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 skills/rse/ase/ase-code-insightnpx skills add rse/ase --skill ase-code-insightgit clone --depth 1 https://github.com/rse/aseWhat 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 | $0.00012 | $0.00949 |
| Opus 5 | $0.00006 | $0.00475 |
| Sonnet 5 | $0.00002 | $0.00190 |
| Haiku 4.5 | $0.00001 | $0.00095 |
Grade A, and why
ase-code-insight scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
What it actually says
@${CLAUDE_SKILL_DIR}/../../meta/ase-control.md @${CLAUDE_SKILL_DIR}/../../meta/ase-skill.md @${CLAUDE_SKILL_DIR}/../../meta/ase-getopt.md
<if condition="<ase-project-boxing/> is equal `black`">
The project source artifacts are classified as a *black box*, so the
user does *not* want them inspected or their internals surfaced.
*Skip* the entire insight gathering: do *not* read any source, only
output the following <template/> and then *SKIP* the remaining steps
STEP 2 through STEP 4:
<template>
<ase-tpl-bullet-normal/> **PROJECT INSIGHT**: *suppressed* (`project.boxing` is `black`)
</template>
</if>
Determine an <abstract/> summary of this project.
For this, check a potentially existing `README.*` file
or scan the source files of <getopt-arguments/> and figure it out
indirectly.
Display the results with the following <template/>:
<template>
<ase-tpl-bullet-normal/> **PROJECT ABSTRACT**:
<abstract/>
</template>
</step>
2. Determine the of this project. For this, run the following command...
```
git shortlog -sn --no-merges HEAD
```
...and then display the results with the following <template/>:
<template>
<ase-tpl-bullet-normal/> **PROJECT AUTHOR**:
<author/>
</template>
</step>
3. Display the source files of which caused the most churn by figuring out which of them have the most commits. Display the following :
<template>
<ase-tpl-bullet-normal/> **SOURCE CHURN**:
</template>
Then run the following command...
```
git log --format=format: --name-only --since="1 year ago" -- <getopt-arguments/> | grep -v '^$' | sort | uniq -c | sort -nr | head -10
```
...and then display its result as a table with a table head and
columns named "Commits" and "Source File". Do not display any
further explanation of this result.
</step>
4. Display the following :
<template>
<ase-tpl-bullet-normal/> **MODULE STRUCTURE**:
</template>
Find all modules (or OOP classes) of <getopt-arguments/> and build a
Mermaid specification <mermaid-spec/> for a `flowchart TB` diagram
with all modules as boxes and the imports between modules as the
directed edges. Then
dispatch the rendering to the `ase-meta-diagram` sub-agent by
calling the tool `Agent(description: "Diagram Rendering",
subagent_type: "ase:ase-meta-diagram", prompt: <mermaid-spec/>,
run_in_background: false)` and reproduce its
returned fenced code block verbatim in the response text. Do not
display any further explanation except for this diagram.
</step>
What ships with it
1 file 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.
- 2d ago First seen · 123 lines · 12 tokens per session scan A a7dba521205b
ase-code-insight is a skill published in the GitHub repository rse/ase (47 stars, last pushed 4d ago), licensed Apache-2.0. It adds 12 tokens to every session and 949 once invoked, about $0.0001 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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