comp-simulation SKILL.md skillA
comp-simulation from fourteen1416/academic-agent-toolkit is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add fourteen1416/academic-agent-toolkit/comp-simulation@git:20261027.16098cdPins git:20261027.16098cd 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-simulation/SKILL.md- Versions recorded
- 2
- Latest version
- git:20261027.16098cd, committed Oct 27, 2026
- First version recorded
- Oct 16, 2026
- Size
- 11,777 bytes
- Repository stars
- 12
- License
- a license file GitHub does not identify
仿真建模主链：方法选型（多智能体/离散事件/系统动力学/连续系统/蒙特卡洛/数据驱动融合）、模型规格化、校准与校核验证、实验设计与重复运行纪律、敏感性分析与不确定性量化、仿真产物契约。用于仿真建模类竞赛（如全国大学生仿真建模应用挑战赛）与仿真研究报告。.
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
# 竞赛仿真建模主链 从赛题/场景到可复现仿真结论的单一入口：**$ARGUMENTS** > **定位**：这是**方法论 + 契约 + 编排**技能，不是仿真引擎。它决定"该用哪类仿真、模型怎么规格化、 > 结果怎么才算可信、产物怎么落"，并把执行路由到具体引擎（Mesa / SimPy / Salabim / PySD / pymoo / > stable-baselines3 / PyMC 等，见 `references/engine-routing.md`）。 > > **与相邻技能的边界**：数学建模主链（`comp-modeling` / `comp-code`）负责"建方程、写代码"； > 本技能负责**仿真特有的四件事**——①方法选型 ②随机性纪律 ③校准与校核验证 ④置信区间与不确定性。 > 定了型之后，求解与写作仍走既有 `comp-modeling` → `comp-code` → `paper-figure` → `comp-paper-zh` 主链。 --- ## 0. 开场先跑（方法未定不写代码） ```bash # 引擎可用性探测（不联网、不安装，只报告） python skills/comp-simulation/scripts/sim_env_probe.py ``` 探测结果决定可选路径：缺席的引擎**如实记为 unavailable，不阻断**——本技能的方法论层（选型/V&V/实验设计） 不依赖任何特定库，纯标准库即可执行最小仿真。 --- ## 一、方法选型决策树（先定性，再动代码） 按**系统的主导特征**选，不按"哪个库我会用"选。 | 主导特征 | 方法 | 首选引擎 | 关键产出 | |---|---|---|---| | 大量异质个体、个体间交互/博弈、涌现 | **多智能体（ABM）** | Mesa（`mesa` / `mesa-geo`） | 个体规则表 + 演化曲线 + 情景对比 | | 流程/排队/资源竞争，事件驱动的离散状态跳变 | **离散事件仿真（DES）** | SimPy（描述性）/ Salabim（带动画） | 流程图 + 资源利用率 + 等待时间分布 | | 反馈回路、存量-流量、政策杠杆（宏观总量） | **系统动力学（SD）** | PySD（读 Vensim/标准 SD 方程） | 因果回路图 + 存量流量图 + 政策情景 | | 连续状态由微分方程演化（物理/生态/流体） | **连续系统仿真** | SciPy `solve_ivp` / `scipy.integrate` | 状态轨迹 + 相图 + 守恒量校验 | …
Read the whole file at its exact version.
How to install
mdr add fourteen1416/academic-agent-toolkit/comp-simulation@sha256:4b29ee0d6353c143The line at the top of this page pins the label git:20261027.16098cd, 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_be6zqnzgam4zdj43)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Oct 16, 2026 and Oct 27, 2026, about one every 11 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261027.16098cd latest | 2026-10-27 | 16098cd | 11,777 B | A | view · diff |
| git:20261016.ccb2908 | 2026-10-16 | ccb2908 | 11,738 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (11777 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_be6zqnzgam4zdj43 GET https://markdownregistry.com/api/v1/resolve?ref=fourteen1416/academic-agent-toolkit/comp-simulation GET https://markdownregistry.com/api/v1/blob/4b29ee0d6353c1432591cc3ad41fcc837cf2cdb3c78678e8dfb4f05726eb3c44
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.