EZ_math_model

In the author's own words, from each skill's SKILL.md.

• ez-math-model

  Use when solving CUMCM, MCM, ICM, or other mathematical modeling tasks that need contest problem intake, model selection, Python solving, figures, paper writing, quality audit, and packaged deliverables.

  skills/ez-math-model/SKILL.md on GitHub (opens in a new tab)

• brainstorming

  Use when EZ_math_model model selection is unclear after the modeling decision tree, the problem spans multiple domains, or modeler needs several candidate approaches before writing modeling_plan.md.

  skills/ez-math-model/tools/brainstorming/SKILL.md on GitHub (opens in a new tab)

• dataset

  公开数据集发现入口。覆盖 Kaggle / UCI / HuggingFace / 天池。题目要求"自行 查找数据"或"补充外部数据"时启用；附件已含数据时**不调用**。

  skills/ez-math-model/tools/dataset/SKILL.md on GitHub (opens in a new tab)

• dispatching-parallel-agents

  Use when EZ_math_model runs in multi or hybrid mode and has two or more independent subtasks that can be assigned to subagents without shared files, shared state, or dataflow dependencies.

  skills/ez-math-model/tools/dispatching-parallel-agents/SKILL.md on GitHub (opens in a new tab)

• docx

  Use when EZ_math_model needs to convert paper.md to paper.docx, read a DOCX problem statement, preserve equations and tables, or package a modeling report as a Word document.

  skills/ez-math-model/tools/docx/SKILL.md on GitHub (opens in a new tab)

• external-context

  Use when EZ_math_model multi or hybrid mode needs several domain-specialist subagents to gather outside knowledge, industry context, model theory, or sensitivity-analysis references in parallel.

  skills/ez-math-model/tools/external-context/SKILL.md on GitHub (opens in a new tab)

• humanizer

  Use after EZ_math_model writer creates paper.md and before quality audit when a long modeling paper needs less AI-like prose while preserving formulas, data, citations, tables, and figures.

  skills/ez-math-model/tools/humanizer/SKILL.md on GitHub (opens in a new tab)

• mineru

  PDF / 图片 / 网页高质量解析为 Markdown。三种部署形态全部免费：本地 CLI（开源）、 云 API（注册免费 token + 配额，超额才付费）、网页 flash（零注册，单文件 ≤10MB / ≤20页）。 在中文学术 PDF / 表格 / 公式上识别质量显著高于 pdfplumber。

  skills/ez-math-model/tools/mineru/SKILL.md on GitHub (opens in a new tab)

• paper-orchestra

  EZMM writer-stage adapter for the vendored PaperOrchestra skill pack. Use by default during pipeline/04-paper-writing for outline-first paper drafting, literature-review planning, section writing, and refinement discipline. The adapter maps EZMM runtime artifacts to PaperOrchestra-style inputs, runs PaperOrchestra-first writing automatically, and returns EZMM-compatible paper.md.

  skills/ez-math-model/tools/paper-orchestra/SKILL.md on GitHub (opens in a new tab)

• paper-search

  论文检索子 skill。通过 OpenAlex API（默认）、arXiv、Semantic Scholar、CrossRef 四个免费源聚合搜索学术文献，返回结构化论文元信息（含 DOI / 摘要 / 引用数）。 默认零配置；可选 EZMM_OPENALEX_EMAIL / EZMM_S2_API_KEY 提升配额。

  skills/ez-math-model/tools/paper_search/SKILL.md on GitHub (opens in a new tab)

• pdf

  Use when EZ_math_model needs to read or convert PDF problem statements, extract text or tables from PDF attachments, summarize reference papers, or fall back when MinerU is unavailable.

  skills/ez-math-model/tools/pdf/SKILL.md on GitHub (opens in a new tab)

• scholar

  scholar 是 paper-search 的别名 / 软链。统一从这里入口可在内部代码中用更短的 命名空间。本子 skill 的实际实现指向 tools/paper_search/。

  skills/ez-math-model/tools/scholar/SKILL.md on GitHub (opens in a new tab)

• scientific-slides

  Use when the user explicitly asks EZ_math_model to create defense slides, academic presentation slides, Beamer slides, or PPT after the modeling paper has been packaged.

  skills/ez-math-model/tools/scientific-slides/SKILL.md on GitHub (opens in a new tab)

• simplify

  Use after EZ_math_model coding has produced src/*.py and before packaging when code quality, reuse, vectorization, naming, or unnecessary complexity should be reviewed without changing behavior.

  skills/ez-math-model/tools/simplify/SKILL.md on GitHub (opens in a new tab)

• subagent-driven-development

  Use when developing or extending EZ_math_model itself from a written implementation plan, especially adding algorithms, tool skills, templates, or multi-step repo changes.

  skills/ez-math-model/tools/subagent-driven-development/SKILL.md on GitHub (opens in a new tab)

• systematic-debugging

  Use when EZ_math_model coder or packaging fails repeatedly with the same error and needs root-cause analysis instead of another blind retry.

  skills/ez-math-model/tools/systematic-debugging/SKILL.md on GitHub (opens in a new tab)

• user-corpus-explorer

  Use near the end of EZ_math_model intake when external/user-corpus contains user-provided papers, notes, PDFs, datasets, or examples that should become a local AGENTS.md reference index.

