#SkillRepo stars

1. 577Embedded Systems ArchitectZachariah9420/embedded-systems-architectEmbedded systems and Edge AI architecture assistant for development-board projects. Use when the user works with dev boards, SoC, MCU or microcontroller (datasheet, TRM, HDK, schematics), firmware or RTOS development, cross-compilation, SDK / BSP / sample code, board families such as Jetson, Raspberry Pi, ESP32, STM32, deploying AI models to NPU / TinyML runtimes (ONNX, TFLite, vendor toolchains, operator compatibility, quantization), estimating performance / memory / power, or flashing, recovery and board bring-up. 嵌入式系統與 Edge AI 開發助手:開發板與 SoC 評估、韌體 / RTOS / 微控制器 開發、交叉編譯、SDK/BSP/sample code 分6
2. 578End Game Thinkingshosmer/end-game-thinking-skillStrategic foresight methodology for reasoning backward from possible futures to identify defensible positions in the present. Combines backward induction, inversion, premortem analysis, regret minimization, and scenario stress-testing into a structured exercise that produces a written artifact. MANDATORY TRIGGERS: end game thinking, endgame, what positions should I hold, how do I prepare for AI, future-proofing, strategic positioning, what happens when AI, stress test my strategy, what are my blindspots, competitive positioning for AI, scenario planning, backward induction, inversion exercise,5
3. 579Gpt Pro199-biotechnologies/claude-skill-gpt-proPackage files + structured prompts for manual copy-paste into GPT-5.4 Pro for deep reasoning review. Use when user says 'send to GPT Pro', 'GPT Pro review', 'ChatGPT Pro review', 'prepare for GPT', 'package for GPT Pro', 'get GPT to review', 'GPT Pro analysis', 'upload to ChatGPT', 'gpt-pro', '/gpt-pro', 'pack for GPT', 'bundle for ChatGPT', 'have ChatGPT check this', 'send this to GPT', 'GPT deep review'. Creates structured prompt + file bundle as tar.gz in ~/Documents/GPT Pro Analysis/ and copies prompt to clipboard for manual paste into ChatGPT Pro.5
4. 580Hubspot AI Contextchadstamm/claude-skill-hubspot-ai-contextFill HubSpot's AI Context page (Business tab + Customers tab — ICPs and Personas) by crawling a client website, researching competitors and brand reputation (positive + negative), and generating click-to-copy paste-sheet HTML. Use when setting up a new client in HubSpot's AI/Breeze Intelligence layer or when refreshing existing context. Triggers — "fill out AI context", "set up HubSpot ICPs", "create paste sheet for [client]", "generate Breeze Intelligence context", "research competitors for [client]".6
5. 581Humanizer KoIsaacEryn/humanizer-ko한국어 텍스트에서 AI 생성 글의 티를 찾아 제거한다. 글을 자연스러운 사람의 문장으로 다듬거나 검토할 때 사용. Remove signs of AI-generated writing from Korean text (humanize Korean text). 의의 부풀리기, 홍보성 언어, 연결어미 부가절, AI 어휘, 이중 피동, 번역투, 문체 혼용, 대구 연쇄, 결산 공식, 연결어미 뒤 쉼표, 줄표 남용, 상투적 마무리 등 37개 패턴을 탐지하고 고친다. 논문 초록 과적재·단서 누적·삼중 요약 같은 학술 원고 티와 발표 대본 티는 장르 참고 파일로 따로 본다.6
6. 582ImpArabianaischool/prompt-actionImprove and enhance any prompt or request before executing it. Use this skill whenever the user's message starts with "/imp" or when the user asks to "improve my prompt", "enhance this request", "optimize this prompt", or wants Claude to apply prompt engineering techniques before executing a task. The skill rewrites the user's raw request using best practices (clarity, XML structure, examples, context, role-setting), then executes the improved prompt and shows both the improved version and the result.6
7. 583Keldron Agentkeldron-ai/keldron-agentGPU monitoring with risk intelligence. Local + cloud fleet monitoring, health tracking, proactive alerts, and AI-powered fleet analytics.6
