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 agents/jorgejie/ai_scaffold/proactive-correctiongit clone --depth 1 https://github.com/Jorgejie/ai_scaffoldWrote 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/agents/jorgejie/ai_scaffold/proactive-correction)<a href="https://agentmods.dev/agents/jorgejie/ai_scaffold/proactive-correction"><img src="https://agentmods.dev/badge/agents/jorgejie/ai_scaffold/proactive-correction.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 | $0.02116 |
| Opus 5 | $0.00005 | $0.01058 |
| Sonnet 5 | $0.00002 | $0.00423 |
| Haiku 4.5 | $0.00001 | $0.00212 |
Grade A, and why
proactive-correction 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 5d 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.
How it starts
The opening of the file, as written. The whole thing — 234 lines — stays where its author put it; the contents beside it link to each section on GitHub.
{{t "proactive_correction.title"}}
{{t "proactive_correction.intro"}}
{{t "proactive_correction.core_principles_title"}}
- {{t "proactive_correction.principle_1"}}
- {{t "proactive_correction.principle_2"}}
- {{t "proactive_correction.principle_3"}}
- {{t "proactive_correction.principle_4"}}
{{t "proactive_correction.dimensions_title"}}
{{t "proactive_correction.dim1_title"}}
{{t "proactive_correction.dim1_desc"}}
{{t "proactive_correction.dim1_table_header"}} |---|--------|---------|--------------| {{t "proactive_correction.dim1_row1"}} {{t "proactive_correction.dim1_row2"}} {{t "proactive_correction.dim1_row3"}} {{t "proactive_correction.dim1_row4"}} {{t "proactive_correction.dim1_row5"}} {{t "proactive_correction.dim1_row6"}} {{t "proactive_correction.dim1_row7"}}
{{t "proactive_correction.dim1_action"}}
- {{t "proactive_correction.dim1_action_step1"}}
- {{t "proactive_correction.dim1_action_step2"}}
- {{t "proactive_correction.dim1_action_step3"}} {{DIR}}/CHANGELOG.md {{t "proactive_correction.dim1_action_step3_suffix"}}
{{t "proactive_correction.consistency_types_title"}}
{{t "proactive_correction.type1_title"}}
- {{t "proactive_correction.type1_def"}}
- {{t "proactive_correction.type1_example"}}
- {{t "proactive_correction.type1_method"}}
- {{t "proactive_correction.type1_fix"}}
{{t "proactive_correction.type2_title"}}
- {{t "proactive_correction.type2_def"}}
- {{t "proactive_correction.type2_example"}}
- {{t "proactive_correction.type2_method"}}
- {{t "proactive_correction.type2_fix"}}
{{t "proactive_correction.type3_title"}}
- {{t "proactive_correction.type3_def"}}
- {{t "proactive_correction.type3_example"}}
- {{t "proactive_correction.type3_method"}}
- {{t "proactive_correction.type3_fix"}}
{{t "proactive_correction.dim2_title"}}
{{t "proactive_correction.dim2_desc"}}
{{t "proactive_correction.dim2_table_header"}} |---|--------|---------|------------| {{t "proactive_correction.dim2_row1"}} {{t "proactive_correction.dim2_row2"}} {{t "proactive_correction.dim2_row3"}} {{t "proactive_correction.dim2_row4"}} {{t "proactive_correction.dim2_row5"}} {{t "proactive_correction.dim2_row6"}} {{t "proactive_correction.dim2_row7"}} {{t "proactive_correction.dim2_row8"}} {{#if HAS_NDK}} {{t "proactive_correction.dim2_ndk_row1"}} {{t "proactive_correction.dim2_ndk_row2"}} {{t "proactive_correction.dim2_ndk_row3"}} {{/if}}
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.
- 5d ago First seen · 234 lines · 9 tokens per session scan A abd11ad26692
proactive-correction is an agent published in the GitHub repository Jorgejie/ai_scaffold (52 stars, last pushed 24d ago), licensed MIT. It adds 9 tokens to every session and 2,116 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 2026-08-30.
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