Team shared skill library
Goal: Stand up a small shared library with five starter skills, clear owners, and test-before-production edits.
Best for: 2–15 person teams that repeat the same AI chores weekly.
A library is a folder (Notion/Drive/git) with a one-page index: skill name, owner, when to use, link. Start with 5 skills, not 50. Each skill needs an owner who updates it when the process changes—and a version note (versioning). Without owners and a “how to try” card, the library becomes a graveyard of half-working prompts.
Why beginners skip this
Keeping skills private feels like less coordination—teammates will re-hit the same traps. Shared library + boundaries + version.
Step 1 — Pick the first five
Vote the five most painful repeat jobs first (status mail, repro asks, notes→actions)—do not start with an empty library.
Our weekly AI chores:
[list]
Recommend 5 starter skills for a shared library.
For each: name · owner role · success look · 1 risk (draft-only / needs-approval).
Example
Filled prompt
Team folder has 11 skills; 4 unused 30+ days; 1 can send Slack.
Draft shared-library hygiene: inventory, owner per skill, monthly prune, no orphan send skills.
Return a 8-bullet playbook for tomorrow standup.
What good output looks like
- Skill purpose is one job for “keep a small shared set of skills so teammates sto” — not a company brain
- Done + golden example present and tested
- Never-send / never-delete honored
- Pass/fail: fail-case run once (skills-team-shared-library #1)
Step 2 — Index page template
Build an index table with at least: name, one-line purpose, link, owner, version, last review, risk.
Draft a markdown index table for our skill library with columns Name, Use, Link, Owner, Version, Last reviewed, Risk.
Add a “How to propose a new skill” section in 5 lines.
Example
Filled prompt
Library audit: 11 skills, 4 unused 30+ days, one can post to #customers.
Playbook: owner column, prune rule, ban orphan send skills.
8 bullets for standup.
What good output looks like
- Done + golden example present and tested
- Never-send / never-delete honored
- Pass/fail: fail-case run once (skills-team-shared-library #2)
- Skill purpose is one job for “keep a small shared set of skills so teammates sto” — not a company brain
Step 3 — Review rhythm
Calendar: 15 minutes every two weeks. Archive unused skills. Click through one example each. Silent edits without a version bump create drift—see anti-patterns.
Write a 15-minute biweekly review agenda for a skill library (beginner team).
Include archive decision + one live example test.
Example
Filled prompt
15-minute biweekly skill library review agenda for a 6-person ops+PM team.
Context: live job for skills-team-shared-library — “keep a small shared set of skills so teammates stop” Keep never-invent / draft-only.
What good output looks like
- Never-send / never-delete honored
- Skill purpose is one job for “keep a small shared set of skills so teammates sto” — not a company brain
- Pass/fail: fail-case run once (skills-team-shared-library #3)
- Done + golden example present and tested
Index or graveyard
Owner + version + risk column—or the library becomes a prompt cemetery.
Close the loop
Write one line: next time I keep a skill private with no share, I refuse siloed work.
Red flag
Skill lands with no owner or version—reject until both exist.
Save this card
Card: owner · version · purpose sentence. No owner, no land in the shared library.
Before you start
Open the skill card (or blank one-pager). Purpose must be one job for “keep a small shared set of skills so teammates.” Golden example slot cannot stay empty. Guide: skills-team-shared-library. Keep the real job visible the whole time; a blank box means stop and fetch the artifact first.
How to use this week
This week put a real skill in the shared library: boundaries, version, fixture all three; no “shareable” until all three land.
Close the week by quoting aloud the refuse line you actually used once. If you cannot, rerun Practice now and date the pass/fail (Asia/Shanghai).
Pitfalls
| Pitfall | Fix |
|---|---|
| 50 skills on week one | Cap at 5–10 until used |
| No owner | Every skill has a human name |
| Edits in private chats only | Update the shared source + bump version |
| Everyone edits live copies | Fork → test → replace |
Example
Filled prompt
Temptation: skip the habit for skills-team-shared-library to save five minutes.
Job still: keep a small shared set of skills so
Smallest correct pass: Done visible · checkable artifact · Unknowns [?].
Boundaries: draft only; no silent send; no invented metrics.
Return: artifact + refuse-line said aloud.
What good output looks like
- Names the shortcut refused (specific to skills-team-shared-library)
- Still delivers checkable output for “Team shared skill library”
- Unknowns labeled; draft-only
- Pass/fail: refuse-line dated (skills-team-shared-library #4)
Practice now
Review SLA: max days before a shared skill gets review (Asia/Shanghai).
Library drill: add ownership + version to one shared skill card (Asia/Shanghai).
Thin-spot drill: rewrite the Save card with real nouns from your work (repo, doc, inbox). Generic placeholders fail the drill.
Tonight set three-line naming+version+owner rules; ingest one real skill by those rules.
Reality check: after Practice now, write one sentence you will refuse next time—and keep it on the Save card dated Asia/Shanghai.
