session-review SKILL.md skillA

session-review from mukiwu/muki-ai-plugins is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add mukiwu/muki-ai-plugins/session-review@git:20261018.0052385

Pins git:20261018.0052385 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
mukiwu/muki-ai-plugins
Path
plugins/session-review/skills/session-review/SKILL.md
Versions recorded
5
Latest version
git:20261018.0052385, committed Oct 18, 2026
First version recorded
Sep 30, 2026
Size
12,648 bytes
Repository stars
73
License
none declared

回顧一個或多個專案的所有 AI session(Claude Code 加 Codex),產出可互動的 HTML 報告,內容包含 skill 使用排行圖、收斂後的工作流程圖、使用者在功能開發與除錯時怎麼跟 AI 溝通、可做成客製 skill 的重複流程、每個建議該放 user 或 project scope,以及建議移除哪些用不到的 skill,使用者說 /session-review、分析這個專案的 ai session、回顧我怎麼用 AI、找出可以做成 skill 的流程時使用.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Session Review

把專案底下所有人親自參與的 AI 對話翻過一遍,整理成一份可互動的 HTML 報告,最後發布成 artifact,並在桌面留一份

## 參數

- 沒寫路徑:用當前 session 的專案,先跑 `git rev-parse --show-toplevel` 取專案根目錄,不是 git repo 就用目前工作目錄
- 寫一個路徑:只分析那個專案
- 寫多個路徑(空白分隔):合併成同一份報告,每個 session、skill、原話都標上所屬專案,報告裡加專案篩選
- `--since YYYY-MM-DD`:只看這天之後還有活動的 session
- `--no-global`:不掃其他專案的 skill 使用紀錄,速度較快,但移除建議會少一層判斷,報告要註明
- 路徑可以用 `~`,不存在的路徑要先告訴使用者,不要默默略過

## 流程

### 1. 蒐集資料

```bash
python3 <這個 skill 的目錄>/scripts/collect.py --out <scratchpad>/session-review [--since ...] [--no-global] <路徑 ...>
```

輸出三個檔:

- `summary.json`:各類數量、skill 排行(分成使用者打的 user 和 AI 自己叫的 model)、子代理、工具、每日訊息數、每個 session 的摘要
  - `installed_skills`:目前裝著的所有 skill(user scope、專案的 `.claude/skills`、已安裝 plugin 的 skill 與 command),每個有來源、路徑、是否 symlink、plugin 是否啟用、是否內部用(`user-invocable: false`)、描述、這段期間次數 `uses_here`、所有專案的次數 `uses_global`、最後使用日、用過的專案數
  - `unused_here`:這段期間 0 次、有啟用、不是內部用的 skill 清單,是移除建議的起點
- `messages.txt`:依 session 分組的使用者訊息,超過 400 字會截斷,這是主要閱讀材料
- `messages.json`:完整訊息,需要引用長句原文時查這裡

腳本已處理好的事,不要重做:自動化 session(entrypoint 是 sdk 開頭,例如每次改動後跑的安全審查)只計數不分析,回溯或重送造成的重複訊息用 uuid 去重,內建指令(/clear、/model 等)不算 skill,worktree 底下的 session 會算進主專案

### 2. 讀完所有對話

- 把 `messages.txt` 從頭讀到尾,不要只抽樣
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add mukiwu/muki-ai-plugins/session-review@sha256:74232523cd7b83f5

The line at the top of this page pins the label git:20261018.0052385, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_axcoxtueuetl2px2.svg)](https://markdownregistry.com/a/art_axcoxtueuetl2px2)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Sep 30, 2026 and Oct 18, 2026, about one every 5 days.

versioncommittedcommitsizeaudit
git:20261018.0052385 latest2026-10-18 0052385 12,648 BA view · diff
git:20261018.61c82642026-10-18 61c8264 12,259 BA view · diff
git:20260930.80df9022026-09-30 80df902 9,954 BA view · diff
git:20260930.c6cacab2026-09-30 c6cacab 8,901 BA view · diff
git:20260930.8c6e5542026-09-30 8c6e554 5,912 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (12648 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

mukiwu/muki-ai-plugins · 73 stars · license none declared · pushed 2026-10-20 · branch master

API

GET https://markdownregistry.com/api/v1/artifacts/art_axcoxtueuetl2px2
GET https://markdownregistry.com/api/v1/resolve?ref=mukiwu/muki-ai-plugins/session-review
GET https://markdownregistry.com/api/v1/blob/74232523cd7b83f5db6cf399b12d512bd9e4c574f668bc7bad0f0bfdddc180ec

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

More from mukiwu/muki-ai-plugins

CLAUDE.md@plugins/figma-visual-reviewer CLAUDE.md file
mukiwu/muki-ai-plugins · plugins/figma-visual-reviewer/CLAUDE.md
git:20260705.d1a0405 · audit A · 73 stars
figma-export SKILL.md skill
mukiwu/muki-ai-plugins · plugins/figma-visual-reviewer/skills/figma-export/SKILL.md · Export Figma frames as PNG images via Figma REST API. Use when you need to get a design screenshot from a Figma URL for…
git:20260705.d1a0405 · audit A · 73 stars
pixel-diff SKILL.md skill
mukiwu/muki-ai-plugins · plugins/figma-visual-reviewer/skills/pixel-diff/SKILL.md · Pixel-level image comparison between two screenshots. Generates a visual diff overlay highlighting differences. Use for…
git:20260705.d1a0405 · audit A · 73 stars
lore-capture SKILL.md skill
mukiwu/muki-ai-plugins · plugins/lore/skills/lore-capture/SKILL.md · Use when the conversation surfaces knowledge that code, types, tests, or git history can't reveal — the user explains a…
git:20260711.33a281a · audit A · 73 stars
lore-check SKILL.md skill
mukiwu/muki-ai-plugins · plugins/lore/skills/lore-check/SKILL.md · Use when asked whether the project's lore is healthy or still helping, or when the 30-day heartbeat suggests a re-check…
git:20260714.3f8755e · audit A · 73 stars
lore-consult SKILL.md skill
mukiwu/muki-ai-plugins · plugins/lore/skills/lore-consult/SKILL.md · Use when about to plan a feature, fix a bug, or touch unfamiliar code in a repo that has a docs/lore/ folder, before…
git:20260714.3f8755e · audit A · 73 stars
lore-eval SKILL.md skill
mukiwu/muki-ai-plugins · plugins/lore/skills/lore-eval/SKILL.md · Use when asked whether lore actually catches the mistakes it records, after rewording entries or changing lore-guard…
git:20261020.48d618b · audit A · 73 stars
lore-guard SKILL.md skill
mukiwu/muki-ai-plugins · plugins/lore/skills/lore-guard/SKILL.md · Use when about to commit, open a PR, or claim a change is done in a repo that has docs/lore/ — maps the changed files…
git:20260714.3f8755e · audit A · 73 stars
lore-init SKILL.md skill
mukiwu/muki-ai-plugins · plugins/lore/skills/lore-init/SKILL.md · Use when a project has no docs/lore/ yet and implicit knowledge starts coming up in conversation, or when the user asks…
git:20260714.3f8755e · audit A · 73 stars
lore-maintain SKILL.md skill
mukiwu/muki-ai-plugins · plugins/lore/skills/lore-maintain/SKILL.md · Use when lore looks stale or noisy, when a lore-check report flags problems, or on a periodic sweep — finds stale…
git:20260714.3f8755e · audit A · 73 stars
lore-ul SKILL.md skill
mukiwu/muki-ai-plugins · plugins/lore/skills/lore-ul/SKILL.md · Use when a conversation hits a vague or overloaded term, the same word means different things in different places, the…
git:20260714.3f8755e · audit A · 73 stars
review-tests SKILL.md skill
mukiwu/muki-ai-plugins · plugins/review-tests/skills/review-tests/SKILL.md · 測試體檢診斷器(test review / audit existing tests / find test blind spots)——讀一份既有測試,找出盲點與建議,產出一份 self-contained HTML 報告(不修改任何…
git:20260705.11bc9b8 · audit A · 73 stars

Every file in mukiwu/muki-ai-plugins

Other files named session-review

session-review SKILL.md skill
awrshift/agent-memory-kit · plugins/memory-kit/skills/session-review/SKILL.md · End-of-session adversarial review loop. Assemble the session's work into a role-assigned, self-contained brief, then…
git:20260818.a8b21c0 · audit A · 34 stars
session-review SKILL.md skill
ggg123124/vrchat-assistant · skills/session-review/SKILL.md · When ending a work session and wanting to capture what was accomplished, what was learned, and what to do next. Use…
v1.0.0 · audit A · 26 stars

Browse by kind, by grade A, or by owner.