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 mukiwu/muki-ai-plugins --skill session-reviewgit clone --depth 1 https://github.com/mukiwu/muki-ai-pluginsWrote 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/mukiwu/muki-ai-plugins/session-review)<a href="https://agentmods.dev/skills/mukiwu/muki-ai-plugins/session-review"><img src="https://agentmods.dev/badge/skills/mukiwu/muki-ai-plugins/session-review/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/mukiwu/muki-ai-plugins/session-review"><img src="https://agentmods.dev/badge/skills/mukiwu/muki-ai-plugins/session-review.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 | $0.00139 | $0.03975 |
| Opus 5.5 | $0.00056 | $0.01590 |
| Sonnet 5.5 | $0.00028 | $0.00795 |
| Haiku 4.5 | $0.00014 | $0.00398 |
Grade B, and why
session-review scanned grade B 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 today.
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.
Reads agent configuration directoriesmediumAgent snooping
.claude/, .codex/, .gemini/ hold keys, settings and other credentials a mod has no legitimate need for.
- 內部用的 skill（`internal` 為 true），以及被其他 skill、hook、CLAUDE.md 點名依賴的 skill，用 grep 在 `~/.claude/skills`、專案 `.claude/`、`~/.claude/CLAUDE.md`、hooks 設定裡搜它的名字 The source is not reproduced here
No licence file
A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.
What ships with it
5 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.
- today Changed · +35 lines 74232523cd7b
- 18d ago First seen · 136 lines · 139 tokens per session scan B 3e9b785417cd
session-review is a skill published in the GitHub repository mukiwu/muki-ai-plugins (72 stars, last pushed yesterday), with no licence file. It adds 139 tokens to every session and 3,975 once invoked, about $0.0006 per session on Opus 5.5. A static security scan graded it B with 1 finding (reads agent configuration directories). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-10-01.
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