MCP Server Builder
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
亚马逊爆款 Listing 打造助手（基于 Cosmo 语义算法 + Alexa/Rufus 对话式购物趋势）。通过"先分析、再生成、最后校验"的 AI 工程化流程，把 Listing 从"关键词堆砌"升级为"语义覆盖 + 需求证据 + 答案型内容"。提供八步工作流（关键词分层词库 → 用户问题库 → 卖点证据库 → 标题 → 五点 → 描述A+ → Search Terms → QA）、给…
Install Amazon Listing Builder
$ npx skills add liangdabiao/amazon-sorftime-research-MCP-skill --skill amazon-listing-builder -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install liangdabiao/amazon-sorftime-research-MCP-skill amazon-listing-builder --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/liangdabiao/amazon-sorftime-research-MCP-skill.git skills-src && mkdir -p .claude/skills && cp -r skills-src/SKILLS/skills/amazon-listing-builder .claude/skills/amazon-listing-builder && rm -rf skills-srcUse ~/.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/
Install the "amazon-listing-builder" agent skill from https://github.com/liangdabiao/amazon-sorftime-research-MCP-skill/tree/main/SKILLS/skills/amazon-listing-builder into .claude/skills/amazon-listing-builder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "amazon-listing-builder", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/liangdabiao/amazon-sorftime-research-MCP-skill/tree/main/SKILLS/skills/amazon-listing-builderType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add liangdabiao/amazon-sorftime-research-MCP-skill --skill amazon-listing-builder -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install liangdabiao/amazon-sorftime-research-MCP-skill amazon-listing-builder --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/liangdabiao/amazon-sorftime-research-MCP-skill.git skills-src && mkdir -p .agents/skills && cp -r skills-src/SKILLS/skills/amazon-listing-builder .agents/skills/amazon-listing-builder && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "amazon-listing-builder" agent skill from https://github.com/liangdabiao/amazon-sorftime-research-MCP-skill/tree/main/SKILLS/skills/amazon-listing-builder into .agents/skills/amazon-listing-builder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "amazon-listing-builder", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add liangdabiao/amazon-sorftime-research-MCP-skill --skill amazon-listing-builder -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install liangdabiao/amazon-sorftime-research-MCP-skill amazon-listing-builder --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/liangdabiao/amazon-sorftime-research-MCP-skill.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/SKILLS/skills/amazon-listing-builder .cursor/skills/amazon-listing-builder && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "amazon-listing-builder" agent skill from https://github.com/liangdabiao/amazon-sorftime-research-MCP-skill/tree/main/SKILLS/skills/amazon-listing-builder into .cursor/skills/amazon-listing-builder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "amazon-listing-builder", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/liangdabiao/amazon-sorftime-research-MCP-skill.git --path SKILLS/skills/amazon-listing-builder--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add liangdabiao/amazon-sorftime-research-MCP-skill --skill amazon-listing-builder -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install liangdabiao/amazon-sorftime-research-MCP-skill amazon-listing-builder --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/liangdabiao/amazon-sorftime-research-MCP-skill.