8. 584Life Role Inventorygala-rong/life-role-inventory生涯與生活角色盤點——用結構化訪談清點你正在扮演的所有角色（工作只是其中之一：父母、伴侶、朋友、興趣、信仰都算），收斂成一張可驗證的現況地圖與錨點句，並可延伸為 AI 協作分工建議。當使用者說「盤點我的角色」「生涯盤點」「人生盤點」「生活盤點」「幫我整理最近生活的各條線」「我該聚焦什麼」「深度訪談我」時使用（無論第幾次，一律跑同一套單次流程）。純方法論 skill：不含任何受訪者個人資料；訪談內容一律寫在受訪者自管的筆記檔，不進入任何記憶或其他 skill。多檔結構：口語技巧庫、判例集、製作參考收於 references/，依檔案地圖按需載入。6
9. 585Logseq Outlinekerim/logseq-outline-skillFormat any content as a Logseq-compatible outline using nested bullets (no markdown headers, no bold). Works in both Claude Code and Claude Desktop.6
10. 586Minimax H3 Promptkuronzzhan-droid/minimax-h3-prompt-skill按 MiniMax-H3 的两种有效格式撰写视频生成提示词（时间轴风格 / 官方结构化风格），覆盖 T2VA 文生视频、I2VA·FL2VA·L2VA 首尾帧、full-reference 参考生视频 R2V。只要用户想用本地 ComfyUI 的 H3 出视频、要求写或改 H3 提示词、提到 MiniMax H3 / ref2va / fl2va、给参考图或音色让角色说话唱歌、或抱怨 H3 出片"角色不像/台词乱语/声音不对/动作没跟上节拍"，都应使用本技能——它带官方规范原文、两种风格的实战范例和本机显存实测约束。6
11. 587Nigatron Claude Skilliemirakman/nigatron-claude-skillKod yazarken Konudan bihaber takılan, ancak kriz anlarında sert patlayan dost canlısı persona skill'i..6
12. 588Plain Languageolivervvvv/plain-language-skill把繞口、術語堆疊、一句話塞三個概念的 AI 回覆或技術文字，改寫成人類一眼看懂的白話 —— 中文走中文的規則，英文走英文的規則，且都不改變原意。Rewrites convoluted AI output and technical writing into plain language a human gets on the first read; Chinese and English each have their own rule set. 當用戶說「白話」「翻成人話」「太繞口」「看不懂」，或說 "plain English"、"simplify this"、"too wordy"，或當你自己正要輸出一段密度過高的解釋時，載入這個 skill。6
13. 589Seedance Shotlist Directorafloy011-spec/seedance-shotlist-director-enGenerate a director's shotlist as an editable HTML production board for Seedance 2.0. Use whenever the user provides a script, scene breakdown, story idea, or treatment to turn into a numbered shotlist with English Seedance prompts — trigger on "make a shotlist", "director’s shotlist", "break this script into prompts", "generate prompts for Seedance", or any request to convert narrative content into shot-by-shot prompts. Also use to revise an existing shotlist HTML — re-render the same document (read its embedded Project Bible JSON to restore context). BOUNDARY — tuned for Seedance 2.0; if the6
14. 590Structflowkings0527/structflowEvidence-first structural research for industries, companies, commodities, tradable assets, and policy systems. Use when the user requests StructFlow or needs a rigorous, source-grounded analysis of system boundaries, variables, causal drivers, feedback loops, nonlinear dynamics, regimes, market distortion, structural signals, or asset mapping. Run canonical input resolution, staged L0-L7 modeling, adversarial challenge, contradiction search, deterministic research gates, and auditable report generation. Use the host agent's model for reasoning; no separate LLM API key is required. Optional Ta6
15. 591Token Optimizersamibajwaisking/Token-Optimizer-SkillMaximize Claude's output quality while minimizing input token usage. Use this skill whenever a user wants to compress prompts, reduce token consumption, extract maximum output from Claude, write high-density instructions, optimize system prompts, or improve AI communication efficiency. Trigger on phrases like "optimize my prompt", "too many tokens", "make this shorter but better", "get more from Claude", "compress this prompt", "write a better system prompt", "token efficient", or any request to improve how someone communicates with Claude or any LLM. Also trigger when building AI-powered tool6
