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 skills add ai-driven-dev/framework --skill 05-improvegit clone --depth 1 https://github.com/ai-driven-dev/frameworkWrote 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/ai-driven-dev/framework/05-improve)<a href="https://agentmods.dev/skills/ai-driven-dev/framework/05-improve"><img src="https://agentmods.dev/badge/skills/ai-driven-dev/framework/05-improve/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/ai-driven-dev/framework/05-improve"><img src="https://agentmods.dev/badge/skills/ai-driven-dev/framework/05-improve.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 | $0.00048 | $0.00337 |
| Opus 5.5 | $0.00019 | $0.00135 |
| Sonnet 5.5 | $0.00010 | $0.00067 |
| Haiku 4.5 | $0.00005 | $0.00034 |
Grade A, and why
05-improve 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 21d 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
Improve
flowchart LR
start([conversation ID or export]) --> read-conversation
read-conversation -->|complete| scopes{two or more scopes?}
read-conversation -->|unavailable| unavailable([stop])
scopes -->|no| recommend-local[recommend locally] --> target-edits
scopes -->|yes| isolation{isolated artifact context?}
isolation -->|yes| recommend-parallel[recommend in parallel] --> target-edits
isolation -->|no| recommend-local
target-edits --> question([ask next intent]) --> stop([stop])
Actions
Run the flow above. Read only the next action file.
| Action | Does |
|---|---|
| read-conversation | freeze complete evidence and measure visible cost |
| recommend | analyze relevant scopes and merge grounded findings |
| target-edits | render minimal edits and an executable prompt |
Transversal rules
- After resolving the source, run all three actions without pausing for confirmation.
- Analyze only a complete conversation and the exact skills or documents it names.
- Exclude every current or previous
improveinvocation and report from the analysis evidence. - Never invent time, tokens, source coverage, or document status.
- Do not modify, stage, or persist any project file.
What ships with it
7 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 21d ago First seen · 37 lines · 48 tokens per session scan A 6f835da50754
05-improve is a skill published in the GitHub repository ai-driven-dev/framework (518 stars, last pushed today), licensed MIT. It adds 48 tokens to every session and 337 once invoked, about $0.0002 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 2026-09-25.
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