google-ai-mode-skill

为什么要用

核心特性

Zero-config once the browser profile is seeded
Persistent profile avoids repeated sign-in / consent screens
Query optimization rewrites your question for AI Mode
Returns structured answer + citations
Pure skill (Python browser driver) — no paid API key

实时演示

实际使用效果

google-ai-mode-skill.replay ▶ 就绪

0/0

安装

作者仓库 · Claude Skills 官方文档

使用场景

实战用法： google-ai-mode-skill

How to do quick web research without paying for a search API

👤 Solo devs, hobbyists, anyone token-constrained ⏱ ~15 min intermediate

何时使用： You want a short, cited answer to a factual question from Google's AI Mode.

步骤

Seed the profile once

Run the first-time setup so the browser profile is logged in and past the consent screens.✓ 已复制

→ Profile dir populated; no further prompts needed
Query

Search Google AI Mode: 'What changed in React 19.2 regarding compiler defaults?' — return answer + citations.✓ 已复制

→ Short answer + citation URLs
Drill deeper

Fetch the top two citation pages and reconcile any contradictions.✓ 已复制

→ Reconciled summary

结果： A cited answer comparable to a paid search API, at $0.

注意事项

Profile gets logged out — Re-run the seeding flow; don't share the profile across machines
Google layout changes and selectors break — Pin the skill version; update when upstream ships a fix

搭配使用： filesystem

Add a fact-check pass to any Claude workflow

👤 Anyone producing content they'll publish ⏱ ~30 min intermediate

何时使用： Before publishing a post, double-check factual claims.

步骤

Extract claims

From this draft, extract specific factual claims that are worth checking.✓ 已复制

→ Claim list with verifiability notes
Verify each

Run google-ai-mode on each claim; flag anything unconfirmed.✓ 已复制

→ Per-claim status + sources
Revise

Edit the draft to correct or caveat unconfirmed claims.✓ 已复制

→ Revised draft

结果： Content with fewer publishable errors.

注意事项

Confirmation bias — only checking claims you suspect — Extract all claims, then verify all of them

搭配使用： claude-blog-skill

组合

与其他 MCP 搭配，撬动十倍杠杆

google-ai-mode-skill + filesystem

Cache research results as markdown files for reuse

For every question answered today, save a research_<slug>.md in ./notes/.✓ 已复制

google-ai-mode-skill + claude-blog-skill

Inline fact-checking during blog drafting

After each blog section, run AI-Mode fact checks on the claims.✓ 已复制

工具

此 MCP 暴露的能力

工具	输入参数	何时调用	成本
ai-mode-query	question string	Any factual question where AI Mode is adequate	browser automation only
query-optimization	raw question	Before sending a long or vague question	0
profile-management	first-time setup or reset	Install or when logged out	0

成本与限制

运行它的成本

API 配额: none (uses Google web surface — respect their ToS and rate limits)
每次调用 Token 数: ~500–2k tokens per answer
费用: free
提示: Cache answers by question hash; don't re-query within a session

安全

权限、密钥、影响范围

凭据存储： Google session cookies in the persistent profile directory — treat the profile dir as sensitive

数据出站： google.com

切勿授予： shared profile across machines

Automating search surfaces may be against target-site ToS depending on volume — keep it personal-use and low-rate
Do not use for anti-bot / CAPTCHA bypass scenarios

故障排查

常见错误与修复

Selectors no longer match

Update to latest skill version; Google UI changes periodically.

Profile keeps prompting for consent

Re-seed the profile with consent accepted; make sure you keep the profile dir between runs.

验证： ls <profile-dir>

替代方案