16. 592Walk Forward Leakage Auditormospira/walkforward-auditAudits time-based machine learning backtests, walk-forward validation, rolling retraining, forecasting evaluations, and temporal train/test pipelines for data leakage, faulty split logic, invalid feature timing, target leakage, calibration/tuning leakage, and misleading experiment comparisons. Use when agent needs to review or change walk-forward code, time-series ML experiments, trading backtests, forecasting notebooks, rolling CV logic, or any model evaluation where past-to-future chronology matters.6
17. 593XiaocievoworkAI/xiaoci-skill中文成稿的去 AI 味清理工具（消磁）。识别并清除中文文本里的模型写作痕迹：翻案腔、 破折号揭晓、提示语冒号、空转句引列表、段首零回指评论、相邻句结构同款、大纲式编号小标题、 理想化拟人喻体、翻译腔、宣传腔、模糊归因、助手元话语残留。 当用户说「去 AI 味」「改得说人话」「太像 AI 写的」「像 ChatGPT 写的」「润色得自然点」 「过一遍 AI 痕迹」「humanize 中文」「deslop」「这稿子读着假」时使用。 也可在 AI 参与写作的稿件定稿发布前主动调用。 Use to remove AI writing tells from Chinese text while preserving facts, register and voice.6
18. 594Xl AI Language40508597/xl-ai-language为新项目设计、已有代码纳管、功能变更、架构重构和一致性校验提供任务架构流程。显式要求使用 Xl-Ai-Language 或任务架构流程，或当前项目存在 architecture.json 或 architecture/ 时，按本次任务范围启用。纯概念问答、只读查看和一次性实验走轻量路径。5
19. 595方源 PPT 单页逻辑梳理Liuguanyi2125/ppt-copywriting-logic-skill当用户需要把原始材料、会议纪要、论文/方案资料、领导给的散乱内容或已有 PPT 页面，梳理成 PPT 页面级结论、文案层级、逻辑关系、页面结构和 AI 视觉提示词时使用。 Trigger: "帮我梳理 PPT 文案", "这页 PPT 逻辑怎么排", "把这些内容整理成 PPT", "方源 PPT 单页逻辑梳理", "方源梳理 PPT 文案", "PPT 页面文案和逻辑6
20. 596Agentic Sprintvivialiudesign/agentic-sprintRun a structured multi-agent design sprint to generate, evaluate, and select ideas using specialized AI agents. Use this skill whenever a user wants to explore a product or design problem using multiple perspectives, run a design sprint, brainstorm with different "hats" (user/business/data/system/design), evaluate ideas against principles, or converge on a direction from many options. Trigger this when users say things like "run a sprint on X", "help me think through this from different angles", "I need to explore this problem", "lets do an agentic sprint", or "what would the user/business/dat5
21. 597AI Nativeinitxy/ai-nativeTurn a repo into an AI-native project — lay down AGENTS.md, standard verbs, gates, a doc-hygiene check, and the spec directory. Use when asked to initialize or set up a repo for coding agents, add or rework AGENTS.md, make a project AI-native, or re-run / upgrade that setup. Works on new and existing repos.5
22. 598AI Repo Safetyletya999/ai-repo-safety-skillGit-hook-backed secret and supply-chain gates for AI-coded repos. Use when initializing a repo, handling a leaked secret, making a public release, or when the user names this skill. Do not load just because a coding session started.5
23. 599Awaken Agent SkillsAwaken-Finance/awaken-agent-skillsAwaken DEX trading and market data operations for agents.5
24. 600Claude Design Idea to Readychohra-med/claude_design_skillTake a UI from a one-line idea to on-brand, shippable design with Claude, in the correct order — brand foundation first, then components, screens, interactions, accessibility, and only then generation via /design. Use whenever someone wants to design, redesign, or generate a screen, page, component, or onboarding flow and wants the output to match an existing brand instead of looking like generic AI UI. Triggers on "design this screen", "build a UI for", "make this on-brand", "redesign", "generate a page/component", "use /design", or any task that will produce visual interface.5
25. 601Claudeshrinkg-akshay/ClaudeShrinkAutomatically compress large natural text or log files before processing. Trigger when the user pastes massive text blobs, or asks to analyze a large file (logs, docs, transcripts), or provides a prompt that is too large for the context window. DO NOT trigger on source code files or structural data (JSON, XML).5
