AGENTS.mdA

AGENTS.md from fourteen1416/academic-agent-toolkit is an AGENTS.md file: the standing instructions coding agents read in that repo.

Install it, pinned
mdr add fourteen1416/academic-agent-toolkit/AGENTS.md@git:20261024.6925a98

Pins git:20261024.6925a98 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
AGENTS.md file
Repository
fourteen1416/academic-agent-toolkit
Path
AGENTS.md
Versions recorded
5
Latest version
git:20261024.6925a98, committed Oct 24, 2026
First version recorded
Oct 10, 2026
Size
7,007 bytes
Repository stars
12
License
a license file GitHub does not identify

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

# Academic Agent Toolkit — 仓库入口(宿主无关)

> 本仓库是一个**完整academic-toolkit**(全学术 Agent 工具箱,6 大能力域),数模竞赛只是其一。
> **主控文档(单一真源):[academic-toolkit/AGENTS.md](academic-toolkit/AGENTS.md)** —— 开工前必须先读它。
> **驱动协议**:任意能读文件、能执行 Python CLI 的智能体均可驱动本项目,不依赖特定宿主。
> 机器可读契约:`cd academic-toolkit && python -m engine.workflow_cli boot`

## 驱动协议(任何 Agent)

1. 读本文件与 `academic-toolkit/AGENTS.md`
2. `cd academic-toolkit && python -m engine.workflow_cli boot` 取得契约
3. `python -m engine.workflow_cli probe` 探测能力与 TOOL_GAP
4. 缺工具时 `python -m engine.workflow_cli forge --tool/--skill ...`
5. 多步流程:`start` → `next`(自动给执行会话及技能正文)→ `session run/write`(自动记录)→ `session finish`(一次验收/推进);旧 `complete --evidence` 仅兼容外部集成
6. 单技能任务:按 `academic-toolkit/AGENTS.md` §三 路由表直接读 SKILL.md

高频意图直达(对应 `academic-toolkit/AGENTS.md` §三 路由表;单技能,直接读对应 SKILL.md):

| 用户意图 | 直达技能 |
|---|---|
| 引用格式 / 参考文献规范 | `academic-toolkit/skills/citation-check/SKILL.md` |
| 机制图 / 架构图 | `academic-toolkit/skills/paper-figure-drawio/SKILL.md` |
| 数值一致性 / 前后数字核对 | `academic-toolkit/skills/comp-consistency/SKILL.md` |

**主控 = 当前驱动本项目的 Agent。** 同一时刻只有一个主控;引擎(engine/)只编排不执行;
不存在「调用另一个 agent runtime」的逻辑。
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add fourteen1416/academic-agent-toolkit/AGENTS.md@sha256:0c14722e5925bdc2

The line at the top of this page pins the label git:20261024.6925a98, 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_ce7wgvjsny7txtg4.svg)](https://markdownregistry.com/a/art_ce7wgvjsny7txtg4)

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

Versions

The registry has recorded 5 versions of this file, between Oct 10, 2026 and Oct 24, 2026, about one every 3 days.

versioncommittedcommitsizeaudit
git:20261024.6925a98 latest2026-10-24 6925a98 7,007 BA view · diff
git:20261023.0a9dfaa2026-10-23 0a9dfaa 7,007 BA view · diff
git:20261016.ccb29082026-10-16 ccb2908 6,582 BA view · diff
git:20261011.7d4141f2026-10-11 7d4141f 6,551 BA view · diff
git:20261010.762d4632026-10-10 762d463 6,232 BA view

Audit of the latest version

A  14 of 14 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Size between 200 bytes and 200 KB (7007 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_ce7wgvjsny7txtg4
GET https://markdownregistry.com/api/v1/resolve?ref=fourteen1416/academic-agent-toolkit/AGENTS.md
GET https://markdownregistry.com/api/v1/blob/0c14722e5925bdc257b98c1a6cedb8a07441f04cd0fc2c799d809bb4e9eda862

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: how to write a good AGENTS.md · AGENTS.md vs CLAUDE.md · which agent file does what.

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fourteen1416/academic-agent-toolkit · academic-toolkit/AGENTS.md
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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…
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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。
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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。
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arxiv-submission-package SKILL.md skill
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arxiv SKILL.md skill
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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。
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