  skills/ez-math-model/tools/user-corpus-explorer/SKILL.md on GitHub (opens in a new tab)

• verification-before-completion

  Use before EZ_math_model declares quality_audit, packaging, or final delivery complete, especially when pass/fail claims must be backed by files, commands, counts, or concrete evidence.

  skills/ez-math-model/tools/verification-before-completion/SKILL.md on GitHub (opens in a new tab)

• webcrawl

  网页抓取与开放检索。Jina Reader（免费零配置）+ Firecrawl + Tavily + Exa + SerpAPI。题目背景涉及行业 / 政策 / 经济时启用；纯数学 / 物理机理题不启用。

  skills/ez-math-model/tools/webcrawl/SKILL.md on GitHub (opens in a new tab)

• xlsx

  Use when EZ_math_model needs to read, preview, clean, write, or summarize CSV, XLS, or XLSX attachments and result tables for modeling tasks.

  skills/ez-math-model/tools/xlsx/SKILL.md on GitHub (opens in a new tab)

• agent-research-aggregator

  Pre-pipeline aggregator that scans AI agent cache directories (.claude, .cursor, .antigravity, .openclaw) or any user-specified directory for experimentation logs, extracts insights and numeric results, and formats them as PaperOrchestra-ready inputs (idea.md + experimental_log.md). TRIGGER when the user says "aggregate my agent logs for paper writing", "extract experiments from my coding agent h…

  skills/ez-math-model/external/paper-orchestra/skills/agent-research-aggregator/SKILL.md on GitHub (opens in a new tab)

• content-refinement-agent

  Step 5 of the PaperOrchestra pipeline (arXiv:2604.05018). Iteratively refine drafts/paper.tex by simulating peer review and applying targeted revisions, with strict accept/revert halt rules. Maintains a worklog and snapshots each iteration so revert is real, not symbolic. TRIGGER when the orchestrator delegates Step 5 or when the user asks to "refine the draft", "iterate on the paper", or "run pe…

  skills/ez-math-model/external/paper-orchestra/skills/content-refinement-agent/SKILL.md on GitHub (opens in a new tab)

• literature-review-agent

  Step 3 of the PaperOrchestra pipeline (arXiv:2604.05018). Execute the literature search strategy from outline.json — discover candidate papers via web search, verify them through Semantic Scholar (Levenshtein > 70 fuzzy title match, temporal cutoff, dedup by paperId), build a BibTeX file, and draft Introduction + Related Work using ≥90% of the verified pool. Runs in parallel with the plotting-age…

  skills/ez-math-model/external/paper-orchestra/skills/literature-review-agent/SKILL.md on GitHub (opens in a new tab)

• outline-agent

  Step 1 of the PaperOrchestra pipeline (arXiv:2604.05018). Convert (idea.md, experimental_log.md, template.tex, conference_guidelines.md) into a strict JSON outline containing a plotting plan, literature search plan (Intro + Related Work), and section-level writing plan with citation hints. TRIGGER when the orchestrator delegates Step 1 or when the user asks to "outline a paper from raw materials"…

  skills/ez-math-model/external/paper-orchestra/skills/outline-agent/SKILL.md on GitHub (opens in a new tab)

• paper-autoraters

  Run the four paper-quality autoraters from PaperOrchestra (arXiv:2604.05018, App. F.3) — Citation F1 (P0/P1 partition + Precision/Recall/F1), Literature Review Quality (6-axis 0-100 with anti-inflation rules), SxS Overall Paper Quality (side-by-side), and SxS Literature Review Quality (side-by-side). TRIGGER when the user asks to "score this paper draft", "evaluate against the benchmark", "compar…

  skills/ez-math-model/external/paper-orchestra/skills/paper-autoraters/SKILL.md on GitHub (opens in a new tab)

• paper-writing-bench

  Reverse-engineer raw materials (Sparse idea, Dense idea, experimental log) from an existing AI research paper to build a benchmark case for evaluating paper-writing pipelines. Replicates the PaperWritingBench dataset construction procedure from arXiv:2604.05018 §3 / App. C. TRIGGER when the user asks to "build a benchmark case from this paper", "reverse-engineer raw materials", or "evaluate my pi…

  skills/ez-math-model/external/paper-orchestra/skills/paper-writing-bench/SKILL.md on GitHub (opens in a new tab)

• plotting-agent

  Step 2 of the PaperOrchestra pipeline (arXiv:2604.05018). Execute the visualization plan from outline.json — render plots and conceptual diagrams from experimental_log.md and idea.md, optionally refine via VLM critique loop, and produce context-aware captions. Runs in parallel with the literature-review-agent. TRIGGER when the orchestrator delegates Step 2 or when the user asks to "generate the f…

  skills/ez-math-model/external/paper-orchestra/skills/plotting-agent/SKILL.md on GitHub (opens in a new tab)

• section-writing-agent

  Step 4 of the PaperOrchestra pipeline (arXiv:2604.05018). ONE single multimodal LLM call that drafts the remaining paper sections (Abstract, Methodology, Experiments, Conclusion), extracts numeric values from experimental_log.md into LaTeX booktabs tables, splices the generated figures from Step 2, and merges everything into the template that already contains Intro + Related Work from Step 3. TRI…

  skills/ez-math-model/external/paper-orchestra/skills/section-writing-agent/SKILL.md on GitHub (opens in a new tab)

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