AGENTS.md@academic-toolkitA
AGENTS.md@academic-toolkit from fourteen1416/academic-agent-toolkit is an AGENTS.md file: the standing instructions coding agents read in that repo.
mdr add fourteen1416/academic-agent-toolkit/academic-toolkit/AGENTS.md@git:20261023.0a9dfaaPins git:20261023.0a9dfaa 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
academic-toolkit/AGENTS.md- Versions recorded
- 5
- Latest version
- git:20261023.0a9dfaa, committed Oct 23, 2026
- First version recorded
- Sep 23, 2026
- Size
- 11,107 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-toolkit — 全学术 Agent 系统（宿主无关） **主控 = 当前驱动本项目的 Agent**。同一时刻只有一个主控；不存在「调用另一个 agent runtime」的逻辑。 本仓库服务六大领域：数模竞赛、学术论文、文献与研究、课程与研究材料、知识产权材料、图表与文档生产。绘图不是系统边界。 ## 一、架构与所有权 | 层 | 唯一职责 | 位置 | |---|---|---| | 当前Agent | 理解任务、领域推理、方法选择、内容与结果解释 | 当前宿主 | | 技能 | 当前单步的专业作业方法，不重复排整条流程 | `skills/` | | 执行侧 | 资源读取、文件编辑、真实工具运行、依赖复用、评审收发 | `execution/` | | 引擎 | 合同解析、状态、唯一验收、检查点与审计 | `engine/` | | 工具 | 检索、求解、编译、格式化等具体操作 | `tools/` | | 目录与资产 | 能力、技能索引、数据和参考材料 | `data/`；`../capabilities/`、`../assets-local/`（仓库根，本表其余路径相对 `academic-toolkit/`） | 引擎只编排不执行Agent。执行侧不决定研究结论，也不自行批准。工作流SQLite是状态真源，操作表记录真实执行；没有证据不能写成成功。 执行步骤动作走宿主无关的 `StepAction.workspace`（与 `skills/`、宿主无关协议、`workflow_cli` 同口径）：步骤产出与编辑以工作区相对路径登记，不绑定任何宿主私有路径或宿主专属 API。 ## 二、启动与执行 在 `academic-toolkit/` 中： ```bash python -m engine.workflow_cli boot python -m engine.workflow_cli probe python -m engine.workflow_cli start --template <模板> --workspace <工作区> --params <业务参数JSON> python -m engine.workflow_cli next --wf <工作流ID> --db <数据库> ``` 已存在工作流则恢复，不重建。`next` 返回当前任务、合同和执行会话；真实主技能与必用技能正文直接提供。入口技能负责选模板，不能嵌套成单个业务步骤。 ## 三、任务路由 | 用户任务 | 模板或单步能力 | |---|---| | 国赛完整解题 | `comp_cumcm` | | 华为杯完整解题 | `comp_huawei` | …
Read the whole file at its exact version.
How to install
mdr add fourteen1416/academic-agent-toolkit/academic-toolkit/AGENTS.md@sha256:b4056b32982d19e8The line at the top of this page pins the label git:20261023.0a9dfaa, 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.
[](https://markdownregistry.com/a/art_ggmg23xyexwcxede)
2 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 23, 2026, about one every 7 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261023.0a9dfaa latest | 2026-10-23 | 0a9dfaa | 11,107 B | A | view · diff |
| git:20260927.965986c | 2026-09-27 | 965986c | 9,370 B | A | view · diff |
| git:20260923.f7df972 | 2026-09-23 | f7df972 | 18,103 B | A | view · diff |
| git:20260923.a358745 | 2026-09-23 | a358745 | 16,771 B | A | view · diff |
| git:20260923.40d4408 | 2026-09-23 | 40d4408 | 16,948 B | A | view |
Audit of the latest version
- pass: Size between 200 bytes and 200 KB (11107 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
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_ggmg23xyexwcxede GET https://markdownregistry.com/api/v1/resolve?ref=fourteen1416/academic-agent-toolkit/academic-toolkit/AGENTS.md GET https://markdownregistry.com/api/v1/blob/b4056b32982d19e85ed945615925176665a4624b3b5db0d35ef74115f2088340
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.