Amazon Best Sellers Finder
browser-act/skills
Extracts structured Amazon product data for a keyword and marketplace through the BrowserAct API, including titles, prices, ratings, reviews, sales volume and promotions.
Playbook for scraping product names, prices, variants, stock and categories from online stores, including paginated listings and JavaScript-rendered storefronts.
Install E-commerce Product Extraction
$ npx skills add firecrawl/web-agent --skill e-commerce -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install firecrawl/web-agent e-commerce --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/firecrawl/web-agent.git skills-src && mkdir -p .claude/skills && cp -r skills-src/agent-core/src/skills/definitions/e-commerce .claude/skills/e-commerce && 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 "e-commerce" agent skill from https://github.com/firecrawl/web-agent/tree/main/agent-core/src/skills/definitions/e-commerce into .claude/skills/e-commerce/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "e-commerce", 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/firecrawl/web-agent/tree/main/agent-core/src/skills/definitions/e-commerceType 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 firecrawl/web-agent --skill e-commerce -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install firecrawl/web-agent e-commerce --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/firecrawl/web-agent.git skills-src && mkdir -p .agents/skills && cp -r skills-src/agent-core/src/skills/definitions/e-commerce .agents/skills/e-commerce && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "e-commerce" agent skill from https://github.com/firecrawl/web-agent/tree/main/agent-core/src/skills/definitions/e-commerce into .agents/skills/e-commerce/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "e-commerce", 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 firecrawl/web-agent --skill e-commerce -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install firecrawl/web-agent e-commerce --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/firecrawl/web-agent.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/agent-core/src/skills/definitions/e-commerce .cursor/skills/e-commerce && 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 "e-commerce" agent skill from https://github.com/firecrawl/web-agent/tree/main/agent-core/src/skills/definitions/e-commerce into .cursor/skills/e-commerce/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "e-commerce", 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/firecrawl/web-agent.git --path agent-core/src/skills/definitions/e-commerce--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 firecrawl/web-agent --skill e-commerce -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install firecrawl/web-agent e-commerce --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/firecrawl/web-agent.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/agent-core/src/skills/definitions/e-commerce .gemini/skills/e-commerce && 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 "e-commerce" agent skill from https://github.com/firecrawl/web-agent/tree/main/agent-core/src/skills/definitions/e-commerce into .gemini/skills/e-commerce/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "e-commerce", 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 firecrawl/web-agent e-commerceInstalls 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 firecrawl/web-agent --skill e-commerce -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/firecrawl/web-agent.git skills-src && mkdir -p .github/skills && cp -r skills-src/agent-core/src/skills/definitions/e-commerce .github/skills/e-commerce && 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 "e-commerce" agent skill from https://github.com/firecrawl/web-agent/tree/main/agent-core/src/skills/definitions/e-commerce into .github/skills/e-commerce/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "e-commerce", 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 firecrawl/web-agent --skill e-commerce -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install firecrawl/web-agent e-commerce --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/firecrawl/web-agent.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/agent-core/src/skills/definitions/e-commerce .opencode/skills/e-commerce && 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 "e-commerce" agent skill from https://github.com/firecrawl/web-agent/tree/main/agent-core/src/skills/definitions/e-commerce into .opencode/skills/e-commerce/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "e-commerce", 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
e-commerce- GitHub stars
- 1.2k
- Token cost
- ~344 tokens
- SKILL.md length
- 160 words
- Files
- 1
- Skills in repo
- 6
- Repo updated
- First seen
- Licence
- MIT
At a glance
Playbook for scraping product names, prices, variants, stock and categories from online stores, including paginated listings and JavaScript-rendered storefronts.
- Collecting a store's full catalogue with prices and stock status
- SKILL.md covers General Patterns, Product Data Checklist, Pagination and JS-Heavy Sites, plus 1 more section
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Extracting variants with per-variant price and availability
What it does
A short playbook for pulling product data out of online stores. It starts with the cheap options: check sitemap.xml for product URLs and look for endpoints such as /products.json or /api/products before parsing HTML. A checklist names the fields to capture: name, brand and SKU, current and compare-at price with currency, variants with their own price and availability, images, short and long descriptions, the category path, stock status, and ratings with review counts.
For listings that paginate, the agent looks for next links, page numbers or showing-X-of-Y text, scrolls with the interact tool on infinite-scroll pages, and compares what it has extracted against the total the page claims, continuing until the two match. For JavaScript-heavy storefronts it uses interact for rendering and watches for XHR calls that return JSON, which are often easier to read than HTML. Per-site playbooks are kept in a separate sites/ directory.
When your agent uses it
- Collecting a store's full catalogue with prices and stock status
- Extracting variants with per-variant price and availability
- Scraping a paginated or infinite-scroll product listing
- Pulling product data from a JavaScript-rendered storefront
Example prompts
- “Extract every product, price and stock status from https://shop.example.com/collections/all.”
- “List each size and color variant of this jacket with its price and whether it is in stock.”
- “The category page says 200 products but I only got 24. Keep paging until the counts match.”
Requirements
- Network access to the store being scraped
What it can do on your machine
Read from SKILL.md and the folder at commit f023adf. 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
E-commerce Product Extraction loads about 344 tokens when it runs. Until then it costs about 37 tokens; SKILL.md has 160 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
The full file from firecrawl/web-agent at commit f023adf, republished under its MIT licence (© firecrawl). 160 words, ~344 tokens.
Download SKILL.mdSave it as
.claude/skills/e-commerce/SKILL.md (or your agent's skills folder).- name
- e-commerce
- description
- Navigate e-commerce sites to extract products, pricing, categories, and inventory. Handles pagination, variants, and JS-heavy storefronts.
