{"slug":"scrapingbee-google-reviews-scraper","name":"Google Reviews Scraper","description":"Google Reviews API integration and scalable Google Reviews Scraper for extracting ratings, review text, and business insights from Google Maps using a structured Google Review API.","tagline":"Google Reviews API integration and scalable Google Reviews Scraper for extracting ratings, review text, and business insights from Google Maps using a structured Google Review API.","category":"growth-automation","tags":["lead-generation","sales","automation","browser-commerce","data-extraction","data-parsing","google-rating-api","google-ratings","google-review-scraper","google-reviews"],"author":{"name":"ScrapingBee","verified":false,"url":"https://github.com/ScrapingBee"},"attribution":{"status":"community_indexed","statusLabel":"Community indexed","shortLabel":"COMMUNITY INDEXED","sourceLabel":"GitHub star discovery","sourceDetail":"ScrapingBee/google-reviews-scraper","creatorName":"ScrapingBee","creatorUrl":"https://github.com/ScrapingBee","sourceUrl":"https://github.com/ScrapingBee/google-reviews-scraper","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/scrapingbee-google-reviews-scraper#claim-this-skill","claimCta":"Claim this skill","trustNote":"This listing was indexed from public sources and is not marked official until a maintainer claim is approved.","publicNote":"Attribution links to the public repository or creator profile. 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Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":75,"risk_level":"needs_review","risk_label":"Needs review","warnings":["License is unclear","Quality score needs review","Stars/forks activity: 381 stars, 1 forks; issue activity unavailable in current metadata","License clarity: Unknown"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":68,"label":"Promising"},"supply":{"track":"Marketing and growth automation","scenario":"Sales and CRM","maintenance":"4mo since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","License is unclear","Quality score needs review","Stars/forks activity: 381 stars, 1 forks; issue activity unavailable in current metadata","License clarity: Unknown","Production credentials, payments, or irreversible account changes without explicit human review"],"agent_contract":{"task_input":"Use Google Reviews Scraper in an agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 73/100 Strong shortlist","Audit: 75/100 Needs review","Safety: 55/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"scrapingbee-google-reviews-scraper (Google Reviews Scraper)","install_command":"npx skills add ScrapingBee/google-reviews-scraper","risk_summary":"Needs review; Experimental; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"scrapingbee-google-reviews-scraper","task":"Use Google Reviews Scraper in an agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/scrapingbee-google-reviews-scraper","api":"https://www.openagentskill.com/api/agent/skills/scrapingbee-google-reviews-scraper","audit":"https://www.openagentskill.com/skills/scrapingbee-google-reviews-scraper/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=scrapingbee-google-reviews-scraper&task=Use%20Google%20Reviews%20Scraper%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20Google%20Reviews%20Scraper%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20Google%20Reviews%20Scraper%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/scrapingbee-google-reviews-scraper/install","manifest":"https://www.openagentskill.com/api/registry/manifest/scrapingbee-google-reviews-scraper"}},"platforms":["Sales Automation","Claude Code","Browser agents"],"use_cases":[{"slug":"web-scraping","title":"Web scraping","url":"https://www.openagentskill.com/use-cases/web-scraping"},{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"},{"slug":"workflow-automation","title":"Workflow automation","url":"https://www.openagentskill.com/use-cases/workflow-automation"},{"slug":"github-automation","title":"GitHub automation","url":"https://www.openagentskill.com/use-cases/github-automation"}],"install":"npx skills add ScrapingBee/google-reviews-scraper","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add ScrapingBee/google-reviews-scraper","description":"Use the registry command when your workflow supports the OpenAgentSkill installer.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"Google Reviews Scraper\" agent skill from https://github.com/ScrapingBee/google-reviews-scraper. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Google Reviews API integration and scalable Google Reviews Scraper for extracting ratings, review text, and business insights from Google Maps using a structured Google Review API.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"Google Reviews Scraper\" as a Claude Code skill from https://github.com/ScrapingBee/google-reviews-scraper. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Google Reviews API integration and scalable Google Reviews Scraper for extracting ratings, review text, and business insights from Google Maps using a structured Google Review API.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"Google Reviews Scraper\" from https://github.com/ScrapingBee/google-reviews-scraper into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Google Reviews API integration and scalable Google Reviews Scraper for extracting ratings, review text, and business insights from Google Maps using a structured Google Review API.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/ScrapingBee/google-reviews-scraper","github_repo":"ScrapingBee/google-reviews-scraper","version":"1.0.0","license":"Unknown","updated_at":"2026-06-21T06:42:44.250969+00:00","canonical_key":"scrapingbee/google-reviews-scraper","recommendation_reasons":["Install handoff is available","Repository freshness signal is available"],"urls":{"web":"https://www.openagentskill.com/skills/scrapingbee-google-reviews-scraper","api":"https://www.openagentskill.com/api/agent/skills/scrapingbee-google-reviews-scraper","install_api":"https://www.openagentskill.com/api/skills/scrapingbee-google-reviews-scraper/install","audit":"https://www.openagentskill.com/skills/scrapingbee-google-reviews-scraper/audit","repository":"https://github.com/ScrapingBee/google-reviews-scraper"},"meta":{"endpoint":"/api/registry/manifest/{slug}","canonical_agent_endpoint":"/api/agent/skills/scrapingbee-google-reviews-scraper","agent_friendly":true,"api_version":"1.0","generated_at":"2026-07-03T23:52:33.375Z"}}