lix965996-art/MMM

ablation-planner

Use when main results pass result-to-claim (claim_supported=yes or partial) and ablation studies are needed for paper submission. Codex designs ablations from a reviewer's perspective, CC reviews feasibility and implements.

原文语言：英语

analyze-results

Analyze ML experiment results, compute statistics, generate comparison tables and insights. Use when user says "analyze results", "compare", or needs to interpret experimental data.

原文语言：英语

arxiv

Search, download, and summarize academic papers from arXiv. Use when user says "search arxiv", "download paper", "fetch arxiv", "arxiv search", "get paper pdf", or wants to find and save papers from arXiv to the local paper library.

原文语言：英语

auto-paper-improvement-loop

Autonomously improve a generated paper via external reviewer model 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.

原文语言：英语

auto-review-loop-llm

Autonomous research review loop using any OpenAI-compatible LLM API. Configure reviewer via MH Agent settings page or environment variables. Trigger with "auto review loop llm" or "llm review".

原文语言：英语

auto-review-loop-minimax

Autonomous multi-round research review loop using MiniMax API. Use when you want to use MiniMax directly for external review. Trigger with "auto review loop minimax" or "minimax review".

原文语言：英语

auto-review-loop

Autonomous multi-round research review loop. Repeatedly reviews via external reviewer script, 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…

原文语言：英语

comp-code

数学建模竞赛编程实现。根据建模报告编写代码、执行计算、收集结果。Use when user says "编程", "写代码", "code implementation".

原文语言：多语言混合

comp-compile-en

Compile English competition paper (MCM/ICM/APMCM) and run compliance checks. Use when user says "compile MCM paper", "编译美赛论文".

原文语言：英语

comp-compile-zh

数学建模竞赛中文论文编译与合规检查。编译 PDF 并检查页数、匿名、格式等竞赛要求。Use when user says "编译竞赛论文", "compile competition paper".

原文语言：英语

comp-modeling

数学建模竞赛核心建模与求解。建立数学模型、推导公式、设计算法。Use when user says "建模", "modeling", "模型建立".

comp-paper-en

Mathematical modeling competition paper writing in English (MCM/ICM/APMCM). Generate complete LaTeX paper following COMAP format. Use when user says "write MCM paper", "美赛论文", "English competition paper".

原文语言：英语

comp-paper-zh

数学建模竞赛/统计建模中文论文撰写。按竞赛规范结构生成完整 LaTeX 论文。Use when user says "写竞赛论文", "competition paper", "建模论文".

原文语言：多语言混合

comp-prob-analysis

数学建模竞赛赛题分析。拆解子问题、定义变量、拟定建模思路。Use when user says "赛题分析", "problem analysis", "分析题目".

comp-stats-topic

统计建模大赛选题与数据规划。根据官方主题方向，自拟具体题目、设计研究方案、规划数据来源。Use when user says "统计建模选题", "stats topic", "自拟题目".

editor-agent

论文编辑器 AI 助手（Agent 模式）。可以读取、修改任何文件，执行 Python 脚本，编译 LaTeX。

experiment-bridge

Implement experiments, run code, collect results, and generate publication-quality figures. Accepts an experiment plan, a research idea, or uploaded data. Use when user says "实现实验", "implement experiments", "bridge", "从计划到跑实验", "跑实验出图", "run experiments",…

原文语言：英语

experiment-plan

Turn a refined research proposal or method idea into a detailed, claim-driven experiment roadmap. Use after `research-refine`, or when the user asks for a detailed experiment plan, ablation matrix, evaluation protocol, run order, compute budget, or…

原文语言：英语

feishu-notify

Send notifications to Feishu/Lark. Internal utility used by other skills, or manually via /feishu-notify. Supports push-only (webhook) and interactive (bidirectional) modes. Use when user says "发飞书", "notify feishu", or other skills need to send status…

原文语言：英语

grant-proposal

Draft a structured grant proposal from research ideas and literature. Supports KAKENHI (Japan), NSF (US), NSFC (China, including 面上/青年/优青/杰青/海外优青/重点), ERC (EU), DFG (Germany), SNSF (Switzerland), ARC (Australia), NWO (Netherlands), and generic formats. Use…

原文语言：英语

idea-creator

Generate and rank research ideas given a broad direction. Use when user says "找idea", "brainstorm ideas", "generate research ideas", "what can we work on", or wants to explore a research area for publishable directions.

