CLI syntax required. Use when asked to "tune questions", "stop asking me that", "too many questions", "show my profile", "what questions have I been asked", "show my vibe", "developer profile", or "turn off question tuning". (gstack) Proactively suggest when the user says the same gstack question has come up before, or when they explicitly override a recommendation for the Nth time.
- ▌ Opc Mvp Designer · shengdabai bundleDefine the smallest viable experiment and MVP for a selected one-person company opportunity. Use when Codex needs to explain what MVP means when needed, verify prerequisites, ask one question at a time, present multiple MVP options, and write user-confirmed outputs into `opc-doc/`.
- ▌ Opc Orchestrator · shengdabai bundleOrchestrate the full one-person company workflow across all OPC skills. Use when Codex needs to start, continue, or review the complete 一人企业方法论流程, read prior outputs from `opc-doc/`, determine the user's familiarity and preferred interaction mode, explain terms when needed, ask one question at a time, offer user-selectable options, and summarize the next concrete action for a Chinese-speaking user.
- ▌ Wechat Mp Export · shengdabai导出用户自己拥有的微信公众号"盛大白"全部历史文章为 markdown。使用 Playwright 扫码登录 mp.weixin.qq.com 后台,调用官方 appmsg list_ex 接口翻页拉文章,逐篇拉 js_content 转 md。也支持 fetch_stats.py 补抓阅读量/点赞/分享数据写入 frontmatter。仅当用户要求"导出公众号"/"备份公众号文章"/"批量下载我的公众号"时使用。
- ▌ Smoke Test · shengdabaiPost-restart smoke tests + auto-fix for gbrain and OpenClaw environments. Tests critical services, auto-fixes known issues, extensible via user-defined test scripts in ~/.gbrain/smoke-tests.d/*.sh.
- ▌ Soul Audit · shengdabai6-phase interactive interview that generates the agent's identity (SOUL.md), user profile (USER.md), access control (ACCESS_POLICY.md), and operational cadence (HEARTBEAT.md). Re-runnable anytime to update any section.
- ▌ Pair Agent · shengdabai bundlePair a remote AI agent with your browser. One command generates a setup key and prints instructions the other agent can follow to connect. Works with OpenClaw, Hermes, Codex, Cursor, or any agent that can make HTTP requests. The remote agent gets its own tab with scoped access (read+write by default, admin on request). Use when asked to "pair agent", "connect agent", "share browser", "remote browser", "let another agent use my browser", or "give browser access". (gstack) Voice triggers (speech-to-text aliases): "pair agent", "connect agent", "share my browser", "remote browser access".
- ▌ Liuxiaopai Design · shengdabaiUse when the user is planning or about to commit to a product, feature, technical design, market entry, pricing decision, business model, team/hiring decision, financial projection, or major personal/career decision and wants the AI to act as an adversarial critic (devil's advocate, biased investor, future-regretful self, hostile code reviewer, Socratic interrogator, post-mortem analyst, CFO interrogator) instead of validating the idea. Trigger on phrases like 泼冷水 / 别夸我 / 挑刺 / 找毛病 / 找漏洞 / 反方观点 / 魔鬼代言人 / liuxiaopai / 刘小排 / 刘小派 / stress test / pre-mortem / devil's advocate, or whenever the user is about to commit to an idea and explicitly asks for stress-testing rather than help executing. Default to this skill the moment the user signals "审视" rather than "执行".
- ▌ Book Mirror · shengdabai bundleTake any book (EPUB/PDF), produce a personalized chapter-by-chapter analysis with two-column tables. Left column preserves the chapter content; right column maps every idea to the reader's actual life using brain context. Output is a single brain page at media/books/<slug>-personalized.md plus an optional PDF via brain-pdf.
- ▌ Idea Ingest · shengdabaiIngest links, articles, tweets, and ideas into the brain. Fetch content, save to brain with analysis, create author people page, and cross-link. Use when the user shares a link or says "read this", "save this", "think about this".
