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google-ai-mode-skill
автор PleasePrompto · PleasePrompto/google-ai-mode-skill
Free Google AI Mode search with citations, driven by Claude — persistent browser profile, query optimization, token-efficient.
google-ai-mode-skill lets Claude query Google's AI Mode (the AI-overview-style answer surface) via a local headless browser with a persistent profile. It returns the answer + citations for further use, optimized prompts on the way in, and minimizes tokens by returning structured JSON. Good alternative when paid search APIs are overkill.
Зачем использовать
Ключевые функции
- 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
Живое демо
Как выглядит на практике
google-ai-mode-skill.replay
▶ готово
Сценарии использования
Реальные сценарии: google-ai-mode-skill
Когда использовать: You want a short, cited answer to a factual question from Google's AI Mode.
Поток
-
Seed the profile once
Run the first-time setup so the browser profile is logged in and past the consent screens.✓ Скопировано
→ Profile dir populated; no further prompts needed
-
Query
Search Google AI Mode: 'What changed in React 19.2 regarding compiler defaults?' — return answer + citations.✓ Скопировано
→ Short answer + citation URLs
-
Drill deeper
Fetch the top two citation pages and reconcile any contradictions.✓ Скопировано
→ Reconciled summary
Итог: A cited answer comparable to a paid search API, at $0.
Подводные камни
- 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
Когда использовать: Before publishing a post, double-check factual claims.
Поток
-
Extract claims
From this draft, extract specific factual claims that are worth checking.✓ Скопировано
→ Claim list with verifiability notes
-
Verify each
Run google-ai-mode on each claim; flag anything unconfirmed.✓ Скопировано
→ Per-claim status + sources
-
Revise
Edit the draft to correct or caveat unconfirmed claims.✓ Скопировано
→ Revised draft
Итог: Content with fewer publishable errors.
Подводные камни
- Confirmation bias — only checking claims you suspect — Extract all claims, then verify all of them
Комбинации
Сочетайте с другими MCP — эффект x10
Cache research results as markdown files for reuse
For every question answered today, save a research_<slug>.md in ./notes/.✓ Скопировано
Inline fact-checking during blog drafting
After each blog section, run AI-Mode fact checks on the claims.✓ Скопировано
Стоимость и лимиты
Во что обходится
- Квота API
- none (uses Google web surface — respect their ToS and rate limits)
- Токенов на вызов
- ~500–2k tokens per answer
- Деньги
- free
- Совет
- Cache answers by question hash; don't re-query within a session
Безопасность
Права, секреты, радиус поражения
Хранение учётных данных: Google session cookies in the persistent profile directory — treat the profile dir as sensitive
Исходящий трафик: google.com
Никогда не давайте: 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
Устранение неполадок
Частые ошибки и исправления
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.
Проверить: ls <profile-dir>
Альтернативы
google-ai-mode-skill в сравнении
| Альтернатива | Когда использовать | Компромисс |
|---|
| brave-search | You want a first-party search API | Costs money; no ToS ambiguity |
| kindly-web-search | You want a polite, consent-respecting crawler | Different shape |