- category
- E-commerce
E-commerce Extraction
General Patterns
- Check for sitemap.xml first -- many stores list all product URLs
- Look for /products.json, /api/products, or similar API endpoints before scraping HTML
- Product listing pages usually paginate: look for ?page=N, ?offset=N, or "Load more" buttons
- Always check the total count shown on the page vs what you've extracted
Product Data Checklist
- Name, brand, SKU/ID
- Price (current, original/compare-at, currency)
- Variants (size, color, etc.) with per-variant pricing and availability
- Images (primary + gallery)
- Description (short + long)
- Category/breadcrumb path
- Availability/stock status
- Ratings and review count
Pagination
- Check for: next/prev links, page numbers, "showing X of Y" text
- For infinite scroll: use interact to scroll and load more
- Keep count: if page says "200 products" and you have 24, keep going
JS-Heavy Sites
- Use interact for sites that require JavaScript rendering
- Look for XHR/API calls in the page that return JSON -- often easier than parsing HTML
- Single-page apps often have internal APIs at predictable paths
Site-specific playbooks are in the sites/ directory
© firecrawl, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in agent-core/src/skills/definitions/e-commerce of firecrawl/web-agent.
Open the folder on GitHubat commit f023adf
Compare with similar skills
E-commerce Product Extraction 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 |
|---|---|---|---|---|---|---|
| E-commerce Product Extraction this skillfirecrawl/web-agent | 1.2k | — | ~344 | Automated safety check: Pass | MIT | |
| Amazon Best Sellers Finderbrowser-act/skills | 6.1k | 2 repos | ~1.5k | Automated safety check: Pass | MIT | |
| Amazon Product Search Extractorbrowser-act/skills | 6.1k | 2 repos | ~1.5k | Automated safety check: Pass | MIT | |
| Amazon Product Search Extractorbrowser-act/skills | 6.1k | 2 repos | ~1.6k | Automated safety check: Pass | MIT | |
| Amazon Reviews Extractorbrowser-act/skills | 6.1k | 2 repos | ~1.4k | Automated safety check: Pass | MIT | |
| Apify Product Data Setupapify/awesome-skills | 262 | 1 repos | ~2k | Automated safety check: Pass | Apache-2.0 |
Similar skills
Amazon Product Search Extractor
browser-act/skills
Pulls structured Amazon search results (titles, ASINs, prices, ratings, specifications) for a keyword and brand through BrowserAct's Amazon Product API template.
Amazon Product Search Extractor
browser-act/skills
Collects structured product data from Amazon search results for a keyword and optional brand, using a BrowserAct script, for market and competitor research.
Amazon Reviews Extractor
browser-act/skills
Pulls structured Amazon product reviews for an ASIN through BrowserAct's Amazon Reviews API, with no Amazon login, using a bundled Python script.
- Official
Apify Product Data Setup
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Wire an AI agent to live e-commerce product data using Apify's E-commerce Scraping Tool over MCP, either as runtime tool calls or as a scheduled refresh into a vector store.
Amazon Competitor Analyzer
browser-act/skills
Scrapes Amazon product data from ASINs using browseract.com automation API and performs surgical competitive analysis.
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Related
Categories
Questions about E-commerce Product Extraction
What does E-commerce Product Extraction do?
Playbook for scraping product names, prices, variants, stock and categories from online stores, including paginated listings and JavaScript-rendered storefronts. A short playbook for pulling product data out of online stores.json or /api/products before parsing HTML.
When should I use E-commerce Product Extraction?
E-commerce Product Extraction fits situations like: collecting a store's full catalogue with prices and stock status; extracting variants with per-variant price and availability; scraping a paginated or infinite-scroll product listing; pulling product data from a JavaScript-rendered storefront.
How do I install E-commerce Product Extraction in Claude Code?
Run `npx skills add firecrawl/web-agent --skill e-commerce -a claude-code`. Or copy the skill folder (agent-core/src/skills/definitions/e-commerce in firecrawl/web-agent) into .claude/skills/e-commerce in your project. Claude Code loads it when a task matches its description.
How do I install E-commerce Product Extraction in Codex?
Run `npx skills add firecrawl/web-agent --skill e-commerce -a codex`. Or copy the skill folder (agent-core/src/skills/definitions/e-commerce in firecrawl/web-agent) into .agents/skills/e-commerce in your project. Codex loads it when a task matches its description.
Can I use E-commerce Product Extraction 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 firecrawl/web-agent --skill e-commerce -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/e-commerce, .gemini/skills/e-commerce, .github/skills/e-commerce and .opencode/skills/e-commerce in your project.
What does E-commerce Product Extraction need to run?
SKILL.md names no scripts, command-line tools or credentials: E-commerce Product Extraction is instructions for the agent only. Our summary lists: Network access to the store being scraped.
Does E-commerce Product Extraction 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 E-commerce Product Extraction 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 E-commerce Product Extraction use?
E-commerce Product Extraction 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 E-commerce Product Extraction use?
About 344 tokens (SKILL.md is roughly 1.4k 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 E-commerce Product Extraction?
Skills that share tags, products or a category with E-commerce Product Extraction: Amazon Best Sellers Finder (browser-act/skills, 6.1k stars), Amazon Product Search Extractor (browser-act/skills, 6.1k stars), Amazon Product Search Extractor (browser-act/skills, 6.1k stars) and Amazon Reviews Extractor (browser-act/skills, 6.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains E-commerce Product Extraction?
firecrawl (a GitHub organization) maintains it in firecrawl/web-agent, which has 1,240 GitHub stars. The repository holds 6 skills in this directory. The repository was last updated on April 19, 2026.
Source: firecrawl/web-agent on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.