- ▌ Design HTML · shengdabai bundleDesign finalization: generates production-quality Pretext-native HTML/CSS. Works with approved mockups from /design-shotgun, CEO plans from /plan-ceo-review, design review context from /plan-design-review, or from scratch with a user description. Text actually reflows, heights are computed, layouts are dynamic. 30KB overhead, zero deps. Smart API routing: picks the right Pretext patterns for each design type. Use when: "finalize this design", "turn this into HTML", "build me a page", "implement this design", or after any planning skill. Proactively suggest when user has approved a design or has a plan ready. (gstack) Voice triggers (speech-to-text aliases): "build the design", "code the mockup", "make it real".
- ▌ Sync Gbrain · shengdabai bundleKeep gbrain current with this repo's code and refresh agent search guidance in CLAUDE.md. Wraps the gstack-gbrain-sync orchestrator with state probing, native code-surface registration, capability checks, and a verdict block. Re-runnable, idempotent. Use when: "sync gbrain", "refresh gbrain", "re-index this repo", "gbrain search isn't finding things". (gstack)
- ▌ Import To Obsidian · shengdabaiUse when user wants to save web content, articles, videos, or any URL to Obsidian vault. Auto-triggers on keywords like "obsidian", "import", "clip", "save to vault", "知识库", "收藏". Handles URL extraction, auto-classification, tagging, and vault insertion with graph connections.
- ▌ Opc Resource Audit · shengdabai bundleInventory all founder resources across 8 categories for a one-person company. Use when Codex needs to systematically confirm what resources the founder has — experience, network, skills, relationships, channels, assets, time/money constraints, hard limits — by first doing a broad scan of each category, then drilling into specifics (distribution, usable portions, how to use, cost of use), and producing a confirmed detailed resource inventory written to `opc-doc/`. Does NOT analyze directions, preferences, suitability, or risk tolerance — those belong to downstream skills.
- ▌ Plan Design Review · shengdabai bundleDesigner's eye plan review — interactive, like CEO and Eng review. Rates each design dimension 0-10, explains what would make it a 10, then fixes the plan to get there. Works in plan mode. For live site visual audits, use /design-review. Use when asked to "review the design plan" or "design critique". Proactively suggest when the user has a plan with UI/UX components that should be reviewed before implementation. (gstack)
- ▌ Resume From Ledger · shengdabaiResume an interrupted multi-step task by reading a TODO ledger from .omc/plans/. Use when the user says "continue", "resume", "pick up where we left off", or references a prior session that was cut off by usage limits.
- ▌ Seedance Prompt En · shengdabai bundleWrite effective prompts for Jimeng Seedance 2.0 multimodal AI video generation. Use when users want to create video prompts using text, images, videos, and audio inputs with the @ reference system. Covers camera movements, effects replication, video extension, editing, music beat-matching, e-commerce ads, short dramas, and educational content.
- ▌ Seedance Prompt Zh · shengdabai为即梦 Seedance 2.0 多模态AI视频生成模型撰写高质量提示词。当用户需要使用文本、图片、视频、音频等多模态输入创作视频提示词时触发。涵盖@引用语法、运镜复刻、特效模仿、视频延长、视频编辑、音乐卡点、电商广告、短剧创作、科普教育等场景。
- ▌ Design Consultation · shengdabai bundleDesign consultation: understands your product, researches the landscape, proposes a complete design system (aesthetic, typography, color, layout, spacing, motion), and generates font+color preview pages. Creates DESIGN.md as your project's design source of truth. For existing sites, use /plan-design-review to infer the system instead. Use when asked to "design system", "brand guidelines", or "create DESIGN.md". Proactively suggest when starting a new project's UI with no existing design system or DESIGN.md. (gstack)
- ▌ Media Ingest · shengdabaiIngest video, audio, PDF, book, screenshot, and GitHub repo content into the brain. Multi-format handling with entity extraction and backlink propagation. Covers video-ingest, youtube-ingest, and book-ingest subtypes.