26. 602Eforest Agent Skillseforest-finance/eforest-agent-skillseForest symbol and forest NFT operations for agent workflows.5
27. 603Filemaker AI Vocabularyandykear/FileMaker-AI-vocabularyUse this skill whenever Claude needs to name, call, or validate a FileMaker function or script step — writing a calculation, writing a script, checking whether a function or script step exists, checking parameter order or count, or checking whether a script step is supported on a given platform (Pro, Go, WebDirect, Server, Cloud, Data API, Custom Web Publishing). Trigger any time FileMaker calculation syntax or script step syntax is being written or reviewed. Do not name or call a FileMaker function or script step from memory alone — check the reference files first.5
28. 604Ghidra Iterative ReGeReV/ghidra-iterative-reUse when reverse-engineering a game (or any binary) in Ghidra via MCP or PyGhidra - establishes the apply-cascade-verify loop, the SourceType trust model that stops an agent corroborating its own guesses, invariant bracketing against Ghidra's silent collateral damage, and the game-specific evidence sources worth sweeping before any analysis.5
29. 605Gpt Pro Audithubeiqiao/gpt-pro-auditUse when the user asks to audit a plan, document, diff, website finding, or implementation proposal with ChatGPT using Pro reasoning effort through Chrome - starts automatically after invocation, packages codebase/project context ChatGPT cannot see, runs up to 5 review rounds until accepted, verifies Effort Pro and the response, and applies only accepted findings.5
30. 606HandoverHype-yolo/handover-skill换账号、额度用完或会话中断后，接手本机其他 Claude 会话的工作。本机所有 Claude Code / 桌面端 Code 会话（不分账号）的记录都在 ~/.claude/projects，从中读出每个会话的标题、用户原话和附图、最后的回复、是否因额度用完中断、哪条用户指令还没做完、改过哪些文件，再对照磁盘真实状态接着做。用于 /handover、「接手」「交接」「另一个 Claude / 另一个账号做到哪了」「额度用完了换个账号继续」「你看得到另一个会话吗」。项目有自己的接手流程时，先用本 skill 找出各会话的状态和用户原话，再按项目流程续做。5
31. 607Horse Raceqiao/horse-raceCompetitive multi-agent problem solving: spawns multiple Claude Code sub-agents in parallel git worktrees to independently solve the same programming task, then cross-pollinates their solutions through improvement rounds where each agent sees and learns from all others' diffs, and finally selects the best solution through Borda count consensus voting with independent judges. Use this skill whenever the user says 'horse race', 'race', 'compete', 'multi-agent', wants to compare multiple approaches to a problem, or wants higher-quality solutions through competitive iteration. Also triggers when u5
32. 608Portkey Ca Agent SkillsPortkey-Wallet/ca-agent-skillsPortkey Contract Account wallet registration, authentication, verifier codes, recovery, guardians, CA identity, assets, transfers, approval proofs, chain readiness, contract calls, and encrypted keystore workflows on AElf. Use when CA hash, guardian, registration, recovery, or manager-forward behavior is required; use the EOA skill for mnemonic or direct private-key wallet lifecycle workflows.5
33. 609Progressive EstimationEnreign/progressive-estimationAdapts to your team's working mode — human-only, hybrid, or agent-first — with research-backed formulas, confidence bands, and the right velocity model for each.5
