Unknowns First Agent Skill

Identifies hidden assumptions and unknown unknowns before initiating complex tasks or delegating large workloads to AI models.

Context cost
1.9k tokensestimated from the bundle, loaded when it triggers
Bundle
1 file · 7.8 kBtext throughout, nothing executable
Licence
not declarednone named by its author
Last change
—no release on file
Servers it uses
Noneruns standalone

What it does

종류를 가리지 않고(개발·설계, 사업 문서·제안서·계약, 마케팅·카피, 업무·ERP 자동화, 데이터 분석, 디자인·영상, 협상, 큰 의사결정 등) 새롭거나 규모 있는 작업을 시작하기 직전, 강한 모델·에이전트에 큰 작업을 위임하기 전, 또는 결과가 기대와 달라 그냥 프롬프트를 다시 쓰려는 순간에 반드시 사용. Anthropic Tarek의 "지도 ≠ 영토, unknowns 먼저 찾기" 6가지 기법(사각지대 점검·프로토타입·인터뷰·레퍼런스·작업노트·퀴즈)으로 나중에 비싸질 실수를 착수 전에 싸게 찾아낸다. 코딩 전용이 아니라 모든 종류의 일에 통한다. "사각지대 점검", "위임 전 점검", "내가 뭘 모르는지부터 찾자", "unknowns 찾아줘", "인터뷰 해줘", "방향 여러 개 보여줘", "퀴즈 내줘" 같은 요청에도 사용. 단, 오타·1~2줄 수정·단순 조회·단발 대화처럼 사소한 작업엔 쓰지 않는다(오버헤드만 됨).

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.

productivity

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.md7.8 kB · preview
--- name: unknowns-first ---
6# unknowns-first — 시작 전에 내 unknowns부터 싸게 찾기
7
8**모든 종류의 일에 쓰는 범용 스킬이다.** 코딩만이 아니라 사업 문서·제안서, 마케팅·카피, 업무/ERP 자동화, 데이터 분석, 디자인·영상, 협상, 큰 의사결정 — 무엇이든 "새롭거나 크거나 남(모델·사람)에게 크게 맡기는" 일이면 통한다. (Tarek 본인도 색보정을 모르는 채 영상 편집을 하다 이 방법으로 배웠다.)
9
10출처: Anthropic **Tarek**(클로드 코드 팀)의 블로그(280만뷰) + AI Engineer World's Fair 키노트. 한국어 요약: youtu.be/vZaG9KlT-40 (AgentOS).
11
12## 왜 이게 필요한가 (핵심 프레임)
13
14- **병목은 AI가 아니라 나다.** 도구가 좋아질수록 더 그렇다. 강한 모델·유능한 사람일수록 스스로 넓은 영역을 훑기 때문에, 내가 방향을 안 잡으면 *내가 지정한 적 없는 결정 지점*을 자기가 추측해서 채운다.
15- **지도 ≠ 영토.** 지도 = 내가 주는 것 전부(요청·스펙·맥락·자료). 영토 = 일이 실제로 벌어지는 현실 — 진짜 코드베이스, 진짜 시장, 진짜 거래처, 진짜 규정, 진짜 고객. 지도에 없는 지형을 만나면(=**unknown**) 상대는 멈추지 않고 추측한다. **크게 맡길수록 영토가 넓어지고 추측 지점이 늘어난다.**
16- **능력 과잉(capability overhang).** 능력은 이미 상대 안에 있는데 내가 꺼내는 법을 몰라 못 쓰는 경우가 대부분. 결과가 멍청해 보이면 "능력이 없다"가 아니라 "내가 굴레를 씌웠나"를 먼저 의심하라.
17- **목표는 하나:** 나중에(일이 끝나갈 때쯤) 발견돼서 갈아엎어야 할 실수를, **착수 전에 싸게** 사버리는 것.
18
19## 언제 쓰고, 언제 건너뛰나
20
21**쓴다:** 낯선 영역 진입, 규모 있는 산출물·의사결정, 강한 모델/사람에게 큰 위임, "결과가 이상한데 그냥 다시 요청할까?" 싶은 순간.
22**건너뛴다:** 오타·1~2줄 수정, 단순 조회, 이미 지도가 충분한 반복 작업, 가벼운 잡담. — 여기에 6기법 태우면 그냥 오버헤드다.
23
24## 어떻게 (맡기는 규모에 비례해 조합)
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md844 words
Files1
Licencenot declared
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.

≈130
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
1,820
on trigger
The instruction body, read only when the skill fires.
0.97%
of a 200k window
Ten skills this size would take about 10% of the window before you open a file.
050k100k150k200k context window

1.9k tokens, estimated from the bundle at four bytes to the token, held for the rest of the session once it triggers. Middling. Fine to keep on in a project where you use it weekly, worth unloading in one where you never do.

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

  • SKILL.md7.8 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.

Install

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

# Unknowns First · 1.9k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/unknowns-first/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/unknowns-first" ] && { [ ! -e .claude/skills/unknowns-first ] || { mv .claude/skills/unknowns-first "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/unknowns-first" .claude/skills/ && echo "Installed .claude/skills/unknowns-first"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add blueskynnn-cloud/unknowns-first

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/unknowns-first/ 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/unknowns-first/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/unknowns-first" ] && { [ ! -e ~/.claude/skills/unknowns-first ] || { mv ~/.claude/skills/unknowns-first "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/unknowns-first" ~/.claude/skills/ && echo "Installed ~/.claude/skills/unknowns-first" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/unknowns-first/ 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.

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
Versionnot versioned
Publishedno release date on file
PriceFree
Referenceblueskynnn-cloud/unknowns-first

Versions

Its author publishes no version number, so there is nothing here to pin to: what you install is the folder as it stands today. Instructions change more often than APIs do — a skill can be rewritten entirely without anything it depends on moving.

Pinning

Nothing to pin to: this skill carries no version number of its own. What you install is what the folder holds on the day you install it.

Reviews

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