MathModeling-skills is a collection of Claude Code and Codex skills for mathematical modeling competitions, guiding users through data analysis, method-specific checks, reproducible computations, figures, and paper audits without taking over modeling decisions. It is for contestants who want AI to handle mechanical checks while they retain responsibility for choosing methods and interpreting results. The catalogue entries form the project's skills, instructions, hook, setting, and plugin workflow.
Borrowing it
Nothing to install: this file belongs to zhnnky329/MathModeling-skills. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/zhnnky329/MathModeling-skills/main/.claude/skills/symbol-table-builder/SKILL.mdgit clone --depth 1 https://github.com/zhnnky329/MathModeling-skillsWrote 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/zhnnky329/mathmodeling-skills/symbol-table-builder)<a href="https://agentmods.dev/skills/zhnnky329/mathmodeling-skills/symbol-table-builder"><img src="https://agentmods.dev/badge/skills/zhnnky329/mathmodeling-skills/symbol-table-builder/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/zhnnky329/mathmodeling-skills/symbol-table-builder"><img src="https://agentmods.dev/badge/skills/zhnnky329/mathmodeling-skills/symbol-table-builder.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00034 | $0.00395 |
| Opus 5.5 | $0.00014 | $0.00158 |
| Sonnet 5.5 | $0.00007 | $0.00079 |
| Haiku 4.5 | $0.00003 | $0.00040 |
Grade A, and why
symbol-table-builder 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 2mo 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
Purpose
Ensure the same concept uses one symbol and different concepts do not collide.
Inputs
- problem parse and relationships;
- active
methods/Qx/qx_method_card.md; - approved code plans when available;
- question dependency map;
- existing
planning/symbol_table.md.
Read legacy candidate pools only when method cards are absent.
Workflow
- Extract inputs, outputs, parameters, decisions, states, indices, sets, functions, and intermediate quantities.
- Preserve user-established notation unless it conflicts or is ambiguous.
- Resolve:
- same meaning with different symbols;
- different meanings with the same symbol;
- unit/domain conflicts;
- Qx output-to-input handoff conflicts.
- Classify each symbol by role and scope.
- Save or update
planning/symbol_table.md. - If a canonical symbol changes, classify it
CANONICALand run scoped consistency for affected Qx.
Table Fields
- symbol;
- plain name;
- definition;
- type: input, output, parameter, estimated parameter, decision, state, intermediate, index, set, function;
- domain/range;
- unit;
- scope/Qx;
- source artifact;
- notes or conflict resolution.
Rules
- Define every symbol before first use.
- Record units and domains when applicable.
- Use one notation for cross-question handoffs.
- Do not invent variables to make a table look complete.
- Do not maintain a separate verbose conflict log; record material resolutions in the table notes.
Verification
- Active method-card and code-plan variables are covered.
- No unresolved symbol or unit collision remains.
- Shared quantities agree across Qx.
- Downstream artifacts can cite one canonical table.
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.
- 2mo ago First seen · 59 lines · 34 tokens per session scan A 365d6bde4e81
symbol-table-builder is a skill published in the GitHub repository zhnnky329/MathModeling-skills (1,080 stars, last pushed 1mo ago), licensed MIT. It adds 34 tokens to every session and 395 once invoked, about $0.0001 per session on Opus 5.5. 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.
symbol-table-builder compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| symbol-table-builderzhnnky329/MathModeling-skills | Skill | 1.1k | 1mo ago | MIT | A | 34 | Claude Code |
| instrument-data-to-allotropeanthropics/knowledge-work-plugins | Skill | 35k | 2d ago | Apache-2.0 | A | 123 | Claude Code |
| exploratory-data-analysisK-Dense-AI/scientific-agent-skills | Skill | 56k | 4d ago | MIT | A | 83 | Claude Code |
| matlabK-Dense-AI/scientific-agent-skills | Skill | 56k | 4d ago | MIT | A | 44 | Claude Code |
| phylogeneticsK-Dense-AI/scientific-agent-skills | Skill | 56k | 4d ago | MIT | A | 71 | Claude Code, Codex |
| research-engineerdavila7/claude-code-templates | Skill | 33k | yesterday | MIT | A | 43 | Claude Code, Codex |
| mapping-to-snomedmaziyarpanahi/openmed | Skill | 5.8k | yesterday | Apache-2.0 | A | 205 | Claude Code |