ai-mvp-validation SKILL.md skillA
ai-mvp-validation from huaxialucaicaizi/ai-startup-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add huaxialucaicaizi/ai-startup-skills/ai-mvp-validation@git:20261105.463d724Pins git:20261105.463d724 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- huaxialucaicaizi/ai-startup-skills
- Path
skills/ai-mvp-validation/SKILL.md- Versions recorded
- 2
- Latest version
- git:20261105.463d724, committed Nov 5, 2026
- First version recorded
- Oct 22, 2026
- Size
- 8,576 bytes
- Repository stars
- 920
- License
- a license file GitHub does not identify
Use when a founder (especially a one-person company / 一人公司) wants to validate an AI product idea or MVP (AI 工具、AI 应用、Agent) before building further, writing a BP, or applying for policy support or investment. Combines desk research and user interviews with Meta (Facebook/Instagram) ad tests on a landing page or waitlist, checks AI-specific risks (model-native overlap, inference cost, compliance), and gives a continue/adjust/stop conclusion that feeds the BP.
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
# AI 产品 MVP 验证 / AI MVP Validation 面向 **AI 工具、AI 应用、Agent** 类产品。在写 BP、申请政策或找投资**之前**，用"调研 + Meta 广告投放验证"把想法验证一遍，并把过程留成评委和投资人看得懂的证据。 本 skill 不讲通用创业方法论（选利基、价值主张画布、商业模式画布等），只做五件事：调研、痛点与 AI 产品判断、一人能否做、广告投放验证、结论（可选衔接写 BP）。 ## 输入 - 想法一句话：为谁、解决什么问题、用什么 AI 能力解决 - 目标市场：海外 / 国内（决定用 Meta 还是国内平台） - 依赖的模型或 API（如已确定）、预计每次调用的成本（用户有就写，没有标"待补充"） - 创始人情况：每周可投入时间、可投入资金（含广告预算）、技能、会用的 AI 工具 - 已有证据（如有）：访谈记录、等待名单、付费意向（注明来源） - 目标：申请政策 / 园区 / 大赛 / 投资 缺的项标"待补充"继续往下做，不要替用户猜。 ## 工作流 ### 1. 调研：桌面调研 + 用户访谈 按 `references/desk-research.md` 做竞品、搜索热度、社区讨论三项桌面调研，再用 `references/interview-guide.md` 访谈目标用户。桌面调研只记录查到的真实信息并附来源链接；查不到写"未查到"，不要推测。 ### 2. 痛点真伪 + AI 产品特有判断 按 `references/pain-and-feasibility.md`： - 痛点三问：谁痛、现在怎么解决、愿不愿付费（标证据状态：`已验证（有记录）` / `用户自述、未验证` / `待验证`）。用户说"聊过几个人"但没有记录的，算"用户自述、未验证"，不计入达标人数。 - AI 产品三项判断：**会不会被大模型原生功能覆盖**、**模型 / 推理成本对单位成本的影响**、**数据与合规**（生成式 AI 备案、内容标识等，只引用该文件中已核实的官方链接）。 ### 3. 一人能否做 时间、钱（含广告预算和模型调用费）、技能、AI 工具四方面，列出需要外包或合作的环节和关键人风险。 ### 4. 核心方法：Meta 广告投放验证 按 `references/meta-ads-validation.md`：落地页 / 等待名单 + 小预算 Facebook / Instagram 广告，多版本卖点和受众 A/B 测试，记录 CTR、CPC、落地页转化率、单线索成本、预付 / 付费意向，并对照判断标准。 - Meta 主要适用于**出海 / 海外用户**；国内用户换成小红书聚光、巨量引擎等平台，思路相同。 - 所有阈值标"建议值，可自行调整"；**不编造行业基准数据**。 …
Read the whole file at its exact version.
How to install
mdr add huaxialucaicaizi/ai-startup-skills/ai-mvp-validation@sha256:fc0cae4ffbe81cb3The line at the top of this page pins the label git:20261105.463d724, 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.
[](https://markdownregistry.com/a/art_cnt5jnja6k54wear)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Oct 22, 2026 and Nov 5, 2026, about one every 14 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261105.463d724 latest | 2026-11-05 | 463d724 | 8,576 B | A | view · diff |
| git:20261022.ff23c0d | 2026-10-22 | ff23c0d | 8,013 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (8576 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
huaxialucaicaizi/ai-startup-skills · 920 stars · license a license file GitHub does not identify · pushed 2026-11-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_cnt5jnja6k54wear GET https://markdownregistry.com/api/v1/resolve?ref=huaxialucaicaizi/ai-startup-skills/ai-mvp-validation GET https://markdownregistry.com/api/v1/blob/fc0cae4ffbe81cb345c50c99ab0f33f9fd6aa5e7fa2c68a805da33960cfa69c7
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.