Today card (copy) — skills-team-shared-library: 1. Artifact I will produce: ___ 2. Pass/fail check: ___ 3. Refuse-line if tempted to skip verify/send: ___ (date: Asia/Shanghai) 4. One never-do from this guide: ___
Extra pass: do the card on a real file today—reading alone does not count.
One sentence takeaway
Shared library: boundaries, version, fixture all three; no “shareable” until all three.
Next
Versioning and changelog · Skill anti-patterns · Package for teammates
团队共享 Skill 库
目标: 用五个起步 skill、清晰负责人,以及「先测再改生产副本」的流程,撑起小团队共享库。
适合: 6 人左右的运维/产品小队,想避免口口相传和直接改线上副本的人。
库会自己变胖。双周 15 分钟回顾要含归档,不只含新增。
为什么新手跳过
各自私藏 skill 像省协调;队友会重复踩坑。共享库 + 边界 + 版本。
步骤 1——先定五个
先投票选出最痛的五个重复活:状态邮件、复现提问、会议变行动项之类;别一上来建空库。
我们每周的 AI 杂务:
[列表]
推荐 5 个共享库起步 skill。
每个:名称 · 负责人角色 · 成功长什么样 · 1 个风险(仅草稿 / 需批准)。
实例
填好的提示词
杂务:客户状态邮件、会议→行动、竞品速览、PR 说明草稿、双语打磨。
请给 5 个起步 skill,并加风险标签。严格只要五个。
边界:不编造;未知标 [?];发送前停下。
完成检查:一分钟内能判过/不过。
像样的输出大概长这样
- 正好五个起步 skill,不多不少
- 每个带风险标签(如发送类 / 只草稿)
- 负责人角色写具体名字或岗位,不是「大家一起看着」
- 覆盖状态邮件、会议→行动、竞品、PR、双语等杂务
- 像团队启动清单,不是愿望墙
- 一分钟内能对照清单判过/不过;缺项标红再继续
步骤 2——索引页模板
做一张索引表,至少包括:名称、一句话用途、链接、负责人、版本、上次审阅、风险等级。
起草 skill 库 Markdown 索引表,列:名称、用途、链接、负责人、版本、上次审阅、风险。
再加「如何提议新 skill」5 行。
实例
填好的提示词
请写 5 步:新队友如何找到、测试、反馈共享 skill,并且不直接改生产副本。
分支 → 测试 → 类似 PR 再替换。
边界:不编造;未知标 [?];发送前停下。
完成检查:一分钟内能判过/不过。
像样的输出大概长这样
- 5 步:找到 → 分支测试 → 反馈 → 类似 PR → 再替换生产副本
- 强调不直接改生产副本
- 反馈路径写清找谁
- 新队友第一周跟得上
- 像代码协作,不像口口相传
- 生产副本只接受通过金测试的版本
- 未知标出;不编造负责人、日期或指标
步骤 3——回顾节奏
在日历上钉死每两周 15 分钟:不用的归档掉,每次会点开一个例子现场跑一遍。有人偷偷改生产副本却不升版本,库会悄悄漂移;详见反模式。
写 15 分钟双周回顾议程(入门团队的 skill 库)。
含归档决定 + 一次现场例子测试。
实例
填好的提示词
请为 6 人运维+产品团队写一份 15 分钟的双周 skill 库回顾议程。
背景:这是本周真实工作。要求:不编造;只出草稿;新手也要能看懂。
边界:不编造;未知标 [?];发送前停下。
完成检查:一分钟内能判过/不过。
像样的输出大概长这样
- 15 分钟双周回顾议程含归档决定
- 含一次现场例子测试
- 压得进 15 分钟,6 人运维加产品也能跑
- 绑在本周真实工作上,不要假场景口吻
- 开完会库会变瘦,不会只变长
- 归档清单写出「谁批准删」,避免坟场回潮
- 一分钟内能对照清单判过/不过;缺项标红再继续
索引或坟场
每条 skill 都要写清负责人、版本和风险列,不然这个库很快会变成提示词公墓。
闭环
写下一行:下次私藏 skill 不共享,我拒绝再各干各的。
红旗
各自私藏 skill,队友会重复踩坑;共享库 + 边界 + 版本。
保存这张卡
记下:skill 名 + 版本号 + 红线夹具是否测过。标上日期。
开始前
信任该 skill 前,先确认已有完成标准 + 一个实例。
本周怎么用
本周把一个真 skill 放进共享库:边界、版本、夹具三件齐;缺一件不宣布可共享。
常见坑
| 坑 | 改法 |
|---|---|
| 直接改生产副本 | 分支 → 测试 → 类似 PR |
| 没有负责人 | 每个 skill 点名角色 |
| 回顾会只加不减 | 15 分钟含归档决定 |
现在就练一次
今晚就练:把一个真 skill 放进共享库:边界、版本、夹具三件齐;缺一件不宣布可共享。
一句话带走
共享库:边界、版本、夹具三件齐;缺一件不宣布可共享。
下一步
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