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Nanorater vs TokenLab MCP

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

Nanorater compared with TokenLab MCP
DetailNanorater logo NanoraterTokenLab MCP logo TokenLab MCP
What it doesAI face rater that scores your photo and explains what to change Connect TokenLab to Claude, Codex, Cursor and other MCP clients so agents can search models, compare prices, chat, generate images and videos
StageNot given Not given
FoundedNot given Not given
Based inNot given US
Pricing modelFreemium Free
PricingFree: rate your photo with no sign-up, no card. Glow-Up Report: $17.49 one-time payment (no subscription) for step-by-step plan, 4 AI previews, marked-up photo, HD downloads and 3 coach questions, with 7-day money-back guarantee. MCP service is free. Usage charges apply only when calling models at standard TokenLab pricing rates. