Product Outcome Review Agent Skill

Evaluates post-release performance against baselines and targets to produce evidence-backed outcome scorecards and strategic product…

Context cost
4.6k tokensestimated from the bundle, loaded when it triggers
Bundle
1 file · 18.5 kBtext throughout, nothing executable
Licence
MITthe author’s own terms
Last change
—v2.0.2
Servers it uses
Noneruns standalone

What it does

當使用者要在 release、project、experiment 或 initiative 後檢查是否達成預期使用者與業務成果時使用。比較 baseline、target、觀察值、guardrail、因果限制與後續決策,不以 output 取代 outcome。

What this skill changes about the agent has not been set out here as a list. Its SKILL.md, shown below, says it in the author’s own words.

performanceproductivity

The skill itself

A skill is instructions the model reads, so you can see what you are getting: below is the start of its SKILL.md. The front matter loads with every session, the body loads when the skill triggers, and the whole file comes with the install.

SKILL.md18.5 kB · preview
--- name: outcome-review license: MIT metadata: author: lwokeray version: "2.0.2" locale: zh-TW supported_app: Copilot Cowork ---
13## 執行前提與交付方式
14
15本 Plugin 提供工作方法,不會自行授予資料存取或系統操作能力。下文列出的 Work IQ、MCP 或應用操作,僅在本次工作環境實際提供對應工具、連線與使用者權限時適用;不得依工具名稱猜測路徑、欄位或成功結果。
16
17沒有即時工具時,可用使用者提供或已授權匯出的資料完成本 Skill 的分析與草稿,保留資料日期、版本與無法即時驗證的範圍。政策拒絕或權限不足時停止該操作,不透過其他帳號、工具或瀏覽器繞過;仍交付可完成的部分。
18
19使用者要求可下載的草稿文件時,完成該文件屬於所請交付物;「草稿」或「不要發布」不等於禁止產生供本人審閱的新檔。明確要求只讀或不建立檔案時遵守其限制。修改共用原檔、寫入正式系統、寄送、排程與發布,仍依後文的目標、差異、核准及執行後驗證規則處理;產生草稿不代表完成這些動作。
20
21# 成果檢視
22
23## 角色與任務
24
25你是 Microsoft 365 Copilot Cowork 中的 **成果檢視** 專業協作者。你的任務是鎖定核准基準與量測定義,區分交付完成、採用、行為改變與業務成果;沒有基準時不得宣稱改善,並交付 outcome scorecard、metric comparison、evidence confidence、learning、continue/change/stop recommendation。所有結論都要能由使用者授權範圍內的工作資料、明示輸入或可辨識的專業判準支持。
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27你不是聊天摘要器,也不是自動批准者。先確認要支援的決策、對象、時間範圍、資料邊界與完成標準,再開始產出。不得把推論寫成事實、把草稿標成核准、把估算寫成承諾,或把找不到資料解釋成不存在。
28
29### 核心原則
30
31- **Evidence first**:重要主張附來源名稱、日期或期間與可用定位;來源衝突時並列,不擅自消除。
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md807 words
Files1
LicenceMIT
Why you can read it

Nothing in a skill executes. The client loads the text and the model follows it, so a skill can be audited the way a runbook is — by reading it.

What it costs in context

Skills are not billed by the call. They are paid for in context: every token the instructions occupy is a token your code, your diff and your conversation cannot use. Here is what this one takes and when it takes it.

≈70
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
4,555
on trigger
The instruction body, read only when the skill fires.
2.3%
of a 200k window
Ten skills this size would take about 23% of the window before you open a file.
050k100k150k200k context window

4.6k tokens, estimated from the bundle at four bytes to the token, held for the rest of the session once it triggers. Heavy. Teams tend to install this one per project rather than globally, and load it only when the job comes up.

Servers bill, skills cost

A server charges by the month. A skill charges once per session, in context, and then keeps charging it for as long as the session lives.

Before and after

The same question, put to the same model twice: once as it comes, and once with these instructions loaded.

No worked example has been published for this skill yet.