- ▌ Context Save · shengdabai bundleSave working context. Captures git state, decisions made, and remaining work so any future session can pick up without losing a beat. Use when asked to "save progress", "save state", "context save", or "save my work". Pair with /context-restore to resume later. Formerly /checkpoint — renamed because Claude Code treats /checkpoint as a native rewind alias in current environments, which was shadowing this skill. (gstack)
- ▌ Devex Review · shengdabai bundleLive developer experience audit. Uses the browse tool to actually TEST the developer experience: navigates docs, tries the getting started flow, times TTHW, screenshots error messages, evaluates CLI help text. Produces a DX scorecard with evidence. Compares against /plan-devex-review scores if they exist (the boomerang: plan said 3 minutes, reality says 8). Use when asked to "test the DX", "DX audit", "developer experience test", or "try the onboarding". Proactively suggest after shipping a developer-facing feature. (gstack) Voice triggers (speech-to-text aliases): "dx audit", "test the developer experience", "try the onboarding", "developer experience test".
- ▌ Limit Continue Work · shengdabai bundle当 Claude Code 遇到 5 小时用量限制(rate limit)时,自动等待用量重置并继续执行之前的任务。 保存任务快照 + 使用 CronCreate 原生定时任务 + 自动恢复执行。 Use when: "limit continue", "auto continue", "等限制重置", "自动继续", "用量限制后继续", "设置限制后自动恢复", "limit reset continue"
- ▌ Opc Conversion Loop · shengdabai bundleDesign a conversion loop for a one-person company from reach to lead capture to purchase. Use when Codex needs to explain conversion concepts when needed, verify MVP prerequisites, ask one question at a time, present multiple conversion-path options, and write user-confirmed outputs into `opc-doc/`.
- ▌ Stitch Design Taste · shengdabai bundleSemantic Design System Skill for Google Stitch. Generates agent-friendly DESIGN.md files that enforce premium, anti-generic UI standards — strict typography, calibrated color, asymmetric layouts, perpetual micro-motion, and hardware-accelerated performance.
- ▌ Data Research · shengdabaiStructured data research: search sources, extract structured data, archive raw sources, maintain canonical tracker pages, deduplicate. Parameterized via YAML recipes for investor updates, donations, company updates, or any email-to-structured-data pipeline.
- ▌ Opc Dashboard Review · shengdabai bundleReview the operating health of a one-person company using lightweight metrics, bottleneck analysis, and stop-loss logic. Use when Codex needs to explain review concepts when needed, verify available outputs, ask one question at a time, present multiple bottleneck hypotheses, and write user-confirmed outputs into `opc-doc/`.
- ▌ Design Taste Frontend · shengdabaiAnti-slop frontend skill for landing pages, portfolios, and redesigns. The agent reads the brief, infers the right design direction, and ships interfaces that do not look templated. Real design systems when applicable, audit-first on redesigns, strict pre-flight check.
- ▌ Cron Scheduler · shengdabaiSchedule management with staggering, quiet hours, and wake-up override. Validates schedules, prevents collisions, and gates delivery during quiet hours.
- ▌ Landing Report · shengdabai bundleRead-only queue dashboard for workspace-aware ship. Shows which VERSION slots are currently claimed by open PRs, which sibling Conductor workspaces have WIP work likely to ship soon, and what slot /ship would pick next. No mutations — just a snapshot. Use when asked to "landing report", "what's in the queue", "show me open PRs", or "which version do I claim next". (gstack)
- ▌ Imagegen Frontend Web · shengdabaiElite frontend image-direction skill for generating premium, conversion-aware website design references. CRITICAL OUTPUT RULE — generate ONE separate horizontal image FOR EVERY section. A landing page with 8 sections produces 8 images. Never compress multiple sections into one image. Enforces composition variety (not always left-text / right-image), background-image freedom, varied CTAs, varied hero scales (giant / mid / mini minimalist), narrative concept spine, second-read moments, and a single consistent palette across all images. Optimized for landing pages, marketing sites, and product comps that developers or coding models can accurately recreate.
- ▌ Opc Niche Positioning · shengdabai bundleFind and position a viable niche market for a one-person company by combining market mapping and customer segmentation. Use when Codex needs to explain niche concepts when needed, check founder-resource prerequisites, ask one question at a time, generate multiple niche options, and write user-confirmed positioning outputs into `opc-doc/`.