34. 610Sap Rpt1 Oss Predictoramitlals/sap-rpt1-oss-predictorUse SAP-RPT-1-OSS open source tabular foundation model for predictive analytics on SAP business data. Handles classification and regression tasks including customer churn prediction, delivery delay forecasting, payment default risk, demand planning, and financial anomaly detection. Use when asked to predict, forecast, classify, or analyze patterns in SAP tabular data exports (CSV/DataFrame). Runs locally via Hugging Face model.5
35. 611Short Drama Factorywsf73/short-drama-factory抖音/红果爆款短剧工业化编剧超级系统 v4.4。纯剧本引擎（不含制作衔接）。核心：动态按需挂载矩阵（8交互模式×仅挂载核心文件，防Context爆炸）、情绪契约单元链往返法、40赛道题材全图（男频12/女频14/中性14）、六母型钩子库（含核心底牌不可逆剥夺型）+五大断章公式、A~I九类反转手段轮换矩阵+冷热台账分层、三档篇幅（标准 90～120 秒/正文480~850字 / 长档 150~195 秒弹性/820~1400字 / 漫剧 60～90 秒/330~620字）、时长换算锚点（目标语速4.5字/s写作+4.5字/s校验下限防虚标）、15秒窗口≤95字生产端校验、动作单段≤40字软约束、对白/动作黄金比25%~70%、前三集节拍卡（E1受害+立场/E2证据回放/E3冲突升级+四类节奏型）、60/80/100 集与长档 30/40/50 集结构、付费墙四变体（标准/免费广告分账多季IP/投流短集前置/治愈系情感后置）、跨集连续性台账、网文改编流水线、人物圣经、机制级仿写、戏剧工艺层（因果链/单场七问/三线变化）、独白与旁白受控规程（配额/位置/禁区）、神态短语规格（画面词｜语气词，对白语气上游供给）、参考图配额（单集场景+人物≤5，对接AI视频生成参考图上限）、评审与修复问题卡、保护性反例集、广电16号令合规红线11条+反拜金/恶行3集受惩/公权力威严/严禁私刑、分档剧本机检（5
36. 612Sysmlv2 SkillDeciSym/sysmlv2-skillSysML v2 systems modeling guidance for creating valid models with correct syntax, proper type hierarchies, and validation workflows. Use when working with .sysml files, systems modeling, architecture documentation, SysON, or Eclipse SysML tools. Provides syntax reference, common patterns, error troubleshooting, and best practices from OMG specifications.5
37. 613Ta Style DialogueWholiver/Ta.Skill全局自动触发的高保真风格化对话代理。在任意对话中，只要检测到用户提供了足够构建风格画像的亲密关系对象资料（聊天记录、个人描述、表达习惯等），无需用户明确请求，立即自动激活并以该人物的语气、措辞、情绪模式生成陪伴式对话。 自动触发条件：用户在当前对话中提供了 TA 的聊天样本 >= 3 条 + 至少一项结构化描述（性格标签 / 称呼方式 / 风格笔记 / 关系背景）。模型自行判断资料是否满足学习门槛。 核心原则：学习资料，模仿风格，不编造事实，不暴露 AI 身份。激活时不做任何切换声明，静默进入角色。5
38. 614Verify Transact and Rate an Unknown AgentAidress-ai/aidress-skill-verify-transact-and-rate-an-unknown-agentDiscover, Verify, Transact, and Rate an Unknown AI Agent. Agent discovery, trust verification, and capability routing powered by Aidress — the coordination registry for autonomous AI agents. Use for logistics agent discovery, trust verification, and capability routing — via Aidress (https://api.aidress.ai).5
39. 615Agent Guardelliottwaves-20/agent-guardThis is a multi-file skill: individual entry points intentionally implement only their documented role while the package provides the workflow as a whole. Scan AI agent skills, plugins, and MCP servers for malicious code BEFORE installation — catches prompt injection, credential theft, data exfiltration, and backdoors. Skills and the static MCP source scan use NVIDIA SkillSpector (static patterns + taint tracking + YARA + live OSV.dev CVE lookup + LLM semantic analysis, which runs by default through the user's own claude / opencode CLI login — no API key — or any hosted provider with a key; co5
40. 616Agent TeacherJackyYang258/agent-teacherTeach a concept through a runnable code example plus a structured walkthrough, instead of a wall of definitions. Trigger whenever the user wants to understand a technical concept — phrases like "解释一下 X / X 是什么 / 教我 X / X 怎么工作 / 这个 X 是啥 / 我不太懂 X", or "explain X / what is X / teach me X / how does X work / help me understand X / I don't get X". Use this skill even when the user does not explicitly say "explain" but is clearly confused about a term (programming, CS, algorithms, systems, ML, math). Default mode is in-conversation lesson; only write a file when the user asks to save notes.5
