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 agentmods add commands/worc4021/ampl-mcp/ampl-solvegit clone --depth 1 https://github.com/worc4021/ampl-mcpWrote 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/commands/worc4021/ampl-mcp/ampl-solve)<a href="https://agentmods.dev/commands/worc4021/ampl-mcp/ampl-solve"><img src="https://agentmods.dev/badge/commands/worc4021/ampl-mcp/ampl-solve.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 | $0.00009 | $0.00157 |
| Opus 5 | $0.00005 | $0.00078 |
| Sonnet 5 | $0.00002 | $0.00031 |
| Haiku 4.5 | $0.00001 | $0.00016 |
Grade A, and why
ampl-solve 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 4d 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
Load and solve the AMPL model at $ARGUMENTS.
- Call
ampl_versionand report the licence tier if it is notlicensed. - Start a session with
ampl_init_session, using the file's directory asworkdir. - Load it with
ampl_read_files. - Call
ampl_list_entitiesand summarise the model's shape. - Solve with
ampl_solve. - Report
solve_result, the objective value, and the variable values viaampl_get_data. Ifokis not true, callampl_diagnoseand explain what is wrong.
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.
- 4d ago First seen · 16 lines · 9 tokens per session scan A f6f8b1386c25
ampl-solve is a command published in the GitHub repository worc4021/ampl-mcp (0 stars, last pushed 1mo ago), licensed MIT. It adds 9 tokens to every session and 157 once invoked, about $0.0000 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 2026-08-31.
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