- ▌ Opc Value Proposition · shengdabai bundleDesign value propositions for candidate customer segments and help the user choose the strongest one. Use when Codex needs to explain jobs, pains, and gains when needed, check niche-positioning prerequisites, ask one question at a time, present multiple value-proposition options, and write user-confirmed outputs into `opc-doc/`.
- ▌ Setup Browser Cookies · shengdabai bundleImport cookies from your real Chromium browser into the headless browse session. Opens an interactive picker UI where you select which cookie domains to import. Use before QA testing authenticated pages. Use when asked to "import cookies", "login to the site", or "authenticate the browser". (gstack)
- ▌ Sync Skills Preflight · shengdabaiRun before pushing to Tony-Claude-Code-Skills repo. Validates remote URL, scans tracked files for credentials (.env / api_key / secret patterns), detects nested .git directories that break pushes, and reports all issues. Use when about to commit or push skills/MCP/plugin changes to GitHub.
- ▌ Signal Detector · shengdabaiAlways-on ambient signal capture. Fires on every inbound message to detect original thinking and entity mentions. Spawn as a cheap sub-agent in parallel, never block the main response.
- ▌ Skillpack Check · shengdabaiRun `gbrain skillpack-check` to produce an agent-readable JSON health report for the gbrain install. Wraps `gbrain doctor` + `gbrain apply-migrations --list` so a host agent (your OpenClaw's morning-briefing, any OpenClaw cron) can see at a glance whether the skillpack needs attention. Use when the user asks "is gbrain healthy?", when a cron fires a morning check, or proactively when something seems off (jobs not running, brain not updating, autopilot silent).
- ▌ Context Restore · shengdabai bundleRestore working context saved earlier by /context-save. Loads the most recent saved state (across all branches by default) so you can pick up where you left off — even across Conductor workspace handoffs. Use when asked to "resume", "restore context", "where was I", or "pick up where I left off". Pair with /context-save. Formerly /checkpoint resume — renamed because Claude Code treats /checkpoint as a native rewind alias in current environments. (gstack)
- ▌ High End Visual Design · shengdabaiTeaches the AI to design like a high-end agency. Defines the exact fonts, spacing, shadows, card structures, and animations that make a website feel expensive. Blocks all the common defaults that make AI designs look cheap or generic.
- ▌ Liuxiaopai Methodology · shengdabai bundle扮演刘小排(Raphael AI 创始人,2024 年 AI 编程一人公司近千万营收,深海圈/SCAI 孵化器主理人)作为你的 1-on-1 产品教练。当用户提到 "刘小排"、"小排老师"、"扮演刘小排"、"找小排聊聊"、"小排怎么看"、"liuxiaopai 教练"、"AI 出海"、"MicroSaaS"、"一人公司"、"独立开发"、"出海产品"、"Raphael"、"翻石头"、"需求倒推"、"Idea to Business"、"我有个 AI 产品想法"、"我想做出海" 等任一触发词时,自动进入刘小排教练模式 — 用他的口吻、思考框架(产品三段论 / 需求填空题 / 翻石头原则 / 北极星指标 / 5% 成功率 / make something people love)、生财圈友式的真诚与降维打击,给用户做端到端教练指导。交互式引导(关键决策点给选项卡片)+ 实时联网核验(案例/榜单/竞品/工具栈),既不靠用户硬打字、也不靠过时记忆。**不与 liuxiaopai-design 重叠(那是泼冷水审讯,本 skill 是建设性教练);不与 liuxiaopai-product 重叠(那是自动扫源工具,本 skill 是人本教练对话)。** 三者协作:methodology 教你怎么想 → product 扫到候选 → design 把它逼到墙角。只要用户带着「做不做某个 AI 产品 / 出海 / 副业 SaaS 怎么破局 / 做出来没人用 / 有人用不赚钱 / 一个人忙不过来 / 连试几个都失败」这类一人公司困惑来找指导,即便没说出上面任何关键词,也应进入本 skill 当教练,不要 undertrigger。
- ▌ Full Output Enforcement · shengdabaiOverrides default LLM truncation behavior. Enforces complete code generation, bans placeholder patterns, and handles token-limit splits cleanly. Apply to any task requiring exhaustive, unabridged output.
