comp-modeling SKILL.md skillA

comp-modeling from fourteen1416/academic-agent-toolkit is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add fourteen1416/academic-agent-toolkit/comp-modeling@git:20261025.6e5886c

Pins git:20261025.6e5886c in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
fourteen1416/academic-agent-toolkit
Path
academic-toolkit/skills/comp-modeling/SKILL.md
Versions recorded
5
Latest version
git:20261025.6e5886c, committed Oct 25, 2026
First version recorded
Sep 23, 2026
Size
43,040 bytes
Repository stars
12
License
a license file GitHub does not identify

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".

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# 竞赛建模求解

基于赛题分析进行数学建模与求解:**$ARGUMENTS**

## 补充说明:原有建模流程与案例继续使用

保留本 Skill 的章节和案例;结合题意选择对应经验,不能把历史案例阈值当成本题要求。
"模型升级"先核是否为本问题目所需,不自动倒灌后问条件或虚构缺参数。
"唯一方法/预案"保持数学合同与可复现性,不锁死实现级修复;经验预期不同先核证据。
内点解、闲置资源、相同目标值都可能正确;跨问单调性须有目标可比和可行域包含依据。
同名物理量在相同对象/场景/时间窗下核对,理论服务能力与实际配额不天然相等。
漂移或发散先核物理定义/收支/数值条件,不自动加阻尼、反馈、饱和或截断。
首次必要验证保留;复用当前证据,共用原返修预算,不新设全量重复实验。
机理、场仿真、反问题及可靠性题按需补读 `_utils/mechanism_accuracy_addendum.md`。
把选中的风险并入原有逐问检验方案:写清适用的题意、可证伪判据和下游证据位置,
由 comp-code 在同一轮验收中落实;本阶段不为这些条目提前运行完整数值求解。
不要求凑固定检查数量、另建报告或照搬往届参数,不以有一份规则文件冒充已验证。

历年原题补充按该文件路由选读 16.10—16.15:目标优先次序/信息边界、本构系数、
离散可执行性、近似模型、实验可识别性、时间窗和长期条件。以下适用边界优先于
后文升级示例:关键词不唯一指定模型;当前问的明确简化优先于后问/文献机制;
缺参数不凭空补值,改目标/约束仍需确认。把适用条目的原题依据、判据与容差依据
并入已有逐问检验方案;只设计验证,不为这份补充提前求解,也不把经验预期升级为硬阈值。

## 数学表达交接

先读取 `_utils/modeling_paper_contract.md` 的逐问数学骨架要求。`MODELING_REPORT.md` 按题号交付实际模型:变量与单位、核心关系、成立条件、求解方法与后续结果口径。核心关系用独立数学块,不能全部隐藏在行内文字、能力清单或函数名中。
概率仿真需说明随机事件、采样和估计/区间定义;最低用量/容量的可靠性反问题需明确目标、可行条件和停止准则。仅采用本题实际需要的模型,不硬凑公式数量。内部覆盖清单可以另存,但不能代替数学推导。

## ⚡ 快速模式检测(开头先跑)

```bash

FAST_MODE=0

grep -q 'MH_FAST_MODE=1' AGENTS.md 2>/dev/null && FAST_MODE=1

echo "FAST_MODE=$FAST_MODE"

```
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add fourteen1416/academic-agent-toolkit/comp-modeling@sha256:262e0d62e084b92c

The line at the top of this page pins the label git:20261025.6e5886c, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_i5xytjw4obfuattw.svg)](https://markdownregistry.com/a/art_i5xytjw4obfuattw)

1 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Sep 23, 2026 and Oct 25, 2026, about one every 8 days.

versioncommittedcommitsizeaudit
git:20261025.6e5886c latest2026-10-25 6e5886c 43,040 BA view · diff
git:20261023.cb0b5912026-10-23 cb0b591 47,700 BA view · diff
git:20260927.a059f3a2026-09-27 a059f3a 46,094 BA view · diff
git:20260927.efd51312026-09-27 efd5131 46,080 BA view · diff
git:20260923.a3587452026-09-23 a358745 46,638 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (43040 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

fourteen1416/academic-agent-toolkit · 12 stars · license a license file GitHub does not identify · pushed 2026-10-27 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_i5xytjw4obfuattw
GET https://markdownregistry.com/api/v1/resolve?ref=fourteen1416/academic-agent-toolkit/comp-modeling
GET https://markdownregistry.com/api/v1/blob/262e0d62e084b92cf5d64ed56a4268c004ccf5e001f1bb2f6d98773e6fbae3d6