原文语言：英语

idea-discovery-robot

Workflow 1 adaptation for robotics and embodied AI. Orchestrates robotics-aware literature survey, idea generation, novelty check, and critical review to go from a broad robotics direction to benchmark-grounded, simulation-first ideas. Use when user says…

原文语言：英语

idea-discovery

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",…

原文语言：英语

mermaid-diagram

Generate Mermaid diagrams from user requirements. Saves .mmd and .md files to figures/ directory with syntax verification. Supports flowcharts, sequence diagrams, class diagrams, ER diagrams, Gantt charts, and 18 more diagram types.

原文语言：英语

monitor-experiment

Monitor running experiments, check progress, collect results. Use when user says "check results", "is it done", "monitor", or wants experiment output.

原文语言：英语

nature-figure

Generate publication-ready matplotlib figures matching Nature journal standards. Use when user says 'Nature figure', 'Nature style plot', or needs high-impact journal figures with Nature typography, color systems, and SVG/PDF export.

原文语言：英语

novelty-check

Verify research idea novelty against recent literature. Use when user says "查新", "novelty check", "有没有人做过", "check novelty", or wants to verify a research idea is novel before implementing.

原文语言：英语

paper-analysis

论文数据分析与建模。根据论文大纲执行数据处理、统计分析、模型训练，输出结果数据供图表生成使用。有用户数据则用真实数据，无数据则模拟高质量仿真数据。

paper-compile

Compile English LaTeX paper to PDF using pdflatex. Use when user says "compile paper", "build PDF", or wants to compile an English academic paper.

原文语言：英语

paper-compile-zh

Compile Chinese LaTeX paper to PDF using XeLaTeX. Use when user says "编译中文论文", "compile Chinese paper", "中文PDF", or wants to compile a Chinese academic paper.

原文语言：英语

paper-figure-drawio

Generate DrawIO architecture diagrams and TikZ figures for papers. Use when user says "画DrawIO", "技术路线图", "流程图", or needs non-data diagrams for a paper. This is a lightweight sub-step split from paper-figure to avoid context accumulation.

原文语言：多语言混合

paper-figure

Generate publication-quality figures and tables from experiment results. Use when user says "画图", "作图", "generate figures", "paper figures", or needs plots for a paper.

原文语言：多语言混合

paper-illustration

Generate publication-quality AI illustrations for academic papers using Gemini image generation. Creates architecture diagrams, method illustrations with Claude-supervised iterative refinement loop. Use when user says "生成图表", "画架构图", "AI绘图", "paper…

原文语言：多语言混合

paper-plan

Generate a structured paper outline from review conclusions and experiment results. Use when user says "paper outline", "plan the paper", or wants to create a paper plan before writing.

原文语言：多语言混合

paper-plan-zh

Generate a structured Chinese paper outline. Use when user says "中文大纲", "中文论文规划", "Chinese paper outline", or wants to create a Chinese academic paper plan.

paper-poster

Generate a conference poster (article + tcbposter LaTeX → A0/A1 PDF + editable PPTX + SVG) from a compiled paper. Use when user says "做海报", "制作海报", "conference poster", "make poster", "生成poster", "poster session", or wants to create a poster for a conference…

原文语言：英语

paper-slides

Generate conference presentation slides (beamer LaTeX → PDF + editable PPTX) from a compiled paper, with speaker notes and full talk script. Use when user says "做PPT", "做幻灯片", "make slides", "conference talk", "presentation slides", "生成slides", "写演讲稿", or…

原文语言：英语

paper-write-nature

Draft a Nature-style LaTeX paper with hourglass structure, reader-first logic, and publication-quality English. Use when user says 'Nature paper', 'Nature writing', 'SCI writing', or needs high-impact journal manuscript drafting.

原文语言：英语

paper-write

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

原文语言：英语

paper-write-zh

Draft a Chinese academic paper in LaTeX using XeLaTeX + ctex. Use when user says "写中文论文", "中文LaTeX", "Chinese paper writing", or wants to generate Chinese LaTeX content.

原文语言：多语言混合