- ▌ Benchmark Models · shengdabai bundleCross-model benchmark for gstack skills. Runs the same prompt through Claude, GPT (via Codex CLI), and Gemini side-by-side — compares latency, tokens, cost, and optionally quality via LLM judge. Answers "which model is actually best for this skill?" with data instead of vibes. Separate from /benchmark, which measures web page performance. Use when: "benchmark models", "compare models", "which model is best for X", "cross-model comparison", "model shootout". (gstack) Voice triggers (speech-to-text aliases): "compare models", "model shootout", "which model is best".
- ▌ Industrial Brutalist UI · shengdabaiRaw mechanical interfaces fusing Swiss typographic print with military terminal aesthetics. Rigid grids, extreme type scale contrast, utilitarian color, analog degradation effects. For data-heavy dashboards, portfolios, or editorial sites that need to feel like declassified blueprints.
- ▌ Concept Synthesis · shengdabai bundleDeduplicate and synthesize raw concept stubs into a tiered intellectual map (T1 Canon to T4 Riff), tracing idea evolution across sources over time. Transforms thousands of raw concept pages into a curated intellectual fingerprint.
- ▌ Frontmatter Guard · shengdabai bundleValidate and auto-repair YAML frontmatter on brain pages. Catches malformed pages before they enter the brain (missing closing ---, nested quotes, slug mismatches, null bytes, empty frontmatter, YAML parse failures). Wraps the `gbrain frontmatter` CLI for agent-driven workflows.
- ▌ Meeting Ingestion · shengdabaiIngest meeting transcripts into brain pages with attendee enrichment, entity propagation, and timeline merge. A meeting is NOT fully ingested until the enrich skill has processed every entity.
- ▌ Strategic Reading · shengdabai bundleRead a book, article, transcript, or case study through the lens of a specific strategic problem you're facing. Produces an applied playbook that maps the source onto the problem and gives short/medium/long-term recommendations. NOT for general book summaries.
- ▌ Voice Note Ingest · shengdabai bundleIngest a voice note with exact-phrasing preservation (never paraphrased). Routes content to originals/, concepts/, people/, companies/, ideas/, personal/, or voice-notes/ based on a decision tree. The user's exact words are the signal.
- ▌ Plan Devex Review · shengdabai bundleInteractive developer experience plan review. Explores developer personas, benchmarks against competitors, designs magical moments, and traces friction points before scoring. Three modes: DX EXPANSION (competitive advantage), DX POLISH (bulletproof every touchpoint), DX TRIAGE (critical gaps only). Use when asked to "DX review", "developer experience audit", "devex review", or "API design review". Proactively suggest when the user has a plan for developer-facing products (APIs, CLIs, SDKs, libraries, platforms, docs). (gstack) Voice triggers (speech-to-text aliases): "dx review", "developer experience review", "devex review", "devex audit", "API design review", "onboarding review".
- ▌ Imagegen Frontend Mobile · shengdabai bundleElite mobile app image-generation skill for creating premium, app-native screen concepts and flows. Designed for iOS, Android, and cross-platform mobile products. Prioritizes clean hierarchy, comfortably readable text, strong multi-screen consistency, controlled color palettes, non-generic creative direction, textured surfaces, image-led composition, tasteful custom iconography, and clean phone mockup framing. By default, screens should be shown inside a subtle premium iPhone or similar phone mockup with a visible frame, while the main focus stays on the app content itself. This skill generates images only. It does not write code.
- ▌ Claude Agent Sdk · shengdabai bundleBuild autonomous AI agents with Claude Agent SDK. TypeScript v0.2.96 | Python v0.1.56. Covers: query(), hooks, subagents, MCP, permissions, sandbox, structured outputs, and sessions. Use when: building AI agents, configuring MCP servers, setting up permissions/hooks, using structured outputs, troubleshooting SDK errors, or working with subagents.
- ▌ Daily Task Manager · shengdabaiTask lifecycle management. Add, complete, defer, remove, and review tasks. Maintains a running task list as a brain page.