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/SKILLS/skills/amazon-listing-builder .gemini/skills/amazon-listing-builder && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "amazon-listing-builder" agent skill from https://github.com/liangdabiao/amazon-sorftime-research-MCP-skill/tree/main/SKILLS/skills/amazon-listing-builder into .gemini/skills/amazon-listing-builder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "amazon-listing-builder", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install liangdabiao/amazon-sorftime-research-MCP-skill amazon-listing-builderInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add liangdabiao/amazon-sorftime-research-MCP-skill --skill amazon-listing-builder -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/liangdabiao/amazon-sorftime-research-MCP-skill.git skills-src && mkdir -p .github/skills && cp -r skills-src/SKILLS/skills/amazon-listing-builder .github/skills/amazon-listing-builder && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "amazon-listing-builder" agent skill from https://github.com/liangdabiao/amazon-sorftime-research-MCP-skill/tree/main/SKILLS/skills/amazon-listing-builder into .github/skills/amazon-listing-builder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "amazon-listing-builder", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add liangdabiao/amazon-sorftime-research-MCP-skill --skill amazon-listing-builder -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install liangdabiao/amazon-sorftime-research-MCP-skill amazon-listing-builder --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/liangdabiao/amazon-sorftime-research-MCP-skill.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/SKILLS/skills/amazon-listing-builder .opencode/skills/amazon-listing-builder && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "amazon-listing-builder" agent skill from https://github.com/liangdabiao/amazon-sorftime-research-MCP-skill/tree/main/SKILLS/skills/amazon-listing-builder into .opencode/skills/amazon-listing-builder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "amazon-listing-builder", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
amazon-listing-builder- GitHub stars
- 953
- Token cost
- ~1.7k tokens
- SKILL.md length
- 492 words
- Files
- 26
- Skills in repo
- 9
- Repo updated
- First seen
- Licence
- None found
At a glance
亚马逊爆款 Listing 打造助手（基于 Cosmo 语义算法 + Alexa/Rufus 对话式购物趋势）。通过"先分析、再生成、最后校验"的 AI 工程化流程，把 Listing 从"关键词堆砌"升级为"语义覆盖 + 需求证据 + 答案型内容"。提供八步工作流（关键词分层词库 → 用户问题库 → 卖点证据库 → 标题 → 五点 → 描述A+ → Search Terms → QA）、给…
- Works in 5 steps: 把 Cosmo / Alexa 讲成玄学 —… → 认为关键词不重要 — 关键词仍是地基，区别在于要分层 → 只优化标题 — Listing… → …
- Tasks that involve MCP servers
- SKILL.md covers 🚨 铁律 0：数据来源优先级（必须先读）, 一、为什么需要这个 Skill, 二、核心方法论：先分析、再生成、最后校验 and 三、八步工作流总览, plus 8 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Amazon Listing Builder is an agent skill from liangdabiao/amazon-sorftime-research-MCP-skill. 亚马逊爆款 Listing 打造助手（基于 Cosmo 语义算法 + Alexa/Rufus 对话式购物趋势）。通过"先分析、再生成、最后校验"的 AI 工程化流程，把 Listing 从"关键词堆砌"升级为"语义覆盖 + 需求证据 + 答案型内容"。提供八步工作流（关键词分层词库 → 用户问题库 → 卖点证据库 → 标题 → 五点 → 描述A+ → Search Terms → QA）、给 Codex 的可复用提示词、真实案例（抗 UV 户外仿真植物、down filled pillows QA）以及五大常见误区检查。触发场景：(1) 用户说"帮我写 Listing / 写标题 / 写五点 / 写描述 / 写 A+ / 写 QA / 写 Search Terms"(2) 用户输入 /listing-builder, /build-listing, /cosmo-listing, /alexa-qa, /listing-title, /listing-bullets, /listing-aplus, /listing-st, /listing-qa(3) 用户提及 Cosmo 算法、Alexa…
Its SKILL.md is about 1.7k tokens, which your agent loads only when the skill is triggered. The skill folder holds 28 other files (for example `README.md`, `examples/down-pillows-qa-example.md` and `examples/layered-keyword-template.md`).
It sits in Agent Workflows, covering MCP servers. It works with Model Context Protocol. The repository describes itself as: 亚马逊选品 之 Listing全维度穿透分析报告 加上 全品类分析 ，关键词分析，差评分析 ，市场调研 等等。codex/claude code agent skill, amazon sorftime MCP/西柚mcp/sif mcp/卖家精灵sellersprite 智能体skill. 亚马逊跨境电商skill工具集。
When your agent uses it
- Tasks that involve MCP servers
Example prompts
- “先分析、再生成、最后校验”
- “语义覆盖 + 需求证据 + 答案型内容”
- “帮我写 Listing / 写标题 / 写五点 / 写描述 / 写 A+ / 写 QA / 写 Search Terms”
- “/amazon-listing-builder”
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- 把 Cosmo / Alexa 讲成玄学 — 没有隐藏规则，最终都是"更相关、更清楚、更可信、更能转化"
- 认为关键词不重要 — 关键词仍是地基，区别在于要分层
- 只优化标题 — Listing 是整体，标题/主图/五点/描述/ST/QA/评论/A+ 必须协同
- 直接让 AI 写一版就上线 — 没有词库和证据库，AI 只会写漂亮废话
- 用一个 Listing 承接所有人群 — 主图主场景，其他场景放五点/A+/QA 承接
What it can do on your machine
Read from SKILL.md and the folder at commit 568be29. 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.
