Overview
Total Shops
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Avg Score
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Data Completeness
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Last Crawl
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Crawler Control
🕷️ Start a New Crawl
Idle
📦 Seed Database
Load initial coffee shop data from shops.json into the database.
This will populate the database with curated shop information. Existing shops will be updated, not duplicated.
SCA / TCA Certification Manager
🏅 Certification Management
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SCA Members
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TCA Members
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Both
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Uncertified
| Name | City | SCA | TCA | Meta Score |
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Review Queue
🔍 Entity Resolution Review
Crawled shop names with similarity scores between 0.70–0.85 against existing shops. Too similar to ignore, too uncertain to auto-match — review manually.
| Crawled Name | Source | Best Match | Similarity | Date | Actions |
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Vision AI Equipment Detection
📷 Detect Equipment from Photos
Paste an image URL from Google Places, Instagram, or any public source. Gemini 2.0 Flash will analyze the photo and identify espresso machines, grinders, roasters, and brew equipment.
☕ Espresso Machine
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⚙️ Grinders
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🔥 Roaster
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🫗 Brew Methods
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✅ Applied
Source Verification Manager
✅ Source Verification
Mark shops as verified by a specific source (Roasters App, TCA, World's 100 Best, etc.). Shops verified by 2+ sources are auto-promoted to specialty.
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Google Places
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Sprudge
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SCA
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TCA
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Roasters App
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World's 100 Best
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Unverified
| Name | City | Shop Type | Verified Sources | |
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Crawl History
| Source | City | Status | Shops Found | Duration | Started At |
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Shop List
| Name | Score | Sources | City | Neighborhood |
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