business-model-review SKILL.md skillA

business-model-review from devcodex-labs/devcodex is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add devcodex-labs/devcodex/business-model-review@git:20260730.6ee304a

Pins git:20260730.6ee304a in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
devcodex-labs/devcodex
Path
content/skills/business-model-review/SKILL.md
Versions recorded
1
Latest version
git:20260730.6ee304a, committed Jul 30, 2026
Size
4,355 bytes
Repository stars
432
License
AGPL-3.0

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。.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# 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 |
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add devcodex-labs/devcodex/business-model-review@sha256:970e31768c7e09e6

The line at the top of this page pins the label git:20260730.6ee304a, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_gfivzcjpojk2vt2o.svg)](https://markdownregistry.com/a/art_gfivzcjpojk2vt2o)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Jul 30, 2026.

versioncommittedcommitsizeaudit
git:20260730.6ee304a latest2026-07-30 6ee304a 4,355 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (4355 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

devcodex-labs/devcodex · 432 stars · license AGPL-3.0 · pushed 2026-10-27 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_gfivzcjpojk2vt2o
GET https://markdownregistry.com/api/v1/resolve?ref=devcodex-labs/devcodex/business-model-review
GET https://markdownregistry.com/api/v1/blob/970e31768c7e09e6b35052c30fa4a0e7b469d36d5d931d92df4d847d5374bb44

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

More from devcodex-labs/devcodex

accessibility-i18n SKILL.md skill
devcodex-labs/devcodex · content/skills/accessibility-i18n/SKILL.md · 无障碍与国际化专家 Owner — 当任务涉及可访问性、键盘操作、焦点、屏幕阅读器、ARIA、语言地区、本地化、RTL、翻译资源、用户可见文案或多语言文档时使用;要求把包容性体验和本地化验证绑定到真实用户路径。
git:20260730.6ee304a · audit A · 432 stars
ai-agent-system-architecture SKILL.md skill
devcodex-labs/devcodex · content/skills/ai-agent-system-architecture/SKILL.md · AI Agent 系统架构专家 Owner — 当任务涉及 Agent 路由、工具调用、上下文管理、记忆、状态机、权限、人机协作、可观测性、回放验证或模型辅助治理时使用;要求把 Agent 行为设计成可解释、可恢复、可审计。
git:20260907.36d3d18 · audit A · 432 stars
ai-evaluation-engineering SKILL.md skill
devcodex-labs/devcodex · content/skills/ai-evaluation-engineering/SKILL.md · AI 评测工程专家 Owner — 当任务涉及模型/Prompt 评测、模型选择、黄金集、评分量表、LLM-as-judge、Judge 校准、重复采样、方差、质量-成本-延迟权衡、提示词回归或模型升级回归时使用;要求把概率性结果转化为可复…
git:20260730.6ee304a · audit A · 432 stars
analyze-default SKILL.md skill
devcodex-labs/devcodex · content/skills/analyze-default/SKILL.md · 默认分析工作流规范 — 只读多轮分析、代码事实优先、analyze-lite 关联联查与 PCV 收敛验证
git:20260730.6ee304a · audit A · 432 stars
analyze-research SKILL.md skill
devcodex-labs/devcodex · content/skills/analyze-research/SKILL.md · 技术调研子类型规范 — 技术选型/可行性评估/根因调查,只读工作流
git:20260730.6ee304a · audit A · 432 stars
api-contract-architecture SKILL.md skill
devcodex-labs/devcodex · content/skills/api-contract-architecture/SKILL.md · API 契约架构专家 Owner — 当任务涉及 public API、HTTP/SDK/CLI 契约、版本兼容、错误模型、分页过滤、幂等、Schema、类型、迁移或消费者影响时使用;要求先冻结消费者契约,再设计实现与验证。
git:20261021.9117d5c · audit A · 432 stars
api-verification SKILL.md skill
devcodex-labs/devcodex · content/skills/api-verification/SKILL.md · 接口验证规范 — 双产物(.http + .cjs)生成 + 自动化执行脚本
git:20260730.6ee304a · audit A · 432 stars
architecture-design SKILL.md skill
devcodex-labs/devcodex · content/skills/architecture-design/SKILL.md · 架构设计文档编排 Owner — 当用户要求架构设计、系统设计、技术架构或可指导开发、Review 与任务拆分的完整方案时使用;要求从业务流程反推节点、状态、数据、一致性、异常补偿、ADR 与实施任务。
git:20260917.1dd4525 · audit A · 432 stars
audit-common SKILL.md skill
devcodex-labs/devcodex · content/skills/audit-common/SKILL.md · 审查公共维度 G0~G5 + Profile Freshness Check — 所有 audit 子类型必先执行的基础维度层
git:20261018.fda4337 · audit A · 432 stars
audit-dimensions SKILL.md skill
devcodex-labs/devcodex · content/skills/audit-dimensions/SKILL.md · D1~D25 规范文件审查维度总览 — 规范库/specs 文件专属审查层
git:20261018.fda4337 · audit A · 432 stars
audit-document SKILL.md skill
devcodex-labs/devcodex · content/skills/audit-document/SKILL.md · 通用文档审查维度 DA-1~DA-6 — README/架构文档/开发指南专属审查层
git:20260908.6caf1bf · audit A · 432 stars
audit-execution-guide SKILL.md skill
devcodex-labs/devcodex · content/skills/audit-execution-guide/SKILL.md · 审查执行指南 — 维度优先级分批、定向审查子集、联动检查清单
git:20261017.e96e3c4 · audit A · 432 stars

Every file in devcodex-labs/devcodex

Browse by kind, by grade A, or by owner.