MathModeling-skills
面向数学建模竞赛的 Claude Code / Codex Skills ，支持分阶段建模流程与 Python、MATLAB/北太天元代码分支。
MathModeling-skills is a comprehensive agent skill package designed for mathematical modeling competitions, providing structured workflow support for Claude Code and Codex. It implements a gated, multi-stage pipeline that guides teams through problem analysis, method validation, code generation, results freezing, and paper writing while maintaining strict traceability between computed results and published numbers. The skills enforce human ownership of key modeling decisions while delegating mechanical correctness checks to the AI, preventing common failure modes like stale data in papers or methods that fail on real datasets. Available in both Python and MATLAB/北太天元 implementations, it includes independent audit layers that verify consistency, completeness, and quality before submission.
Key Features
Use Cases
- 01Managing end-to-end workflow for MCM/ICM, CUMCM, or other mathematical modeling competitions
- 02Ensuring reproducibility by freezing numerical results and linking every paper claim to source experiments
- 03Preventing late-stage method failures through early risk probes on real data
- 04Generating competition-compliant code in Python or MATLAB with automated semantic review
- 05Coordinating team collaboration with shared symbol tables and structured decision logging
- 06Producing audit-ready submission packages with cross-file consistency verification
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MathModeling-skills — FAQ
What is MathModeling-skills?+
MathModeling-skills is a set of 28 agent skills for Claude Code and Codex that structure the workflow for mathematical modeling competitions. It enforces gated stages for problem analysis, method validation, code generation, result freezing, and paper writing with independent audits, ensuring reproducibility and preventing common competition failures.
How do I install MathModeling-skills?+
Clone the repository and run the installation script: `git clone https://github.com/zhnnky329/MathModeling-skills.git && cd MathModeling-skills && ./install.sh`. The installer registers the plugin for both Claude Code and Codex by default; use `--target claude` or `--target codex` to install for only one client.
Which AI clients does this work with?+
This skill package works with Claude Code and Codex (ChatGPT). Both clients are supported through native plugin installation with dedicated manifests for each platform.
Does MathModeling-skills require API keys or special prerequisites?+
No external API keys are required. You need Git to clone the repository and either Claude Code or Codex installed. For MATLAB code generation, access to MATLAB or 北太天元 is needed to run the generated scripts.
Is MathModeling-skills free to use?+
Yes, MathModeling-skills is open source and released under the MIT license, making it free for personal and academic use.
Does this tool automatically write complete competition papers?+
No, it is designed as an assistant, not an autopilot. The skills enforce human ownership of key modeling decisions (method selection, physical interpretation, contribution claims) while the AI handles mechanical tasks like code review, consistency checking, and results freezing. The pipeline blocks if critical decisions are left empty or AI-generated without human input.
How do I install MathModeling-skills?+
Open the source repository on GitHub and follow its README. MathModeling-skills is a skill — MCP Agents Market links you directly to the official repo.
Is MathModeling-skills free?+
MathModeling-skills is an open-source project hosted on GitHub. Check the repository for its license and any usage requirements.