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

More from fourteen1416/academic-agent-toolkit

AGENTS.md AGENTS.md file
fourteen1416/academic-agent-toolkit · AGENTS.md
git:20261024.6925a98 · audit A · 12 stars
AGENTS.md@academic-toolkit AGENTS.md file
fourteen1416/academic-agent-toolkit · academic-toolkit/AGENTS.md
git:20261023.0a9dfaa · audit A · 12 stars
ablation-planner SKILL.md skill
fourteen1416/academic-agent-toolkit · academic-toolkit/skills/ablation-planner/SKILL.md · Use when main results pass result-to-claim (claim_supported=yes or partial) and ablation studies are needed to answer…
git:20260927.a059f3a · audit A · 12 stars
agent-bootstrap SKILL.md skill
fourteen1416/academic-agent-toolkit · academic-toolkit/skills/agent-bootstrap/SKILL.md · 任意智能体自举驱动本academic-toolkit:读协议、探测能力、选择路由或启动工作流。触发词:启动项目、如何驱动、bootstrap、自举、宿主无关接入、agent 开始工作。
git:20260927.efd5131 · audit A · 12 stars
agent-figure-gallery SKILL.md skill
fourteen1416/academic-agent-toolkit · academic-toolkit/skills/agent-figure-gallery/SKILL.md · Query the AgentFigureGallery visual reference KB, show candidates for human preference selection, and export selected…
git:20260927.a059f3a · audit A · 12 stars
analyze-results SKILL.md skill
fourteen1416/academic-agent-toolkit · academic-toolkit/skills/analyze-results/SKILL.md · Analyze ML experiment results, compute statistics, generate comparison tables and insights. Use when user says "analyze…
git:20260923.2013b81 · audit A · 12 stars
anti-ai-detection SKILL.md skill
fourteen1416/academic-agent-toolkit · academic-toolkit/skills/anti-ai-detection/SKILL.md · 中文学术文本 AI 特征检测:八维度加八项统计特征分析、AI 味改写建议、改写质量检查,并生成国赛 AI 使用声明。触发词:反AI检测、AI味、去AI化、AI 生成特征、AI 使用声明。
git:20260923.f7822e6 · audit A · 12 stars
anti-defensive-writing SKILL.md skill
fourteen1416/academic-agent-toolkit · academic-toolkit/skills/anti-defensive-writing/SKILL.md · 删减防御性写作:去掉不必要的免责声明、模糊限定、道歉式表述、自我贬低与过度解释,同时保留必要的范围/准确性/安全/法律/伦理/方法学限定。触发词:更简洁、更有力、更直接、更自信、少限定、少免责、别啰嗦、不要过度解释、改掉…
git:20260927.efd5131 · audit A · 12 stars
arxiv-metadata SKILL.md skill
fourteen1416/academic-agent-toolkit · academic-toolkit/skills/arxiv-metadata/SKILL.md · Fetch structured metadata for an arXiv paper. Use when you have an arXiv ID or URL and need title, authors, date, or…
git:20260927.a059f3a · audit A · 12 stars
arxiv-submission-package SKILL.md skill
fourteen1416/academic-agent-toolkit · academic-toolkit/skills/arxiv-submission-package/SKILL.md · Prepare an arXiv submission package from a LaTeX paper. Cleans the source, builds a tarball, and extracts metadata for…
git:20260927.a059f3a · audit A · 12 stars
arxiv SKILL.md skill
fourteen1416/academic-agent-toolkit · academic-toolkit/skills/arxiv/SKILL.md · Search, download, and summarize academic papers from arXiv. Use when user says ”search arxiv”, ”download paper”, or…
git:20260927.a059f3a · audit A · 12 stars
assets-inventory SKILL.md skill
fourteen1416/academic-agent-toolkit · academic-toolkit/skills/assets-inventory/SKILL.md · 扫描用户上传的资产(题目/代码/数据/图/结果),输出资产清单 ASSETS_INVENTORY.md 与一致性冲突报告 ASSETS_CONFLICTS.md,供后续步骤决定哪些资产已有、哪些需要补全。
git:20260923.2013b81 · audit A · 12 stars

Every file in fourteen1416/academic-agent-toolkit

Browse by kind, by grade A, or by owner.