- ▌ Opc Business Model Design · shengdabai bundleDesign a viable business model for a one-person company using Lean Canvas and a simplified Business Model Canvas. Use when Codex needs to explain the business-model concepts when needed, verify niche and value-proposition prerequisites, ask one question at a time, present multiple model choices, and write user-confirmed outputs into `opc-doc/`.
- ▌ Ship · shengdabai bundleShip workflow: detect + merge base branch, run tests, review diff, bump VERSION, update CHANGELOG, commit, push, create PR. Use when asked to "ship", "deploy", "push to main", "create a PR", or "merge and push". Proactively suggest when the user says code is ready or asks about deploying.
- ▌ Claude Code Project Layout · shengdabaiUse when initializing a new Claude Code project, auditing an existing project's `.claude/` directory structure, scaffolding CLAUDE.md / settings.json / hooks / agents / skills / plugins / output-styles / rules, or whenever the user asks about Claude Code project conventions, file layout standards, or "标准目录结构".
- ▌ Minion Orchestrator · shengdabaiUnified Minions skill for both deterministic shell jobs and LLM subagent orchestration. Replaces the older `gbrain-jobs` routing intent. Use when: submitting gbrain jobs, shell/background tasks, spawning subagents, checking progress, steering running work, pausing/resuming, parallel fan-out. One durable, observable, steerable queue interface.
- ▌ Perplexity Research · shengdabai bundleBrain-augmented web research. Sends brain context about a topic to Perplexity, which searches the web with citations and returns what is NEW vs what the brain already knows. Use for entity enrichment, current-state checks, deal monitoring, and freshness deltas. NOT for simple URL fetches (use web_fetch) or brain-only queries (use gbrain query).
- ▌ Redesign Existing Projects · shengdabaiUpgrades existing websites and apps to premium quality. Audits current design, identifies generic AI patterns, and applies high-end design standards without breaking functionality. Works with any CSS framework or vanilla CSS.
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- ▌ Gstack Upgrade · shengdabai bundleUpgrade gstack to the latest version. Detects global vs vendored install, runs the upgrade, and shows what's new. Use when asked to "upgrade gstack", "update gstack", or "get latest version".
- ▌ Rules · shengdabaiThe 50 rules of natural language programming. Loaded when writing, reviewing, or improving any NL artifact — skills, agents, commands, rules, hooks, prompts, plugins, CLAUDE.md. The definitive style guide for NL code quality.
- ▌ Scoring · shengdabaiUse when scoring NL artifact quality, applying penalties, or calibrating lint judgment — contains the 100-point rubric with penalty tables per artifact type and 4 worked calibration examples.
- ▌ Uv · shengdabai bundleExpert Python package management with uv - fast dependency management, virtual environments, and modern Python project workflows. Use when setting up Python projects, managing dependencies, or optimizing Python development workflows with uv.
- ▌ Patterns · shengdabaiUse when writing or reviewing NL artifacts and need to check for anti-patterns — vague quantifiers, prohibitions without alternatives, oversized skills, write-on-read-only agents, monolithic prompts, or linter-duplicating rules.
- ▌ Security · shengdabaiSecurity pattern database for Claude Code plugin audits. Covers execution surfaces, supply chain, data exfiltration, and prompt injection.
- ▌ Office Hours · shengdabai bundleYC Office Hours — two modes. Startup mode: six forcing questions that expose demand reality, status quo, desperate specificity, narrowest wedge, observation, and future-fit. Builder mode: design thinking brainstorming for side projects, hackathons, learning, and open source. Saves a design doc. Use when asked to "brainstorm this", "I have an idea", "help me think through this", "office hours", or "is this worth building". Proactively suggest when the user describes a new product idea or is exploring whether something is worth building — before any code is written. Use before /plan-ceo-review or /plan-eng-review.
- ▌ Connect Chrome · shengdabai bundleLaunch real Chrome controlled by gstack with the Side Panel extension auto-loaded. One command: connects Claude to a visible Chrome window where you can watch every action in real time. The extension shows a live activity feed in the Side Panel. Use when asked to "connect chrome", "open chrome", "real browser", "launch chrome", "side panel", or "control my browser".
