Agent skill

Business Model Review

by devcodex-labs in devcodex-labs/devcodex

商业模型审查专家 Owner — 当任务涉及商业化、定价、套餐、成本收益、收入模型、运营负担、市场渠道、付费路径、商业风险或长期可持续性时使用;要求把技术方案和产品范围绑定到价值交换、成本结构和可持续运营。

AGPL-3.0Auto-check passedProduct & Project Management

Install Business Model Review

skills CLI
$ npx skills add devcodex-labs/devcodex --skill business-model-review -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install devcodex-labs/devcodex business-model-review --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/devcodex-labs/devcodex.git skills-src && mkdir -p .claude/skills && cp -r skills-src/content/skills/business-model-review .claude/skills/business-model-review && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
business-model-review
GitHub stars
439
Token cost
~572 tokens
SKILL.md length
97 words
Files
2
Skills in repo
70
Repo updated
First seen
Licence
AGPL-3.0

At a glance

商业模型审查专家 Owner — 当任务涉及商业化、定价、套餐、成本收益、收入模型、运营负担、市场渠道、付费路径、商业风险或长期可持续性时使用;要求把技术方案和产品范围绑定到价值交换、成本结构和可持续运营。

  • Works in 6 steps: 识别商业问题:付费对象、使用者、决策者、价值交换和替代方案。 → 建立收入与成本模型:收入来源、成本驱动、用量曲线、人工运营和维护负担。 → 审查定价与套餐:权益、限制、升级路径、试用、退款、边界和公平性。 → …
  • Tasks that involve Product strategy
  • SKILL.md covers 定位, 触发条件, 核心门禁 and 执行步骤, plus 3 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Business Model Review is an agent skill from devcodex-labs/devcodex. 商业模型审查专家 Owner — 当任务涉及商业化、定价、套餐、成本收益、收入模型、运营负担、市场渠道、付费路径、商业风险或长期可持续性时使用;要求把技术方案和产品范围绑定到价值交换、成本结构和可持续运营。

Its SKILL.md is about 570 tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `intent.json`).

It sits in Product & Project Management, covering Product strategy. The repository describes itself as: Intent-driven AI coding workflow runtime for consistent context, skills, approvals, validation, and handoffs across six AI coding hosts. The licence is AGPL-3.0.

When your agent uses it

  • Tasks that involve Product strategy

Example prompts

  • “/business-model-review”

Workflow steps

6 steps, taken from the first numbered list in SKILL.md.

  1. 识别商业问题:付费对象、使用者、决策者、价值交换和替代方案。
  2. 建立收入与成本模型:收入来源、成本驱动、用量曲线、人工运营和维护负担。
  3. 审查定价与套餐:权益、限制、升级路径、试用、退款、边界和公平性。
  4. 审查市场与渠道:目标细分、采购链路、渠道约束和运营依赖。
  5. 审查长期可持续性:TCO、SLA、支持、合规、毛利风险和退出策略。
  6. 输出决策边界:本阶段采用、延后、拒绝或需要用户/业务确认的事项。

What it can do on your machine

Read from SKILL.md and the folder at commit 1dd4525. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Business Model Review loads about 572 tokens when it runs. Until then it costs about 31 tokens; SKILL.md has 97 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~31
When it runs · the whole SKILL.md, loaded when a task matches
~572

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from devcodex-labs/devcodex at commit 1dd4525, republished under its AGPL-3.0 licence (© devcodex-labs). 97 words, ~572 tokens.

Download SKILL.mdSave it as .claude/skills/business-model-review/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.
name
business-model-review
description
商业模型审查专家 Owner — 当任务涉及商业化、定价、套餐、成本收益、收入模型、运营负担、市场渠道、付费路径、商业风险或长期可持续性时使用;要求把技术方案和产品范围绑定到价值交换、成本结构和可持续运营。

Business Model Review Skill

定位

本 Skill 负责商业模型审查 Owner 视角。它是 P3 条件触发能力,只在商业化、定价、运营、成本收益、付费路径或长期可持续性出现时启用。它不替代财务预测、法律税务建议或普通研发工作量估算。

触发条件

场景是否触发
用户要求商业模式、定价、套餐、付费、成本收益、ROI、运营、市场或可持续性判断必须
功能会影响付费路径、套餐权益、用量计费、服务成本、人工运营或渠道策略必须
技术方案需要解释长期维护成本、商业风险或资源消耗与价值是否匹配可选,命中商业语义时触发
单纯开发工作量估算、内部技术债、普通性能成本N/A + skipReason

核心门禁

Gate要求证据
BusinessModelReviewGate商业判断必须绑定价值交换、成本结构、定价和运营风险valueExchange、revenueCostModel
ValueExchangeGate谁付费、为什么付费、替代方案和价值感知必须清楚valueExchange
RevenueCostGate收入来源、成本驱动、毛利风险、用量成本和人工成本必须列出revenueCostModel
PricingPackagingGate定价、套餐、权益、限制、升级路径和公平性必须成体系pricingPackaging
MarketChannelGate目标市场、用户分层、渠道、采购/决策链路必须说明marketSegmentChannel
OperationalSustainabilityGate支持、交付、合规、SLA、TCO 和长期维护不能缺位operationalRisk、sustainabilityTco

