Agent skill

Afa Launch

by afadtc in afadtc/afa-dtc-skills

DTC 产品上市与冷启动引擎——四阶段启动计划、MVP 广告测试、PMF 判定、新品冷启动策略、市场验证。Use when user mentions: 上市, launch, 冷启动, cold start, 新品, new product, PMF, product-market fit, MVP, 市场验证, validation, 启动计划, go-to-market, 新品上架, 首发.

Custom licenceAuto-check passedProduct & Project Management

Install Afa Launch

skills CLI
$ npx skills add afadtc/afa-dtc-skills --skill afa-launch -a claude-code

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

GitHub CLI
$ gh skill install afadtc/afa-dtc-skills afa-launch --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/afadtc/afa-dtc-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/afa-launch .claude/skills/afa-launch && 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
afa-launch
GitHub stars
168
Token cost
~3.1k tokens
SKILL.md length
480 words
Files
12 (incl. references)
Skills in repo
30
Repo updated
First seen
Licence
Custom licence

At a glance

DTC 产品上市与冷启动引擎——四阶段启动计划、MVP 广告测试、PMF 判定、新品冷启动策略、市场验证。Use when user mentions: 上市, launch, 冷启动, cold start, 新品, new product, PMF, product-market fit, MVP, 市场验证, validation, 启动计划, go-to-market, 新品上架, 首发.

  • Works in 6 steps: Context Matrix (上下文矩阵) → Preamble & Visible Loading (启动协议) → Core Workflow (核心工作流) → …
  • User mentions: 上市
  • SKILL.md covers 1. Context Matrix (上下文矩阵), 2. Preamble & Visible Loading…, 3. Core Workflow (核心工作流) and 4. 防护与交叉验证 (Guardrails), plus 2 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Afa Launch is an agent skill from afadtc/afa-dtc-skills. DTC 产品上市与冷启动引擎——四阶段启动计划、MVP 广告测试、PMF 判定、新品冷启动策略、市场验证。Use when user mentions: 上市, launch, 冷启动, cold start, 新品, new product, PMF, product-market fit, MVP, 市场验证, validation, 启动计划, go-to-market, 新品上架, 首发.

Its SKILL.md is about 3.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 12 other files, including reference files (for example `references/anti-patterns.md`, `references/budget-calculator.md` and `references/core-frameworks.md`).

It sits in Product & Project Management, covering Product strategy and Go-to-market strategy. The repository describes itself as: 做了十年独立站,操盘超1亿美金预算,我把我自己蒸馏成了30 个独立站AI顾问。这是一套面向独立站与 DTC 品牌的全链路增长顾问 Skill 系统,覆盖诊断、选品、品牌、广告投放、CRO、留存、运营与规模化增长等模块。【作者:1亿美刀站长阿发】.

When your agent uses it

  • User mentions: 上市
  • Product-market fit

Example prompts

  • “/afa-launch”

Workflow steps

6 steps, taken from the step headings in SKILL.md.

  1. Context Matrix (上下文矩阵)
  2. Preamble & Visible Loading (启动协议)
  3. Core Workflow (核心工作流)
  4. 防护与交叉验证 (Guardrails)
  5. 边界与特殊场景
  6. Completion Protocol

What it can do on your machine

Read from SKILL.md and the folder at commit d099630. 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 and yaml).

    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

Afa Launch loads about 3.1k tokens when it runs, and up to ~26k if it reads all its reference files. Until then it costs about 53 tokens; SKILL.md has 480 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~53
When it runs · the whole SKILL.md, loaded when a task matches
~3.1k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~26k

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

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 480 words (~3,150 tokens).

name
afa-launch

Read the full SKILL.md on GitHub

Files

SKILL.md and 11 other files (references) in skills/afa-launch of afadtc/afa-dtc-skills.

  • SKILL.md
  • references/anti-patterns.md
  • references/budget-calculator.md
  • references/core-frameworks.md
  • references/creative-brief-template.md
  • references/cross-channel-launch-playbook.md
  • references/diagnostic-decision-trees.md
  • references/failure-postmortem-template.md
  • references/launch-timeline-template.md
  • references/mvp-testing-playbook.md
  • references/pmf-assessment-template.md
  • references/work-modes-and-templates.md

Open the folder on GitHubat commit d099630

Compare with similar skills

Afa Launch 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.

Afa Launch compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Afa Launch this skillafadtc/afa-dtc-skills168—~3.1kAutomated safety check: PassCustom licence
Organic Growth Path Advisordeanpeters/Product-Manager-Skills7.2k2 repos~5.2kAutomated safety check: PassCustom licence
Product Strategynicepkg/ai-workflow285—~2.6kAutomated safety check: PassMIT
Chief Product Officercbrock84/headcount2k—~1.5kAutomated safety check: PassMIT
PlaidBuildGreatProducts/plaid217—~1.6kAutomated safety check: PassMIT
Prd V02 Product Type Classificationmattgierhart/PRD-driven-context-engineering180—~1.8kAutomated safety check: PassMIT

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Questions about Afa Launch

What does Afa Launch do?

DTC 产品上市与冷启动引擎——四阶段启动计划、MVP 广告测试、PMF 判定、新品冷启动策略、市场验证。Use when user mentions: 上市, launch, 冷启动, cold start, 新品, new product, PMF, product-market fit, MVP, 市场验证, validation, 启动计划, go-to-market, 新品上架, 首发. Afa Launch is an agent skill from afadtc/afa-dtc-skills. DTC 产品上市与冷启动引擎——四阶段启动计划、MVP 广告测试、PMF 判定、新品冷启动策略、市场验证。Use when user mentions: 上市, launch, 冷启动, cold start, 新品, new product, PMF, product-market fit, MVP, 市场验证, validation, 启动计划, go-to-market, 新品上架, 首发.

When should I use Afa Launch?

Afa Launch fits situations like: user mentions: 上市; product-market fit.

How do I install Afa Launch in Claude Code?

Run `npx skills add afadtc/afa-dtc-skills --skill afa-launch -a claude-code`. Or copy the skill folder (skills/afa-launch in afadtc/afa-dtc-skills) into .claude/skills/afa-launch in your project. Claude Code loads it when a task matches its description.

How do I install Afa Launch in Codex?

Run `npx skills add afadtc/afa-dtc-skills --skill afa-launch -a codex`. Or copy the skill folder (skills/afa-launch in afadtc/afa-dtc-skills) into .agents/skills/afa-launch in your project. Codex loads it when a task matches its description.

Can I use Afa Launch 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 afadtc/afa-dtc-skills --skill afa-launch -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/afa-launch, .gemini/skills/afa-launch, .github/skills/afa-launch and .opencode/skills/afa-launch in your project.

What does Afa Launch need to run?

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

Does Afa Launch 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 Afa Launch 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 Afa Launch use?

Afa Launch has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Afa Launch use?

About 3.1k tokens (SKILL.md is roughly 13k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 23k tokens, read only when the agent opens those files.

What are the alternatives to Afa Launch?

Skills that share tags, products or a category with Afa Launch: Organic Growth Path Advisor (deanpeters/Product-Manager-Skills, 7.2k stars), Product Strategy (nicepkg/ai-workflow, 285 stars), Chief Product Officer (cbrock84/headcount, 2k stars) and Plaid (BuildGreatProducts/plaid, 217 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Afa Launch?

afadtc (a GitHub user) maintains it in afadtc/afa-dtc-skills, which has 168 GitHub stars. The repository holds 30 skills in this directory. The repository was last updated on September 28, 2026.

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