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
Amazon Listing Builder loads about 1.7k tokens when it runs. Until then it costs about 158 tokens; SKILL.md has 492 words of instructions outside code blocks.
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
Without a licence we can't republish the file, so here is its outline and opening line. It has 492 words (~1,676 tokens).
“旧 Listing 方法正在失效：找词 → 标题埋大词 → 五点写功能 → ST 填同义词 → 跑广告。这套逻辑只解决"被检索"，没解决"被系统理解、被买家相信、被转化"。”
- name
- amazon-listing-builder
Files
SKILL.md and 25 other files in SKILLS/skills/amazon-listing-builder of liangdabiao/amazon-sorftime-research-MCP-skill.
- SKILL.md
- README.md
- examples/down-pillows-qa-example.md
- examples/layered-keyword-template.md
- examples/uv-outdoor-plants-fullcase.md
- prompts/compliance-check-prompt.md
- prompts/data-iteration-prompt.md
- prompts/layered-keyword-prompt.md
- prompts/master-prompt.md
- prompts/multiversion-prompt.md
- prompts/painpoint-mapping-prompt.md
- prompts/semantic-coverage-prompt.md
- reference/common-mistakes.md
- reference/cosmo-alexa-algorithm.md
- reference/mcp-mandatory-protocol.md
- reference/output-format-spec.md
- reference/sellersprite-mcp-integration.md
- workflow
- … and 8 more
Open the folder on GitHubat commit 568be29
Compare with similar skills
Amazon Listing Builder 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Amazon Listing Builder this skillliangdabiao/amazon-sorftime-research-MCP-skill | 953 | — | ~1.7k | Automated safety check: Pass | None | |
| MCP Server Builderanthropics/skills | 180k | 63 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| MCP Server BuildershareAI-lab/learn-claude-code | 78k | 5 repos | ~1.2k | Automated safety check: Pass | MIT | |
| MCP Integration for Pluginsanthropics/claude-plugins-official | 38k | 11 repos | ~3.1k | Automated safety check: Pass | Apache-2.0 | |
| Crush Configurationcharmbracelet/crush | 29k | — | ~3.7k | Automated safety check: Pass | Custom licence | |
| Context Mode Output Sandboxmksglu/context-mode | 26k | — | ~4.1k | Automated safety check: Pass | Custom licence |
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More from liangdabiao/amazon-sorftime-research-MCP-skill
All 9 skills in this repoCategory Selection
liangdabiao/amazon-sorftime-research-MCP-skill
亚马逊品类自动化选品分析技能。通过五维评分模型对亚马逊品类进行深度市场调研，生成Markdown分析报告。当用户使用 /category-selection 命令或提出'分析XX品类'、'XX品类市场调研'、'XX品类选品'等需求时触发此技能。支持配置分析数量，默认Top20。
Review Analysis
liangdabiao/amazon-sorftime-research-MCP-skill
对亚马逊商品评论进行深度分析，自动识别产品痛点、分析退货原因，生成改进建议和客服回复模板。Invoke when user uses /review-analysis command with a product ASIN.
Product Research
liangdabiao/amazon-sorftime-research-MCP-skill
基于Sorftime MCP的深度选品调研。通过LLM Agent执行多维度分析：数据采集→属性标注→交叉分析→竞品VOC→壁垒评估→选品决策评估。交互式执行，输出Markdown报告和Dashboard看板。
Amazon Analyse
liangdabiao/amazon-sorftime-research-MCP-skill
对亚马逊竞品Listing进行全维度穿透分析，包括文案逻辑、评论分析、关键词分析、市场动态等。分析完成后自动保存为Markdown报告文档到reports/目录。Invoke when user uses /amazon-analyse command with a product ASIN.
