google-browser-scraper: Self-hosted Google search scraper for Python

by nodemaven · MCP Server · ★ 52

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

How to install google-browser-scraper

pip install google-browser-scraper
pip install "google-browser-scraper[nodemaven]"

Taken from the project's README on GitHub. Check the security audit before running it.

Security audit verdict: SAFE · quality 69/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

ai-agentsbrowser-automationgoogle-scrapergoogle-searchgoogle-search-apiheadless-chromemcpmcp-serverpatchrightplaywright

Quick Facts

Stars52
Forks7
LanguagePython
CategoryMCP Server
LicenseMIT
Quality Score69/100
Last Updated2026-10-22
Created2026-10-01
Platformsbrowser, mcp, python
Est. Tokens~15k

About google-browser-scraper

google-browser-scraper Google Search results from a real browser, through your own sticky proxy. Plain HTTP is no longer a reliable way to scrape Google: it often expects a browser that runs JavaScript, and a fresh browser on a fresh proxy exit can be refused quickly. This tool takes a browser path instead.

google-browser-scraper alternative? Top 6 similar tools

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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