Agent skill

Webshop Result Analyzer

by zjunlp in zjunlp/SkillNet

This skill evaluates a list of search results against the target product criteria.

MITAuto-check passedSales & Support

Install Webshop Result Analyzer

skills CLI
$ npx skills add zjunlp/SkillNet --skill webshop-result-analyzer -a claude-code

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

GitHub CLI
$ gh skill install zjunlp/SkillNet webshop-result-analyzer --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/zjunlp/SkillNet.git skills-src && mkdir -p .claude/skills && cp -r skills-src/experiments/src/skills/webshop/webshop-result-analyzer .claude/skills/webshop-result-analyzer && 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
webshop-result-analyzer
GitHub stars
1.4k
Token cost
~461 tokens
SKILL.md length
195 words
Files
3 (incl. references)
Skills in repo
122
Repo updated
First seen
Licence
MIT

At a glance

This skill evaluates a list of search results against the target product criteria.

  • Works in 4 steps: Extract User Requirements → Analyze Search Results → Score and Prioritize → …
  • It when a search result page is observed
  • SKILL.md covers 1. Extract User Requirements, 2. Analyze Search Results, 3. Score and Prioritize and 4. Output and Next Action
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Webshop Result Analyzer is an agent skill from zjunlp/SkillNet. This skill evaluates a list of search results against the target product criteria. Trigger it when a search result page is observed, to identify promising product listings. It analyzes each result's title, price, and brief description to shortlist items that best match the required attributes (like size, color, and price), outputting a prioritized list of candidate product IDs or links for further inspection.

Its SKILL.md is about 460 tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including reference files (for example `references/attribute_patterns.md` and `references/execution_example.md`).

It sits in Sales & Support, covering E-commerce operations. The repository describes itself as: Create, Evaluate, and Connect AI Skills. The licence is MIT.

When your agent uses it

  • It when a search result page is observed
  • Identify promising product listings

Example prompts

  • “/webshop-result-analyzer”

Requirements

  • Python 3

Workflow steps

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

  1. Extract User Requirements
  2. Analyze Search Results
  3. Score and Prioritize
  4. Output and Next Action

What it can do on your machine

Read from SKILL.md and the folder at commit c527136. 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

Webshop Result Analyzer loads about 461 tokens when it runs, and up to ~732 if it reads all its reference files. Until then it costs about 109 tokens; SKILL.md has 195 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~109
When it runs · the whole SKILL.md, loaded when a task matches
~461
With references · SKILL.md plus every file in references/, read only if the agent opens them
~732

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

The full file from zjunlp/SkillNet at commit c527136, republished under its MIT licence (© zjunlp). 195 words, ~461 tokens.

Download SKILL.mdSave it as .claude/skills/webshop-result-analyzer/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.
name
webshop-result-analyzer
description
This skill evaluates a list of search results against the target product criteria. Trigger it when a search result page is observed, to identify promising product listings. It analyzes each result's title, price, and brief description to shortlist items that best match the required attributes (like size, color, and price), outputting a prioritized list of candidate product IDs or links for further inspection.

Instructions

Trigger this skill when you observe a search result page (e.g., containing "Page 1 (Total results: 50)" and multiple product listings).

1. Extract User Requirements

First, parse the user's instruction from the observation. Identify the following key attributes:

  • Product Type: (e.g., "woman's us size 5 high heel shoe")
  • Specific Attributes: (e.g., "rubber sole", "color patent-beige")
  • Price Constraint: (e.g., "price lower than 90.00 dollars")

2. Analyze Search Results

For each product listing in the observation (typically formatted as [ASIN/Product ID] [SEP] [Title] [SEP] [Price Range]):

  1. Extract the Product ID (e.g., B09GXNYJCD).
  2. Extract the Product Title.
  3. Extract the Price. Convert any range (e.g., "$49.99 to $54.99") to its maximum value for comparison against the budget.
  4. Perform a textual match between the title/description and the required attributes (size, color, material like "rubber", product type).

