Agent skill

Sealeap Taotie Amazon Product Unit Economics Ad Affordability

by xjli360 in xjli360/sealeap-amazon-skills

Turn a product candidate into unit economics: pull sourcing quotes by feature configuration, set the target price from the market band and coupon practice, run a profit calculator with an explicit…

MITAuto-check passedBusiness, Finance & HR

Install Sealeap Taotie Amazon Product Unit Economics Ad Affordability

skills CLI
$ npx skills add xjli360/sealeap-amazon-skills --skill sealeap-taotie-amazon-product-unit-economics-ad-affordability -a claude-code

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

GitHub CLI
$ gh skill install xjli360/sealeap-amazon-skills sealeap-taotie-amazon-product-unit-economics-ad-affordability --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/xjli360/sealeap-amazon-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/amazon-skills/bilibili/taotie/sealeap-taotie-amazon-product-unit-economics-ad-affordability .claude/skills/sealeap-taotie-amazon-product-unit-economics-ad-affordability && 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
sealeap-taotie-amazon-product-unit-economics-ad-affordability
GitHub stars
251
Token cost
~824 tokens
SKILL.md length
175 words
Files
5 (incl. scripts, references)
Skills in repo
179
Repo updated
First seen
Licence
MIT

At a glance

Turn a product candidate into unit economics: pull sourcing quotes by feature configuration, set the target price from the market band and coupon practice, run a profit calculator with an explicit…

  • Works in 4 steps: 诊断:读取现状、证据和缺口,不生成线上写入动作。 → 方案草案:输出可审核的结构、参数范围、实验和回退值。 → 执行准备:只生成待批准变更表或 API/控制台操作草案。 → …
  • 选品利润怎么算、广告费算营业额百分比还是广告订单百分比、低单价能不能做、每单能烧多少广告、需要多少转化率、货源平台报价差异、新品期 ACOS 给多少
  • SKILL.md covers 目标, 不可妥协的边界, 先判断任务模式 and 开始前要拿到, plus 3 more sections
  • Runs Python scripts from its folder

What it does

Sealeap Taotie Amazon Product Unit Economics Ad Affordability is an agent skill from xjli360/sealeap-amazon-skills. Turn a product candidate into unit economics: pull sourcing quotes by feature configuration, set the target price from the market band and coupon practice, run a profit calculator with an explicit ad-cost assumption, then convert the per-unit ad budget into affordable clicks and the conversion rate required at an estimated CPC to decide whether the launch is fundable. Use for 选品利润怎么算、广告费算营业额百分比还是广告订单百分比、低单价能不能做、每单能烧多少广告、需要多少转化率、货源平台报价差异、新品期 ACOS 给多少. Do not use to set live campaign budgets or to replace a full…

Its SKILL.md is about 820 tokens, which your agent loads only when the skill is triggered. The skill folder holds 7 other files, including scripts and reference files (for example `agents/openai.yaml`, `references/mcp-data-plan.md` and `references/playbook.md`).

It sits in Business, Finance & HR, covering Financial modeling and Conversion rate optimization. It works with Model Context Protocol. The repository describes itself as: Reusable Agent Skills for Amazon product research, listings, advertising, inventory, and operations. The licence is MIT.

When your agent uses it

  • 选品利润怎么算、广告费算营业额百分比还是广告订单百分比、低单价能不能做、每单能烧多少广告、需要多少转化率、货源平台报价差异、新品期 ACOS 给多少
  • Set live campaign budgets
  • Replace a full landed-cost model with duties and returns

Example prompts

  • “/sealeap-taotie-amazon-product-unit-economics-ad-affordability”

Requirements

  • Python 3

Workflow steps

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

  1. 诊断:读取现状、证据和缺口,不生成线上写入动作。
  2. 方案草案:输出可审核的结构、参数范围、实验和回退值。
  3. 执行准备:只生成待批准变更表或 API/控制台操作草案。
  4. 已批准执行:仅对用户在当前会话明确批准的对象和字段执行,并立即回读核验。

What it can do on your machine

Read from SKILL.md and the folder at commit 497d4b8. 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

    Ships 1 file in scripts/ (Python), which the agent can run.