执行步骤

  1. 识别商业问题:付费对象、使用者、决策者、价值交换和替代方案。
  2. 建立收入与成本模型:收入来源、成本驱动、用量曲线、人工运营和维护负担。
  3. 审查定价与套餐:权益、限制、升级路径、试用、退款、边界和公平性。
  4. 审查市场与渠道:目标细分、采购链路、渠道约束和运营依赖。
  5. 审查长期可持续性:TCO、SLA、支持、合规、毛利风险和退出策略。
  6. 输出决策边界:本阶段采用、延后、拒绝或需要用户/业务确认的事项。

输出字段

markdown
## BusinessModelReviewGate

| 字段 | 内容 |
|------|------|
| valueExchange | 付费对象、使用者、决策者、价值、替代方案 |
| revenueCostModel | 收入来源、成本驱动、用量成本、人工成本、毛利风险 |
| pricingPackaging | 定价、套餐、权益、限制、升级、试用、退款 |
| marketSegmentChannel | 用户分层、市场、渠道、采购链路、运营依赖 |
| operationalRisk | 支持、交付、合规、SLA、客户成功、人工流程 |
| sustainabilityTco | 长期维护、资源消耗、TCO、退出策略 |
| decisionBoundary | 本阶段采纳、延后、拒绝、需用户确认 |
| evidenceMatrix | 判断 -> 用户目标 / 数据 / 成本 / 市场 / 文档 / 运营证据 |

反模式

反模式修正
只说“商业价值高”,没有价值交换和付费对象补 ValueExchangeGate
只看开发成本,不看运行成本和人工运营补 RevenueCostGate 与 OperationalSustainabilityGate
套餐边界靠临时 if/else 堆出来补 PricingPackagingGate 和权益模型
把商业判断伪装成确定财务预测标明假设、证据不足和需业务确认事项
商业化引入复杂度却没有退出策略补 sustainabilityTco 与 decisionBoundary

与其他 Skill 的关系

  • product-strategy:负责用户价值和范围取舍;本 Skill 负责商业闭环和可持续性。
  • growth-analytics:商业化实验、转化和收入指标需要增长分析证据。
  • api-contract-architecture:套餐、计费或权益如果影响 API,必须冻结公共契约。
  • production-readiness-sre:SLA、容量和运行成本需要 SRE 证据。

© devcodex-labs, AGPL-3.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 1 other file in content/skills/business-model-review of devcodex-labs/devcodex.

  • SKILL.md
  • intent.json

Open the folder on GitHubat commit 1dd4525

Compare with similar skills

Business Model Review next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

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Organic Growth Path Advisordeanpeters/Product-Manager-Skills7.2k2 repos~5.2kAutomated safety check: PassCustom licence
Product Strategistalirezarezvani/claude-skills28k2 repos~1.8kAutomated safety check: PassMIT
PlaidBuildGreatProducts/plaid217—~1.6kAutomated safety check: PassMIT

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Questions about Business Model Review

What does Business Model Review do?

商业模型审查专家 Owner — 当任务涉及商业化、定价、套餐、成本收益、收入模型、运营负担、市场渠道、付费路径、商业风险或长期可持续性时使用;要求把技术方案和产品范围绑定到价值交换、成本结构和可持续运营。. Business Model Review is an agent skill from devcodex-labs/devcodex.

When should I use Business Model Review?

Business Model Review fits situations like: tasks that involve Product strategy.

How do I install Business Model Review in Claude Code?

Run `npx skills add devcodex-labs/devcodex --skill business-model-review -a claude-code`. Or copy the skill folder (content/skills/business-model-review in devcodex-labs/devcodex) into .claude/skills/business-model-review in your project. Claude Code loads it when a task matches its description.

How do I install Business Model Review in Codex?

Run `npx skills add devcodex-labs/devcodex --skill business-model-review -a codex`. Or copy the skill folder (content/skills/business-model-review in devcodex-labs/devcodex) into .agents/skills/business-model-review in your project. Codex loads it when a task matches its description.

Can I use Business Model Review in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add devcodex-labs/devcodex --skill business-model-review -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/business-model-review, .gemini/skills/business-model-review, .github/skills/business-model-review and .opencode/skills/business-model-review in your project.

What does Business Model Review need to run?

SKILL.md names no scripts, command-line tools or credentials: Business Model Review is instructions for the agent only.

Does Business Model Review access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Business Model Review safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Business Model Review use?

Business Model Review is published under the AGPL-3.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Business Model Review use?

About 572 tokens (SKILL.md is roughly 2.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Business Model Review?

Skills that share tags, products or a category with Business Model Review: Game Changing Features (openstatusHQ/data-table-filters, 2.3k stars), Company Research Brief (deanpeters/Product-Manager-Skills, 7.2k stars), Organic Growth Path Advisor (deanpeters/Product-Manager-Skills, 7.2k stars) and Product Strategist (alirezarezvani/claude-skills, 28k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Business Model Review?

devcodex-labs (a GitHub organization) maintains it in devcodex-labs/devcodex, which has 439 GitHub stars. The repository holds 70 skills in this directory. The repository was last updated on September 17, 2026.

Source: devcodex-labs/devcodex on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.