- ▌ Conventions · shengdabaiUse when writing, reviewing, or validating Claude Code plugin artifacts — check frontmatter schemas, hook event names, naming conventions, prompt structure, or reference syntax. Loaded by the NLPM scorer and checker agents for schema validation.
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- ▌ Plan Ceo Review · shengdabai bundleCEO/founder-mode plan review. Rethink the problem, find the 10-star product, challenge premises, expand scope when it creates a better product. Four modes: SCOPE EXPANSION (dream big), SELECTIVE EXPANSION (hold scope + cherry-pick expansions), HOLD SCOPE (maximum rigor), SCOPE REDUCTION (strip to essentials). Use when asked to "think bigger", "expand scope", "strategy review", "rethink this", or "is this ambitious enough". Proactively suggest when the user is questioning scope or ambition of a plan, or when the plan feels like it could be thinking bigger.
- ▌ Orchestration · shengdabaiMulti-agent workflow patterns for Claude Code -- parallel dispatch, sequential pipelines, QC gates, retry loops, shared partials. Use when designing systems with multiple agents, commands, or processing stages.
- ▌ Writing Hooks · shengdabaiHow to write Claude Code hooks -- event selection, hook types, matcher patterns, blocking vs advisory, portable paths. Use when creating hooks for quality gates, automation, or policy enforcement.
- ▌ Writing Rules · shengdabaiHow to write .claude/rules/ files that Claude actually follows. Use when creating, improving, or reviewing project rules.
- ▌ Writing Agents · shengdabaiHow to write Claude Code agents that trigger reliably, use the right model, and produce consistent output. Use when creating, improving, or reviewing agent definitions.
- ▌ Writing Skills · shengdabaiHow to write SKILL.md files that trigger reliably and teach effectively. Use when creating, improving, or reviewing Claude Code skills.
- ▌ Writing Plugins · shengdabaiHow to design and build Claude Code plugins -- architecture decisions, component selection, file structure, manifest configuration, marketplace publishing. Use when planning, creating, or reviewing a Claude Code plugin.
- ▌ Writing Prompts · shengdabaiHow to write effective system prompts for any LLM. Universal prompt engineering -- role clarity, structured output, injection resistance, few-shot examples. Use when writing prompts, system instructions, or AI configuration.
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- ▌ Multi Perspective Code Review · shengdabaiCoordinate multi-agent code review with specialized perspectives. Use when conducting code reviews, analyzing PRs, evaluating staged changes, or reviewing specific files. Handles security, performance, quality, and test coverage analysis with confidence scoring and actionable recommendations.
- ▌ Code Documenter · shengdabai bundleAutomatically detect and add comprehensive documentation to code files across multiple languages (Python, JavaScript/TypeScript, C/C++, Dart/Flutter). Generate language-appropriate docstrings, comments, and examples following industry standards. Use when code files lack documentation, after implementing new features, or when requested to document code. Support single files and batch documentation.
- ▌ Fastapi Backend · shengdabai bundleBuild production-ready FastAPI backends with async/await, SQLAlchemy, JWT authentication, Pydantic validation, and Celery background tasks. Use when creating REST APIs, implementing CRUD endpoints, setting up authentication, managing database sessions, or building backend services with FastAPI.
- ▌ Git Workflow · shengdabaiManage git operations for spec-driven development. Use when creating branches for specs/features, generating commits, or creating PRs. Provides consistent git workflow across specify, implement, and refactor commands. Handles branch naming, commit messages, and PR descriptions based on spec context.
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- ▌ Chezmoi Dotfiles · shengdabai bundleSecure dotfiles management with chezmoi. Use when helping users initialize chezmoi repositories, add/manage dotfiles, handle secrets with age encryption, create templates for multi-machine configs, troubleshoot chezmoi issues, or review dotfiles for security. Always checks for security implications before adding files.
