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.

No licenceAuto-check passedSales & Support

Install Review Analysis

skills CLI
$ npx skills add liangdabiao/amazon-sorftime-research-MCP-skill --skill review-analysis -a claude-code

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

GitHub CLI
$ gh skill install liangdabiao/amazon-sorftime-research-MCP-skill review-analysis --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/liangdabiao/amazon-sorftime-research-MCP-skill.git skills-src && mkdir -p .claude/skills && cp -r skills-src/SKILLS/skills/review-analysis .claude/skills/review-analysis && 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
review-analysis
GitHub stars
959
Used in
1 other repo
Token cost
~2.5k tokens
SKILL.md length
424 words
Files
4 (incl. references, assets)
Skills in repo
9
Repo updated
First seen
Licence
None found

At a glance

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.

  • Works in 2 steps: 产品/供应链改进方案 → 客服话术/Listing优化建议
  • Uses /review-analysis command with a product ASIN
  • SKILL.md covers 快速参考, 报告输出结构, 触发条件 and 角色设定, plus 7 more sections
  • Calls curl; reaches mcp.sorftime.com; needs API_KEY

What it does

Review Analysis is an agent skill from 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.

Its SKILL.md is about 2.5k tokens, which your agent loads only when the skill is triggered. The skill folder holds 6 other files, including reference files and assets (for example `assets/email_templates/quality_issue.md`, `references/painpoint_taxonomy.md` and `设计文档.md`).

It sits in Sales & Support, covering Customer feedback analysis. 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

  • Uses /review-analysis command with a product ASIN
  • Tasks that involve Customer feedback analysis

Example prompts

  • “/review-analysis”

Requirements

  • Python 3
  • A credential in API_KEY

Workflow steps

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

  1. 产品/供应链改进方案
  2. 客服话术/Listing优化建议

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

    Shell commands in SKILL.md call:

    • curl

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Hosts in commands or code, which the agent is likely to contact:

    • mcp.sorftime.com

    Also links to:

    • sorftime.com

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names these keys or tokens, usually read from environment variables:

    • API_KEY

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Review Analysis loads about 2.5k tokens when it runs, and up to ~3.9k if it reads all its reference files. Until then it costs about 32 tokens; SKILL.md has 424 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~32
When it runs · the whole SKILL.md, loaded when a task matches
~2.5k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~3.9k

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 424 words (~2,512 tokens).

name
review-analysis

Read the full SKILL.md on GitHub

Files

SKILL.md and 3 other files (references, assets) in SKILLS/skills/review-analysis of liangdabiao/amazon-sorftime-research-MCP-skill.

  • SKILL.md
  • assets/email_templates/quality_issue.md
  • references/painpoint_taxonomy.md
  • 设计文档.md

Open the folder on GitHubat commit 568be29

Used in 1 other repository

We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in liangdabiao/amazon-sorftime-research-MCP-skill, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Review Analysis 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.

Review Analysis compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Review Analysis this skillliangdabiao/amazon-sorftime-research-MCP-skill9591 repos~2.5kAutomated safety check: PassNone
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Zsxqunnoo/zsxq-skill304—~3.8kAutomated safety check: PassMIT
Roadtrip NavigatorWaybox-AI/roadtrip-skill126—~3.4kAutomated safety check: PassMIT
Always Compareai-analyst-lab/ai-analyst304—~1.4kAutomated safety check: PassMIT
Account Deletiongustavscirulis/snapgrid1161 repos~2.5kAutomated safety check: NotesCustom licence

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Categories

Questions about Review Analysis

What does Review Analysis do?

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. Review Analysis is an agent skill from 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.

When should I use Review Analysis?

Review Analysis fits situations like: uses /review-analysis command with a product ASIN; tasks that involve Customer feedback analysis.

How do I install Review Analysis in Claude Code?

Run `npx skills add liangdabiao/amazon-sorftime-research-MCP-skill --skill review-analysis -a claude-code`. Or copy the skill folder (SKILLS/skills/review-analysis in liangdabiao/amazon-sorftime-research-MCP-skill) into .claude/skills/review-analysis in your project. Claude Code loads it when a task matches its description.

How do I install Review Analysis in Codex?

Run `npx skills add liangdabiao/amazon-sorftime-research-MCP-skill --skill review-analysis -a codex`. Or copy the skill folder (SKILLS/skills/review-analysis in liangdabiao/amazon-sorftime-research-MCP-skill) into .agents/skills/review-analysis in your project. Codex loads it when a task matches its description.

Can I use Review Analysis 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 review-analysis -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/review-analysis, .gemini/skills/review-analysis, .github/skills/review-analysis and .opencode/skills/review-analysis in your project.

What does Review Analysis need to run?

Going by SKILL.md and its folder, Review Analysis needs the command-line tools its instructions call (curl) and credentials named API_KEY. Our summary lists: Python 3; A credential in API_KEY.

Does Review Analysis access the network?

SKILL.md names 2 domains. In commands or code: mcp.sorftime.com; the agent is likely to contact it when it follows the instructions. As links in the text: sorftime.com. This is read from the text; nothing was executed.

Is Review Analysis 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 Review Analysis use?

No licence was found for Review Analysis or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Review Analysis use?

About 2.5k tokens (SKILL.md is roughly 10k 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 1.4k tokens, read only when the agent opens those files.

What are the alternatives to Review Analysis?

Skills that share tags, products or a category with Review Analysis: Bggg Data Amazon (binggandata/bggg-skills, 605 stars), Zsxq (unnoo/zsxq-skill, 304 stars), Roadtrip Navigator (Waybox-AI/roadtrip-skill, 126 stars) and Always Compare (ai-analyst-lab/ai-analyst, 304 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Review Analysis?

liangdabiao (a GitHub user) maintains it in liangdabiao/amazon-sorftime-research-MCP-skill, which has 959 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.