3. Score and Prioritize

Use the bundled Python script analyze_results.py to perform a consistent, deterministic analysis.

  1. Run the script with the extracted user requirements and the list of product data.
  2. The script will output a prioritized list of candidate Product IDs, sorted by a match score.

4. Output and Next Action

Present the analysis in this format:

© zjunlp, 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 2 other files (references) in experiments/src/skills/webshop/webshop-result-analyzer of zjunlp/SkillNet.

  • SKILL.md
  • references/attribute_patterns.md
  • references/execution_example.md

Open the folder on GitHubat commit c527136

Compare with similar skills

Webshop Result Analyzer 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.

Webshop Result Analyzer compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Webshop Result Analyzer this skillzjunlp/SkillNet1.4k—~461Automated safety check: PassMIT
Amazon Buy Box Monitorbrowser-act/skills6.1k1 repos~1.6kAutomated safety check: PassMIT
Tourmind Bookingtourmind-com/Tourmind-Booking-Skills1.8k—~13kAutomated safety check: PassMIT
Ecommerce Image Suitewzj177/ecommerce-image-suite449—~10kAutomated safety check: PassApache-2.0
Zach Feature Demand Validatorzach22-1999/amazon-skills2091 repos~2.3kAutomated safety check: NotesMIT
Caramel CouponsDevinoSolutions/caramel141—~1.1kAutomated safety check: PassAGPL-3.0

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Categories

Questions about Webshop Result Analyzer

What does Webshop Result Analyzer do?

This skill evaluates a list of search results against the target product criteria. Webshop Result Analyzer is an agent skill from zjunlp/SkillNet. This skill evaluates a list of search results against the target product criteria.

When should I use Webshop Result Analyzer?

Webshop Result Analyzer fits situations like: it when a search result page is observed; identify promising product listings.

How do I install Webshop Result Analyzer in Claude Code?

Run `npx skills add zjunlp/SkillNet --skill webshop-result-analyzer -a claude-code`. Or copy the skill folder (experiments/src/skills/webshop/webshop-result-analyzer in zjunlp/SkillNet) into .claude/skills/webshop-result-analyzer in your project. Claude Code loads it when a task matches its description.

How do I install Webshop Result Analyzer in Codex?

Run `npx skills add zjunlp/SkillNet --skill webshop-result-analyzer -a codex`. Or copy the skill folder (experiments/src/skills/webshop/webshop-result-analyzer in zjunlp/SkillNet) into .agents/skills/webshop-result-analyzer in your project. Codex loads it when a task matches its description.

Can I use Webshop Result Analyzer 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 zjunlp/SkillNet --skill webshop-result-analyzer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/webshop-result-analyzer, .gemini/skills/webshop-result-analyzer, .github/skills/webshop-result-analyzer and .opencode/skills/webshop-result-analyzer in your project.

What does Webshop Result Analyzer need to run?

SKILL.md names no scripts, command-line tools or credentials: Webshop Result Analyzer is instructions for the agent only. Our summary lists: Python 3.

Does Webshop Result Analyzer 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 Webshop Result Analyzer 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 Webshop Result Analyzer use?

Webshop Result Analyzer 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 Webshop Result Analyzer use?

About 461 tokens (SKILL.md is roughly 1.8k 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 271 tokens, read only when the agent opens those files.

What are the alternatives to Webshop Result Analyzer?

Skills that share tags, products or a category with Webshop Result Analyzer: Amazon Buy Box Monitor (browser-act/skills, 6.1k stars), Tourmind Booking (tourmind-com/Tourmind-Booking-Skills, 1.8k stars), Ecommerce Image Suite (wzj177/ecommerce-image-suite, 449 stars) and Zach Feature Demand Validator (zach22-1999/amazon-skills, 209 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Webshop Result Analyzer?

zjunlp (a GitHub organization) maintains it in zjunlp/SkillNet, which has 1,397 GitHub stars. The repository holds 122 skills in this directory. The repository was last updated on October 9, 2026.

Source: zjunlp/SkillNet on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.