session_audit

session_audit is a skill for Claude Code from chunxiaoxx/nautilus-compass. It costs 32 tokens per session (314 once invoked), scanned A, original, no licence file.

A read-only scan of project memory that reports file ages, ungrouped sessions, and linked-entity counts by namespace.

In plain words
What is it for?
Use it before building memory summaries, checking memory health, or reviewing links between stored entities.
Why use it?
It shows whether stored sessions are ready to be grouped and whether the project's memory structure is accumulating unused data.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the nautilus-compass plugin — 5 skills, 5 commands, 1 MCP server shipped together

Good fit Use it before building memory summaries, checking memory health, or reviewing links…

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/chunxiaoxx/nautilus-compass/session_audit
Install

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.

Any agent
npx skills add chunxiaoxx/nautilus-compass --skill session_audit
Clone the repo
git clone --depth 1 https://github.com/chunxiaoxx/nautilus-compass

Made for: Claude Code.

Or install nautilus-compass, the plugin that ships this one along with the rest of its 5 skills, 5 commands, 1 MCP server.

Wrote 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.

agentmods badge for session_audit

README.md
[![agentmods](https://agentmods.dev/badge/skills/chunxiaoxx/nautilus-compass/session_audit.svg)](https://agentmods.dev/skills/chunxiaoxx/nautilus-compass/session_audit)
Your own site
<a href="https://agentmods.dev/skills/chunxiaoxx/nautilus-compass/session_audit"><img src="https://agentmods.dev/badge/skills/chunxiaoxx/nautilus-compass/session_audit.svg" alt="Measured on agentmods" height="20"></a>
Per session 32 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 314 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00032 $0.00314
Opus 5 $0.00016 $0.00157
Sonnet 5 $0.00006 $0.00063
Haiku 4.5 $0.00003 $0.00031

Measured 7d ago against content hash 9500944657a6, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-06, from the pricing page.

Security

Grade A, and why

session_audit 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 7d ago.

The scan reads SKILL.md. This mod also ships 1 executable file (handler.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

skills/codified/session_audit/SKILL.md · 35 lines

The source is not reproduced here

A licence we could not identify

The repository carries a LICENSE file, but it is custom or dual enough that GitHub cannot name it and neither can this catalogue. Unknown terms are not permission, so the body is not copied here. Read the licence at the source and decide for yourself.

Read it on GitHub

Files

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.

Changes

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.

  1. 7d ago First seen · 35 lines · 32 tokens per session scan A 9500944657a6

Subscribe to this mod's changes

session_audit is a skill published in the GitHub repository chunxiaoxx/nautilus-compass (7 stars, last pushed today), with no licence file. It adds 32 tokens to every session and 314 once invoked, about $0.0002 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 2026-08-31.

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