Keyword Research
liangdabiao/amazon-sorftime-research-MCP-skill
亚马逊关键词深度调研与智能分类分析。基于 Sorftime MCP 数据采集 2000+ 关键词，通过 LLM Agent 按 8 维度智能分类（否定词、品牌词、材质词、场景词、属性词、功能词、核心词、其他），生成 Markdown 报告、CSV 词库和 HTML 仪表板。触发方式：/keyword-research {ASIN} {SITE}
Sellersprite Amazon Research
liangdabiao/amazon-sorftime-research-MCP-skill
卖家精灵 Amazon 全链路数据调研 Skill。通过 43 个 MCP 数据工具完成选品分析、关键词研究、竞品监控、市场分析、定价策略、评论分析、广告优化、流量分析、Listing 优化和蓝海机会挖掘。触发场景：(1) 用户询问 Amazon 选品/市场/竞品分析 (2) 用户输入 /product-research, /market-analysis…
Related
Works with
Categories
Questions about Amazon Listing Builder
What does Amazon Listing Builder do?
亚马逊爆款 Listing 打造助手（基于 Cosmo 语义算法 + Alexa/Rufus 对话式购物趋势）。通过"先分析、再生成、最后校验"的 AI 工程化流程，把 Listing 从"关键词堆砌"升级为"语义覆盖 + 需求证据 + 答案型内容"。提供八步工作流（关键词分层词库 → 用户问题库 → 卖点证据库 → 标题 → 五点 → 描述A+ → Search Terms → QA）、给…. Amazon Listing Builder is an agent skill from liangdabiao/amazon-sorftime-research-MCP-skill.
When should I use Amazon Listing Builder?
Amazon Listing Builder fits situations like: tasks that involve MCP servers.
How do I install Amazon Listing Builder in Claude Code?
Run `npx skills add liangdabiao/amazon-sorftime-research-MCP-skill --skill amazon-listing-builder -a claude-code`. Or copy the skill folder (SKILLS/skills/amazon-listing-builder in liangdabiao/amazon-sorftime-research-MCP-skill) into .claude/skills/amazon-listing-builder in your project. Claude Code loads it when a task matches its description.
How do I install Amazon Listing Builder in Codex?
Run `npx skills add liangdabiao/amazon-sorftime-research-MCP-skill --skill amazon-listing-builder -a codex`. Or copy the skill folder (SKILLS/skills/amazon-listing-builder in liangdabiao/amazon-sorftime-research-MCP-skill) into .agents/skills/amazon-listing-builder in your project. Codex loads it when a task matches its description.
Can I use Amazon Listing Builder 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 liangdabiao/amazon-sorftime-research-MCP-skill --skill amazon-listing-builder -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/amazon-listing-builder, .gemini/skills/amazon-listing-builder, .github/skills/amazon-listing-builder and .opencode/skills/amazon-listing-builder in your project.
What does Amazon Listing Builder need to run?
SKILL.md names no scripts, command-line tools or credentials: Amazon Listing Builder is instructions for the agent only.
Does Amazon Listing Builder 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 Amazon Listing Builder 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 Amazon Listing Builder use?
No licence was found for Amazon Listing Builder or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Amazon Listing Builder use?
About 1.7k tokens (SKILL.md is roughly 6.7k 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 Amazon Listing Builder?
Skills that share tags, products or a category with Amazon Listing Builder: MCP Server Builder (anthropics/skills, 180k stars), MCP Server Builder (shareAI-lab/learn-claude-code, 78k stars), MCP Integration for Plugins (anthropics/claude-plugins-official, 38k stars) and Crush Configuration (charmbracelet/crush, 29k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Amazon Listing Builder?
liangdabiao (a GitHub user) maintains it in liangdabiao/amazon-sorftime-research-MCP-skill, which has 953 GitHub stars. The repository holds 9 skills in this directory. The repository was last updated on October 9, 2026.
Source: liangdabiao/amazon-sorftime-research-MCP-skill on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.