Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add mantou6666/Math-Modeling-Agent-Flow --skill modeling-behavior-refactorgit clone --depth 1 https://github.com/mantou6666/Math-Modeling-Agent-FlowWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/mantou6666/math-modeling-agent-flow/modeling-behavior-refactor)<a href="https://agentmods.dev/skills/mantou6666/math-modeling-agent-flow/modeling-behavior-refactor"><img src="https://agentmods.dev/badge/skills/mantou6666/math-modeling-agent-flow/modeling-behavior-refactor.svg" alt="Measured on agentmods" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00038 | $0.00111 |
| Opus 5 | $0.00019 | $0.00056 |
| Sonnet 5 | $0.00008 | $0.00022 |
| Haiku 4.5 | $0.00004 | $0.00011 |
Grade A, and why
modeling-behavior-refactor scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 7d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
What it actually says
Contestant-scale code simplification
Compare baseline and current executable hashes. Simplify only unnecessary engineering structure. Preserve mathematical kernels, formal evaluator, numerical stability and performance-critical vectorization. After changes, compare official Result IDs/values, feasibility, key intermediates and independent evaluator outputs within declared tolerance. No freeze/state-machine dependency is required.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 7d ago First seen · 9 lines · 38 tokens per session scan A 03ef4ad99f33
modeling-behavior-refactor is a skill published in the GitHub repository mantou6666/Math-Modeling-Agent-Flow (16 stars, last pushed 17d ago), licensed MIT. It adds 38 tokens to every session and 111 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other skills, from other repositories
systematic-debugging
4-phase root cause debugging: understand bugs before fixing.
copilotkit-debug
Use when diagnosing CopilotKit issues -- runtime connectivity failures, agent not responding, streaming errors, tool execution problems, transcription failures, version mismatches, and AG-UI event tracing.
agent-merge-conflict-arbiter
Neutral arbiter for merge conflicts between two agents.
triage-issues
Triage GitHub issues in the googleapis/mcp-toolbox repo: propose the correct labels (type / priority / product / status), check for duplicates, verify a bug has enough info to act on, and draft a triage comment. Use whenever a maintainer asks you to triage, label, categorize, prioritize, or "look at" an issue (or a…
python-debugpy
Debug Python: pdb REPL + debugpy remote (DAP).
sglang-diffusion-benchmark-profile
Use when benchmarking denoise latency or profiling a diffusion bottleneck in SGLang.