    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

Sealeap Taotie Amazon Product Unit Economics Ad Affordability loads about 824 tokens when it runs, and up to ~3.4k if it reads all its reference files. Until then it costs about 155 tokens; SKILL.md has 175 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~155
When it runs · the whole SKILL.md, loaded when a task matches
~824
With references · SKILL.md plus every file in references/, read only if the agent opens them
~3.4k

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); the scripts in this folder are not scanned.

SKILL.md

The full file from xjli360/sealeap-amazon-skills at commit 497d4b8, republished under its MIT licence (© xjli360). 175 words, ~824 tokens.

Download SKILL.mdSave it as .claude/skills/sealeap-taotie-amazon-product-unit-economics-ad-affordability/SKILL.md (or your agent's skills folder). This skill also uses 4 other files; get the full folder from GitHub.
name
sealeap-taotie-amazon-product-unit-economics-ad-affordability
description
Turn a product candidate into unit economics: pull sourcing quotes by feature configuration, set the target price from the market band and coupon practice, run a profit calculator with an explicit ad-cost assumption, then convert the per-unit ad budget into affordable clicks and the conversion rate required at an estimated CPC to decide whether the launch is fundable. Use for 选品利润怎么算、广告费算营业额百分比还是广告订单百分比、低单价能不能做、每单能烧多少广告、需要多少转化率、货源平台报价差异、新品期 ACOS 给多少. Do not use to set live campaign budgets or to replace a full landed-cost model with duties and returns.

Amazon 选品单位经济与广告承受力测算

目标

Turn a product candidate into unit economics: pull sourcing quotes by feature configuration, set the target price from the market band and coupon practice, run a profit calculator with an explicit ad-cost assumption, then convert the per-unit ad budget into affordable clicks and the conversion rate required at an estimated CPC to decide whether the launch is fundable.

不可妥协的边界

  • 当前 Amazon 官方政策、账户资格、站点字段和一方数据优先于本 Skill 的经验框架。
  • 第三方数据一律标为估算或前台观测,不得写成 Amazon 一方事实。
  • 默认只读诊断和草案;任何广告、Listing、库存、促销或外部系统写操作都需逐项展示并取得明确批准。
  • 一次实验只改变一个主要变量,并记录基线、样本、成功、停止和回退条件。
  • 不得复制来源材料或竞品表达;输出必须按当前任务重新组织并可由现有证据支撑。
  • 来源示例的售价、成本、利润率、CPC 与 ACOS 数字均为案例经验值,不作阈值;每个数字都要用本类目当前报价与广告数据替换。
  • 「新品期广告占比可以很高」「自然单会随广告单上升」是来源经验,自然单占比随类目与阶段变化,需用本店数据校准。
  • 利润计算器结果不含退货、长期仓储费、关税变动与汇率,本 Skill 只回答广告承受力,不替代完整落地成本模型。
  • 来源的货源平台与工具推广内容不采纳;询价时区分贸易商与厂家只是判断价格水位的方法。

先判断任务模式

  1. 诊断:读取现状、证据和缺口,不生成线上写入动作。
  2. 方案草案:输出可审核的结构、参数范围、实验和回退值。
  3. 执行准备:只生成待批准变更表或 API/控制台操作草案。
  4. 已批准执行:仅对用户在当前会话明确批准的对象和字段执行,并立即回读核验。

用户未指定时采用“诊断”。

开始前要拿到

  • 目标 marketplace、类目、价格带、上架时间与运营模式
  • 候选品与同购买意图可比样本的销量、评论、价格和上架时间
  • 关键词需求、历史趋势、广告依赖、同款密度和品牌集中度
  • 采购、头程、平台费、退货、仓储、交期和合规/IP 基础信息

缺失项必须标为 NEEDS_EVIDENCE;不得猜数字、补属性或把不同站点、ASIN、变体、币种和时间窗混在一起。

工作流

先读取 references/playbook.md,确认该方法适用于当前对象。按以下顺序执行:

  1. 先明确目标售价:取头部主流价格带而非最低价,新品可在其基础上留出折扣或优惠券空间;售价用历史价格区间校验,避免拿促销价当常态价。
  2. 采购成本按功能配置分别询价(带线/不带线、带支架/不带、带电池/不带、带屏/不带),询价对象区分贸易商与源头厂家;把用户真正买单的核心卖点与其成本增量对应起来,不用最低配报价代表整品。
  3. 在利润计算器类工具里填入售价、采购、头程与平台费用,广告成本先按显式假设填写;明确该百分比是「广告花费占总营业额」还是「占广告订单」,两种口径下的利润差异分别列出。
  4. 反推广告承受力:每单可分配的广告费 ÷ 估算 CPC = 可购买的点击数,1 ÷ 点击数 = 需要的转化率;把所需转化率与本类目常见转化区间比较,若明显高于可达水平则该价位无法用广告推动。
  5. 同一需求下比较不同价位方案:售价更高但销量较小的方案往往每单广告预算更大、成功概率更高;把「每单广告预算」「所需转化率」「当前评分与评论数」三项并列作为取舍依据。
  6. 新品期允许广告占比阶段性高于长期目标,但要写明退出条件(自然单比例达到多少、ACOS 回落到盈亏平衡线内);自然单占比的假设(来源经验为广告单与自然单三七到四六)标为待验证。
  7. 输出每个候选的单位经济表与「可推/不可推」判断,附所有假设值;只有通过测算的候选进入打样与合规检查。

最后做数据充分性检查,并把结论分成 FACT / ESTIMATE / HYPOTHESIS / UNKNOWN。若关键证据不足,状态写 HOLD。

第三方 MCP 数据

仅在自有数据不足且当前任务确实需要外部证据时,读取 references/mcp-data-plan.md,再使用 scripts/mcp_research.py。本 Skill 的外部取数目的:获取竞品价格区间、估算 CPC 与类目转化参考的第三方代理证据。

  • 先 doctor,再 search-tools 和 describe;工具名及参数以实时 tools/list 与 inputSchema 为准。
  • Token 只从环境变量读取。不得写入命令参数、URL、Skill、报告、日志或 Git。
  • tools/call 或 Actor 可能计费;先展示 Provider、工具、无密钥业务参数、预计成本与输出位置,核对已有授权覆盖后才加 --allow-cost;该标志不是费用上限。

必须交付的结果

  • 目标售价与价格带依据
  • 分配置采购报价表
  • 单位经济计算表(含广告口径说明)
  • 广告承受力反推表(点击数/所需转化率)
  • 候选可推性判断
  • 数据范围、来源、采集时间、样本与限制。
  • 关键假设、待补证据、风险和不可确定项。
  • 若有动作:对象、旧值、新值、预期、停止条件、回退值与审批状态。

方案状态使用 READY FOR REVIEW / DRAFT / HOLD / STOP;如已执行,另行记录实际结果及回读证据。未得到明确批准时,不得声称已修改线上对象。

© xjli360, MIT. 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 4 other files (scripts, references) in amazon-skills/bilibili/taotie/sealeap-taotie-amazon-product-unit-economics-ad-affordability of xjli360/sealeap-amazon-skills.

  • SKILL.md
  • agents/openai.yaml
  • references/mcp-data-plan.md
  • references/playbook.md
  • scripts/mcp_research.py

Open the folder on GitHubat commit 497d4b8

Compare with similar skills

Sealeap Taotie Amazon Product Unit Economics Ad Affordability 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.

Sealeap Taotie Amazon Product Unit Economics Ad Affordability compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Sealeap Taotie Amazon Product Unit Economics Ad Affordability this skillxjli360/sealeap-amazon-skills251—~824Automated safety check: PassMIT
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Dcf ModelWind-Alice/AliceMarket1342 repos~12kAutomated safety check: PassNone
Analyst EstimatesOctagonAI/skills127—~1.1kAutomated safety check: PassMIT
Historical Financial RatingsOctagonAI/skills127—~1kAutomated safety check: PassMIT
Ratings SnapshotOctagonAI/skills127—~1.1kAutomated safety check: PassMIT

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Questions about Sealeap Taotie Amazon Product Unit Economics Ad Affordability

What does Sealeap Taotie Amazon Product Unit Economics Ad Affordability do?