41. 617AI Fluency Assessmentn-pillai/ai-fluency-assessment-skillRun /assess-fluency to score AI fluency against Anthropic's 4D Framework (Delegation, Description, Discernment, Diligence) and Yegge's 8-Stage Developer-Agent Evolution Model. Generates dated reports, tracks progress across quarterly assessments, and produces .docx output. Use when asked to assess AI fluency, run a fluency check, compare to a past assessment, generate an AI skills report, or check Yegge stage.5
42. 618AI Pm Atom Lessonuimarch123-arch/ai-pm-atom-lesson输入一个"原子知识点"(AI 产品经理知识体系里的最小单元概念,如「文本切分」「演绎推理」「思维链 CoT」「向量化」「LLM-as-Judge」),自动展开成一份讲解思路并产出一个单文件、离线可用的交互式 HTML 原子课件——含权威定义+真实出处、通俗解释、贯穿项目案例、实操判断题、以及一个可视交互 Demo。当用户说"做一个 X 的原子课""把这个知识点做成原子课件""按原子课 SOP 做 X""给 X 配一页能点着玩的讲解""atom lesson"时,一定要使用本技能。也适用于:把知识体系/能力地图里的某个词条单点成课、要一系列同构的知识点小课件、批量把能力地图节点做成课。即使用户只说"把 X 讲清楚、做成能上手玩的一页",也要触发。本技能是 ai-pm-interactive-lesson 的"单原子特化版":那个处理一整节多知识点的课,本技能处理单个原子,粒度更细、结构更固定。5
43. 619AI Prompt Optimizerbanzr519/ai-prompt-optimizerAI prompt optimizer for prompt improvement, requirements clarification, reusable templates and feedback-driven prompt repair. Turn vague requests into faithful, actionable instructions; audit prompts, preserve variables and output contracts, or compare supplied results. Use for text, coding, design, research, image/video briefs and agent instructions. 中文：AI 提示词优化、需求澄清、语义转译、失败反馈修订、模板复用。 Do not interrupt clear simple tasks, casual conversation or literal translation. Execute the underlying task only when requested.5
44. 620AI Resume Generatorhaorenhao58-sketch/ai-resume-generator一键生成互联网AI方向简历的通用工具。当用户提到'生成简历''写简历''AI简历''求职简历''更新简历'，或提到想投递AI产品经理、AI运营、AI工程师、AI商业化、Prompt Engineer、LLM应用、AIGC等AI相关岗位时触发。也适用于用户说'帮我整理项目经历''优化简历表述''简历润色'等场景。该skill通过深度引导候选人输入个人信息与项目细节，运用'问题→方案→量化结果'三段式写作范式，生成突出AI思维与产品化能力的高质量简历，支持Markdown和Word两种输出格式。5
45. 621AI Slop DetectorMahmoudHalat/slop-copUniversal prose audit. Scores writing on TWO axes — AI-Slop (does this read like AI wrote it?) and Comprehension (can a fresh reader follow this?). Use PROACTIVELY as a mandatory final QA pass on ANY prose generated for humans to read — every email (internal or external), proposal, report, status update, blog post, social post, doc, or chat message — before delivering it, even when nobody asked for an audit. Also use whenever the user wants to audit, critique, score, rewrite, or humanize prose: "audit this", "review this", "is this AI", "does this sound like AI", "humanize this", "make this le5
46. 622AI Video SannongFrank-oll/ai-video-creator端到端制作竖屏 AI 妙招短视频(默认 3 镜 × 5 秒 = 15 秒,9:16)。题材通用:三农园艺、阳台种菜、美食、家居清洁收纳、宠物、育儿等都行,开场先问用户选题方向,不预设。工作流:方向确认 → 热门检索/对标视频拆解 → 双锚定(视觉一致 + 叙事承接)→ 全中文分镜 prompt → 一致性生图(火山 Seedream)→ 图生视频 + 原生 AI 配音(火山 Seedance 1.5 pro)→ ffmpeg 自动拼接成片。单网关单 key(火山 ARK,ark- 开头)。支持标准/快速/托管三档确认模式,生成物 agent 先做多模态自检再交付。当用户说"做 AI 视频""做一条妙招短视频""三农/阳台种菜/园艺短视频""美食/清洁/收纳妙招视频""复刻这种短视频""按这个对标拍一条",或上传带"内容由 AI 生成"标识的妙招类短视频做对标时,触发这个 skill。不要跟 script-washing(洗稿)、prompt-polish(单条提示词打磨)混用——这个是从选题到成片的端到端视频生产。5
47. 623Chatgpt MCP Connectyoruuuchan/chatgpt-mcp-connectConnect custom MCP servers or an MCP runtime to ChatGPT. Use when the user asks whether an MCP can be used by ChatGPT, or asks to expose, deploy, authenticate, configure, aggregate, or connect MCP capabilities for ChatGPT. Covers direct leaf servers, MCPX runtime aggregation, hosted and local Streamable HTTP, stdio bridging, OAuth 2.1, Cloudflare Workers/Tunnel, Tailscale Funnel, and real verification inside ChatGPT.5
48. 624Comprehensive Engineering Cyberneticssjysjysjy728/comprehensive-engineering-cybernetics-skill把合同或需求驱动的项目交付，以及 AI 科研的 idea、实现和实验，转化为可测量、可纠偏、资源受限且不静默降级的反馈闭环。用于需要逐项达到验收指标、把能力有限的现有资源组织成更强系统、保持 claim-to-code 保真、在不确定性下迭代或控制算力/时间/成本的复杂任务；不自动用于一步即可完成的低风险小改动、纯历史介绍或单纯控制理论推导。5