codex-omx-public-config

Personalized writing assistant with style transfer, error memory, grammar checking, and long-term writing preferences. Use when users ask for writing polishing, style mimicry, iterative correction, bilingual grammar checks, or persistent writing preferences by domain.

Academic paper AI content detection and rewriting assistant. Analyzes text for AI-generated characteristics, provides detailed rewrite suggestions. Supports .docx files, outputs reports and rewritten documents. Bilingual: Chinese & English.

解释代码、回答技术问题或概念问答时使用。直接给出答案，不启动开发流程。

评估系统架构、平台设计或高层结构时使用。输出风险检查清单。

Autonomously improve a generated paper via GPT-5.4 xhigh review → implement fixes → recompile, for 2 rounds. Use when user says "改论文", "improve paper", "论文润色循环", "auto improve", or wants to iteratively polish a generated paper.

Autonomous multi-round research review loop. Repeatedly reviews via Codex MCP, implements fixes, and re-reviews until positive assessment or max rounds reached. Use when user says "auto review loop", "review until it passes", or wants autonomous iterative improvement.

Full autonomous execution from idea to working code

Investigate, reproduce, and fix software bugs across frontend, backend, tests, and CI. Use when the user asks to debug errors, find root causes, triage regressions, explain failures, or verify bug fixes.

作为 CCF-B 严格审稿人(Reviewer #2 风格)专注找刺和找弱点，输出可执行问题清单、风险雷达、实验补强与复现检查。用于论文投稿前诊断、拒稿风险排查、审稿式评估。

作为 CCF-B 论文 Shepherd(修改编辑+写作教练)基于弱点清单对论文逐节可替换改写，优先修复 P0/P1 风险，输出 camera-ready checklist 和 rebuttal 模板。用于论文润色、结构重构与投稿前提质。

Use when the user wants Claude to act as supervisor/brain and drive Codex implementation, especially phrases like "claude当监工", "claude指挥codex", or "监工大脑".

Run a comprehensive code review

Configure OMX notifications - unified entry point for all platforms

Configure OpenClaw notification gateway via natural language

新增功能、端点、UI 流程、集成或数据模型变更时使用。多文件改动专项流程。

Use when the task involves reading, creating, or editing `.docx` documents, especially when formatting or layout fidelity matters; prefer `python-docx` plus the bundled `scripts/render_docx.py` for visual checks.

Use when extracting ER diagrams from papers, SQL schemas, or ORM code; when analyzing database table structures; when converting database designs to visual ER diagrams

处理缺陷、回归、崩溃、错误输出或性能下降时使用。复现→定位→修复→验证。

智能化 Git 操作。覆盖提交、冲突处理与安全回滚；提交场景委派 git-committer agent。

GitHub 集成。识别 GitHub 链接、使用 gh CLI 获取上下文、关联到 commit、执行 GitHub 操作。自动触发。

跨会话交接、上下文保存或长任务中断续接时使用。结构化保存→新会话恢复。

去除文本中的 AI 生成痕迹。适用于编辑或审阅文本，使其听起来更自然、更像人类书写。 基于维基百科的"AI 写作特征"综合指南。检测并修复以下模式：夸大的象征意义、 宣传性语言、以 -ing 结尾的肤浅分析、模糊的归因、破折号过度使用、三段式法则、 AI 词汇、否定式排比、过多的连接性短语。

Workflow 1: Full idea discovery pipeline. Orchestrates research-lit → idea-creator → novelty-check → research-review to go from a broad research direction to validated, pilot-tested ideas. Use when user says "找idea全流程", "idea discovery pipeline", "从零开始找方向", or wants the complete idea exploration workflow.

本技能应在用户要求"数学建模"、"建模比赛"、"数模论文"、"数学建模竞赛"、"建模分析"、"建模求解"或提及数学建模相关任务时使用。适用于全国大学生数学建模竞赛(CUMCM)、美国大学生数学建模竞赛(MCM/ICM)等各类数学建模比赛。

Search academic papers via OpenAlex API for math modeling references. Invoke when user needs literature search, paper references, or when writing papers requires citations.

Generate images using ModelScope (魔搭) API with intelligent aspect ratio calculation. Automatically triggered when users need to generate images, create visual content, or request "生成图片", "图片生成", "ModelScope", or "魔搭". Supports Z-Image-Turbo (default) and Qwen-Image models with automatic API key management and smart dimension calculation (long edge ≤2048px).

Create, analyze, proofread, and modify Office documents (.docx, .xlsx, .pptx) using the officecli CLI tool. Use when the user wants to create, inspect, check formatting, find issues, add charts, or modify Office documents.

作为计算机领域 CCF-B 会议的资深审稿人+论文修改编辑+rebuttal 教练，面向论文指导、修改润色、结构重构、实验补强、复现审计、投稿前检查与回复审稿意见。用户要求提升论文质量或提升录用概率时使用。

Draft LaTeX paper section by section from an outline. Use when user says "写论文", "write paper", "draft LaTeX", "开始写", or wants to generate LaTeX content from a paper plan.

Workflow 3: Full paper writing pipeline. Orchestrates paper-plan → paper-figure → paper-write → paper-compile → auto-paper-improvement-loop to go from a narrative report to a polished, submission-ready PDF. Use when user says "写论文全流程", "write paper pipeline", "从报告到PDF", "paper writing", or wants the complete paper generation workflow.

Forces exhaustive problem-solving with corporate PUA rhetoric. Trigger on: task failed 2+ times, about to give up, suggesting user do it manually, blaming environment unverified, stuck in loops, passive behavior, or user frustration ('try harder', 'figure it out', 'stop giving up', 'why isn't this working', 'again???'). ALL task types. Not for first failures.

企業PUA話術と構造化デバッグ方法論で徹底的な問題解決を強制する。発動条件：タスクが2回以上失敗、「できません」と言いかける時、ユーザーに手動対応を勧めようとする時、未検証で環境のせいにする時、同じ方案の微調整ループ、受け身な行動（検索しない/読まない/検証しない/待っている）、ユーザーの苛立ち（'もっと頑張れ', '諦めるな', 'なんとかしろ', 'なんでまた失敗したの', 'again???'）。全タスクタイプに適用。初回失敗ではトリガーしない。

Forces exhaustive problem-solving with corporate PUA rhetoric. Trigger on: task failed 2+ times, about to give up, suggesting user do it manually, blaming environment unverified, stuck in loops, passive behavior, or user frustration ('try harder', 'figure it out', '换个方法', '为什么还不行'). ALL task types. Not for first failures.

Self-referential loop until task completion with architect verification

Alias for $plan --consensus

代码结构调整（性能优化、模块拆分、重写、同步改异步）时使用。保行为、改结构。

Search and analyze research papers, find related work, summarize key ideas. Use when user says "find papers", "related work", "literature review", "what does this paper say", or needs to understand academic papers.

Full research pipeline: Workflow 1 (idea discovery) → implementation → Workflow 2 (auto review loop). Goes from a broad research direction all the way to a submission-ready paper. Use when user says "全流程", "full pipeline", "从找idea到投稿", "end-to-end research", or wants the complete autonomous research lifecycle.

评审代码、PR、diff 或补丁时使用。检查正确性、安全性、性能与可维护性。

路由决策解释器。当用户请求包含 --explain-routing、解释路由、debug routing 等关键词时使用。