Turn a product candidate into unit economics: pull sourcing quotes by feature configuration, set the target price from the market band and coupon practice, run a profit calculator with an explicit…. Sealeap Taotie Amazon Product Unit Economics Ad Affordability is an agent skill from xjli360/sealeap-amazon-skills. Turn a product candidate into unit economics: pull sourcing quotes by feature configuration, set the target price from the market band and coupon practice, run a profit calculator with an explicit ad-cost assumption, then convert the per-unit ad budget into affordable clicks and the conversion rate required at an estimated CPC to decide whether the launch is fundable.

When should I use Sealeap Taotie Amazon Product Unit Economics Ad Affordability?

Sealeap Taotie Amazon Product Unit Economics Ad Affordability fits situations like: 选品利润怎么算、广告费算营业额百分比还是广告订单百分比、低单价能不能做、每单能烧多少广告、需要多少转化率、货源平台报价差异、新品期 ACOS 给多少; set live campaign budgets; replace a full landed-cost model with duties and returns.

How do I install Sealeap Taotie Amazon Product Unit Economics Ad Affordability in Claude Code?

Run `npx skills add xjli360/sealeap-amazon-skills --skill sealeap-taotie-amazon-product-unit-economics-ad-affordability -a claude-code`. Or copy the skill folder (amazon-skills/bilibili/taotie/sealeap-taotie-amazon-product-unit-economics-ad-affordability in xjli360/sealeap-amazon-skills) into .claude/skills/sealeap-taotie-amazon-product-unit-economics-ad-affordability in your project. Claude Code loads it when a task matches its description.

How do I install Sealeap Taotie Amazon Product Unit Economics Ad Affordability in Codex?

Run `npx skills add xjli360/sealeap-amazon-skills --skill sealeap-taotie-amazon-product-unit-economics-ad-affordability -a codex`. Or copy the skill folder (amazon-skills/bilibili/taotie/sealeap-taotie-amazon-product-unit-economics-ad-affordability in xjli360/sealeap-amazon-skills) into .agents/skills/sealeap-taotie-amazon-product-unit-economics-ad-affordability in your project. Codex loads it when a task matches its description.

Can I use Sealeap Taotie Amazon Product Unit Economics Ad Affordability 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 xjli360/sealeap-amazon-skills --skill sealeap-taotie-amazon-product-unit-economics-ad-affordability -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/sealeap-taotie-amazon-product-unit-economics-ad-affordability, .gemini/skills/sealeap-taotie-amazon-product-unit-economics-ad-affordability, .github/skills/sealeap-taotie-amazon-product-unit-economics-ad-affordability and .opencode/skills/sealeap-taotie-amazon-product-unit-economics-ad-affordability in your project.

What does Sealeap Taotie Amazon Product Unit Economics Ad Affordability need to run?

Going by SKILL.md and its folder, Sealeap Taotie Amazon Product Unit Economics Ad Affordability needs Python for the scripts in its folder. Our summary lists: Python 3.

Does Sealeap Taotie Amazon Product Unit Economics Ad Affordability 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 Sealeap Taotie Amazon Product Unit Economics Ad Affordability 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Sealeap Taotie Amazon Product Unit Economics Ad Affordability use?

Sealeap Taotie Amazon Product Unit Economics Ad Affordability is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Sealeap Taotie Amazon Product Unit Economics Ad Affordability use?

About 824 tokens (SKILL.md is roughly 3.3k 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 2.5k tokens, read only when the agent opens those files.

What are the alternatives to Sealeap Taotie Amazon Product Unit Economics Ad Affordability?

Skills that share tags, products or a category with Sealeap Taotie Amazon Product Unit Economics Ad Affordability: Creating Financial Models (Chen-zexi/open-ptc-agent, 729 stars), Dcf Model (Wind-Alice/AliceMarket, 134 stars), Analyst Estimates (OctagonAI/skills, 127 stars) and Historical Financial Ratings (OctagonAI/skills, 127 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Sealeap Taotie Amazon Product Unit Economics Ad Affordability?

xjli360 (a GitHub user) maintains it in xjli360/sealeap-amazon-skills, which has 251 GitHub stars. The repository holds 179 skills in this directory. The repository was last updated on September 28, 2026.

Source: xjli360/sealeap-amazon-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.