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/kittimasak/thai-token-optimizer/tto-opsgit clone --depth 1 https://github.com/kittimasak/thai-token-optimizerWrote 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/kittimasak/thai-token-optimizer/tto-ops)<a href="https://agentmods.dev/commands/kittimasak/thai-token-optimizer/tto-ops"><img src="https://agentmods.dev/badge/commands/kittimasak/thai-token-optimizer/tto-ops.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 | $0.00000 | $0.00188 |
| Opus 5 | $0.00000 | $0.00094 |
| Sonnet 5 | $0.00000 | $0.00038 |
| Haiku 4.5 | $0.00000 | $0.00019 |
Grade C, and why
tto-ops scanned grade C with 1 finding 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 6d 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.
Hidden instructionshighPrompt injection
Directives inside HTML comments, invisible characters or bidirectional overrides are read by the model and not by the person reviewing the file.
<!-- ============================================================================ Thai Token Optimizer v2.0 ============================================================================ Description : A Thai token optimiza This is a copy
78% identical to tto-compress — 16 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
What it actually says
/tto-ops
Run one-shot operations analytics.
tto ops --pretty
tto ops scan --pretty
tto ops audit claude --pretty
tto ops context --pretty
tto ops quality --pretty
tto ops drift --pretty
tto ops validate --pretty
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.
- 6d ago First seen · 33 lines · 0 tokens per session scan C bc72c9cb8e91
tto-ops is a command published in the GitHub repository kittimasak/thai-token-optimizer (47 stars, last pushed 15d ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 188 tokens. A static security scan graded it C with 1 finding (hidden instructions). It is 78% identical to tto-compress, differing in 16 lines, and is treated as a copy.
Other commands, from other repositories
translation-review
全面审核翻译质量: 对比原版、专项检查、质量评分与发布验证, 发现问题时自动衔接修复流程.
translate-docs
翻译项目文档到指定语言.
plan-localization
Plan localisation covering extraction, translation workflow, and the layout and format issues that follow.
growth-localization
Localization strategy and international expansion.
brand-update
Recalibrate the brand pack after positioning, personas, pricing or naming changed — propagate the change through terminology, strings and every locale in the same edit.
init-deep
Initiates a repository traversal to create localized PIPELINE-CONTEXT.md hierarchical context files.