- ▌ Bug Diagnosis · shengdabaiApply scientific debugging methodology through conversational investigation. Use when investigating bugs, forming hypotheses, tracing error causes, performing root cause analysis, or systematically diagnosing issues. Includes progressive disclosure patterns, observable actions principle, and user-controlled dialogue flow.
- ▌ Prompt Engineering · shengdabaiCore prompt engineering and context engineering best practices for Claude Code prompts.
- ▌ Flutter Development · shengdabai bundleComprehensive Flutter development guidance covering widget composition (including ADHD-friendly UI patterns), state management (Bloc and Riverpod), navigation with go_router, platform-specific code for iOS/Android/Web/Desktop, Material Design 3 implementation, and performance optimization. Use when building Flutter applications, implementing state management, creating cross-platform features, optimizing performance, or designing accessible user interfaces.
- ▌ Postgresql Database · shengdabai bundleExpert PostgreSQL database development skill covering schema design, normalization, Alembic migrations, SQLAlchemy ORM patterns, query optimization, index strategies, JSONB for flexible data, and full-text search. Use when designing database schemas, creating migrations, optimizing queries, implementing full-text search, or working with PostgreSQL-specific features like JSONB.
- ▌ Agent Orchestration · shengdabaiDO NOT invoke unless explicitly instructed. Core guidelines for orchestrating tasks with subagents.
- ▌ Iot System Architect · shengdabai bundleExpert IoT system architecture covering distributed systems, event-driven design, edge computing, and microservices patterns. Use when designing multi-device systems, planning communication architecture, implementing event-driven patterns, or scaling IoT deployments. Specializes in MQTT-based architectures, state synchronization, and real-time constraints.
- ▌ Codebase Analysis · shengdabaiDiscover patterns, rules, and interfaces through iterative analysis cycles. Use when analyzing business rules, technical patterns, security, performance, integration points, or domain-specific areas. Includes cycle pattern for discovery to documentation to review workflow.
- ▌ Agent Coordination · shengdabaiExecute implementation plans phase-by-phase with checkpoint validation. Use when implementing from a PLAN, executing task sequences, managing phase transitions, tracking implementation progress, or handling blocked states. Maintains TodoWrite for phase tracking and ensures user confirmation at phase boundaries.
- ▌ Documentation Sync · shengdabaiMaintain documentation freshness and code-doc alignment. Use when detecting stale documentation, suggesting doc updates during implementation, validating doc accuracy, or generating missing documentation. Handles staleness detection, coverage analysis, and doc/code synchronization.
- ▌ Architecture Design · shengdabai bundleCreate and validate solution design documents (SDD). Use when designing architecture, defining interfaces, documenting technical decisions, analyzing system components, or working on solution-design.md files in docs/specs/. Includes validation checklist, consistency verification, and overlap detection.
- ▌ Context Preservation · shengdabaiPreserve and restore session context across conversations. Use when completing significant work, switching contexts, or resuming previous work. Captures decisions, progress, blockers, and important discoveries. Enables seamless context handoff between sessions.
- ▌ Requirements Analysis · shengdabai bundleCreate and validate product requirements documents (PRD). Use when writing requirements, defining user stories, specifying acceptance criteria, analyzing user needs, or working on product-requirements.md files in docs/specs/. Includes validation checklist, iterative cycle pattern, and multi-angle review process.
- ▌ Specification Management · shengdabai bundleInitialize and manage specification directories with auto-incrementing IDs. Use when creating new specs, checking spec status, tracking user decisions, or managing the docs/specs/ directory structure. Maintains README.md in each spec to record decisions (e.g., PRD skipped), context, and progress. Orchestrates the specification workflow across PRD, SDD, and PLAN phases.
- ▌ Specification Validation · shengdabaiValidate specifications, implementations, or understanding for completeness, consistency, and correctness. Use when checking spec quality, comparing implementation against design, validating file contents, assessing readiness, or confirming understanding. Supports spec IDs, file paths, and freeform requests.
- ▌ Implementation Verification · shengdabaiValidate implementation against specifications (PRD/SDD/PLAN). Use when verifying specification compliance, checking interface contracts, validating architecture decisions, detecting deviations, or ensuring implementations match documented requirements. Provides structured compliance reporting.