Business Idea Evaluator Agent Skill

Evaluates startup concepts, pitch decks, and market feasibility through evidence-driven competitor research, unit economics, supply chain…

Context cost
12.9k tokensestimated from the bundle, loaded when it triggers
Bundle
22 files · 63.0 kB2 scripts among them — read before you run
Licence
MITthe author’s own terms
Last change
—no release on file
Servers it uses
Noneruns standalone

What it does

系统验证新的产品创意、创业想法、商业计划或创新项目,先通过问询澄清问题、用户、付费方、价值和约束,再检索同类产品与替代方案,评估市场空间、商业模式、软硬件产业链、投资吸引力、投资人进入深入尽调的概率区间、融资渠道、主要风险和下一步行动。适用于用户提出“这个创意是否值得做”“市场上有没有同类产品”“商业模式能否跑通”“硬件供应链是否成熟”“投资人会怎么看”“商业计划书是否值得投入或融资”等请求,也适用于审阅已有创意说明、路演材料、商业计划书、产品方案或早期验证数据。

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.

productivityresearch

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.md10.0 kB · preview
--- name: evaluate-business-idea ---
6# 创意商业验证
7
8## 核心原则
9
10把创意当作待验证的假设,不把表达新颖等同于商业价值。先理解,再检索;先列证据,再下结论。
11
12- 区分已验证事实、外部证据、合理估算和待验证假设。
13- 对会变化的竞品、市场、供应链、融资机构和政策信息进行实时检索,并标明检索日期。
14- 优先使用企业官网、产品文档、政府与监管数据、统计机构、投资机构官网、论文和权威行业资料;不要用搜索摘要代替原始来源。
15- 不因未检索到产品就宣称“全球首创”。使用“在本次检索范围内未发现直接同类产品”。
16- 不编造市场规模、成本、价格、增长率、融资记录或供应商能力。数据不足时给出公式、范围和需要补证的变量。
17- 将投资概率标为启发式估计,而非统计预测或投资承诺。说明事件定义、前提和置信度。
18- 对法律、知识产权、证券、税务和监管问题提出专业复核建议,不把分析当作正式意见。
19
20## 选择分析模式
21
22根据用户材料选择最轻但足够的模式:
23
24- **快速初筛**:只有一句创意;完成澄清、初步竞品、关键假设和7天验证任务。
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md225 words
Files22
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.
12,880
on trigger
The instruction body and 21 supporting files, read only when the skill fires.
6.5%
of a 200k window
Ten skills this size would take about 65% of the window before you open a file.
050k100k150k200k context window

12.9k 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

22 files, 63.0 kB on disk. Mostly text — the instructions the model reads — with 2 scripts in it that your client would run only if the instructions tell it to.

  • SKILL.md10.0 kB
  • LICENSE1.1 kB
  • README.md3.7 kB
  • agents/openai.yaml0.4 kB
  • assets/icon.svg0.4 kB
  • references/evaluation-framework.md2.8 kB
  • references/hardware-supply-chain.md2.1 kB
  • references/investor-and-funding.md2.8 kB
  • references/report-template.md2.2 kB
  • references/research-and-evidence.md2.5 kB
  • scripts/example-score-input.json0.3 kB
  • scripts/score_idea.py5.6 kB
  • skill/evaluate-business-idea/SKILL.md10.0 kB
  • skill/evaluate-business-idea/agents/openai.yaml0.4 kB
  • skill/evaluate-business-idea/assets/icon.svg0.4 kB
  • skill/evaluate-business-idea/references/evaluation-framework.md2.8 kB
  • skill/evaluate-business-idea/references/hardware-supply-chain.md2.1 kB
  • skill/evaluate-business-idea/references/investor-and-funding.md2.8 kB
  • skill/evaluate-business-idea/references/report-template.md2.2 kB
  • skill/evaluate-business-idea/references/research-and-evidence.md2.5 kB
  • skill/evaluate-business-idea/scripts/example-score-input.json0.3 kB
  • skill/evaluate-business-idea/scripts/score_idea.py5.6 kB
What is not in it

A skill installs nothing and depends on nothing: it is a folder your client reads. This one carries 2 scripts beside the text, so the bundle is 22 files 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.

# Business Idea Evaluator · 12.9k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/business-idea-evaluator/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/business-idea-evaluator" ] && { [ ! -e .claude/skills/business-idea-evaluator ] || { mv .claude/skills/business-idea-evaluator "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/business-idea-evaluator" .claude/skills/ && echo "Installed .claude/skills/business-idea-evaluator"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add cute-pink-bear/business-idea-evaluator

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/business-idea-evaluator/ 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/business-idea-evaluator/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/business-idea-evaluator" ] && { [ ! -e ~/.claude/skills/business-idea-evaluator ] || { mv ~/.claude/skills/business-idea-evaluator "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/business-idea-evaluator" ~/.claude/skills/ && echo "Installed ~/.claude/skills/business-idea-evaluator" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/business-idea-evaluator/ 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 evaluate-business-idea in Gemini CLI, Codex, Copilot and Grok (its own name); Claude Code lists it by the folder name, business-idea-evaluator.

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
Referencecute-pink-bear/business-idea-evaluator

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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Anybody with an account, one review each. It carries the version that was current when you wrote it, and the publisher may reply once.

Who wrote it

CP
cute-pink-bear

Publishes on mcprush.

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