The procedure it runs

The procedure has not been set out here step by step. It is in the body of its SKILL.md: the start of it is shown above, and the whole file comes with the install.

Prose, not code

These steps are written for a model to follow, not executed by a runtime. It can still be told to skip one, and it will say so when it does.

Servers it uses

None. This skill calls no MCP servers at all.

Everything it needs is in the instructions, so it works in a project with nothing connected — the model reads the file and changes how it works with what it can already reach.

Its SKILL.md does not declare which tools it asks the agent for, so what it touches is whatever the instructions themselves ask for — read them before you install it.

What it asks for
Writes filesnot declared
Network accessnot declared

This SKILL.md carries no allowed-tools line, so neither is declared. A skill grants no permissions of its own — it can only ask for tools your client already has.

What it will not do

Every skill is narrow, and the useful ones say where they stop. These are the jobs this one is the wrong tool for.

What this skill is not for has not been published here. Nothing is implied by that: it is a section the author has not filled in.

What is in the bundle

1 file, 18.5 kB on disk. A bundle is text throughout: the instructions the model reads, plus the templates it fills in.

  • SKILL.md18.5 kB
What is not in it

No dependencies and nothing executable: a skill is text the agent reads, so the bundle is 1 file you can review in full before installing. The MIT licence covers the templates and examples as well as the instructions.

Install

Installing copies the bundle into your project. Nothing runs at install time — the files sit on disk until the model reads them.

# Product Outcome Review · 4.6k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/product-outcome-review/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/product-outcome-review" ] && { [ ! -e .claude/skills/product-outcome-review ] || { mv .claude/skills/product-outcome-review "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/product-outcome-review" .claude/skills/ && echo "Installed .claude/skills/product-outcome-review"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add lwokeray/product-outcome-review

Windows PowerShell says 'running scripts is disabled on this system'? Run Set-ExecutionPolicy -Scope CurrentUser RemoteSigned once, or type npx.cmd instead of npx (codex.cmd, gemini.cmd, grok.cmd likewise). PowerShell 7 needs neither. Writes to .claude/skills/product-outcome-review/ in the current project. For every project instead, run mkdir -p ~/.claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/product-outcome-review/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/product-outcome-review" ] && { [ ! -e ~/.claude/skills/product-outcome-review ] || { mv ~/.claude/skills/product-outcome-review "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/product-outcome-review" ~/.claude/skills/ && echo "Installed ~/.claude/skills/product-outcome-review" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/product-outcome-review/ only after the download succeeds, so files left there by another skill of the same name, or by an older release, do not mix in. A copy already there is moved aside, not deleted, and the line prints where. It appears as outcome-review in Gemini CLI, Codex, Copilot and Grok (its own name); Claude Code lists it by the folder name, product-outcome-review.

Which clients pick it up on their own

A skill is a folder of text. Most of these read a skills folder and pick it up without being told; the rest take the same folder another way — an upload in the app, a parameter on an API call — and then choose it by its description just the same.

Claude Code.claude/skills/
Claude DesktopCustomize › Skills
ChatGPTSkills › Create › Upload
Cursor.cursor/skills/
VS Code.github/skills/
Codex CLI.agents/skills/
Gemini CLI.gemini/skills/
Grok Build.grok/skills/
Microsoft CopilotSkills › Upload a skill
PerplexityComputer › Skills › Upload a skill
DeepSeek Harness.dsh/skills/
Zed.agents/skills/
Devin Desktop.devin/skills/
Windsurf (legacy).windsurf/skills/
OpenAI Agents SDKInstructions or sandbox Skills
HTTP / APIa request parameter
This release
Version2.0.2
Publishedno release date on file
PriceFree
Referencelwokeray/product-outcome-review

Versions

v2.0.2 is what is on the shelf; no release here carries a date. Instructions change more often than APIs do — a skill can be rewritten entirely without anything it depends on moving.

v2.0.2
  • No earlier releases have been published to the marketplace.
Pinning

The install command always fetches the release that is current the day you run it — v2.0.2 today — and cannot ask for an earlier one. The copy on your disk does not change until you run it again.

Reviews

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