Getting it into your agent
This one installs as part of its plugin. Adding the marketplace and installing the plugin brings it with everything else the plugin ships.
/plugin marketplace add reggiechan74/cc-plugins/plugin install math-paper-creatorWrote 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/reggiechan74/cc-plugins/compile)<a href="https://agentmods.dev/commands/reggiechan74/cc-plugins/compile"><img src="https://agentmods.dev/badge/commands/reggiechan74/cc-plugins/compile/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/commands/reggiechan74/cc-plugins/compile"><img src="https://agentmods.dev/badge/commands/reggiechan74/cc-plugins/compile.svg" alt="Reviewed on agentmods" width="80" 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 | $0.00013 | $0.00428 |
| Opus 5.5 | $0.00005 | $0.00171 |
| Sonnet 5.5 | $0.00003 | $0.00086 |
| Haiku 4.5 | $0.00001 | $0.00043 |
Grade A, and why
compile 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 1mo 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
Compile All Artifacts
Produce all three artifacts from a .model.md document:
- Paper — clean Markdown with validation blocks stripped
- Codebase — standalone Python package extracted from validation blocks
- Validation Report — symbol table, dependencies, coverage, test results
This runs in strict mode — orphan symbols are hard errors. Use this when the document is complete.
Steps
-
Locate the file: Use the provided path argument. If no path is given, search with Glob for
**/*.model.md. -
Build the command:
cd ${CLAUDE_PLUGIN_ROOT} && PYTHONPATH=src python3 -m meta_compiler.cli compile "<file_path>" --output "<output_dir>"Add
--depth <depth>if a depth filter was specified. Default output directory is./outputrelative to the document's location. -
Execute: Run the command. If validation fails (strict mode), report the errors and offer to help fix them before retrying.
-
Report: Show the user what was generated:
<output>/paper.md— the clean paper<output>/runner.py— standalone Python runner extracted from validation blocks<output>/report.txt— the validation report
-
Verify runner: Optionally run the generated runner:
cd <output> && python3 runner.pyReport pass/fail status.
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.
- 1mo ago First seen · 50 lines · 13 tokens per session scan A aa48e8788752
compile is a command published in the GitHub repository reggiechan74/cc-plugins (7 stars, last pushed 5mo ago), licensed MIT. It adds 13 tokens to every session and 428 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 2026-08-31.
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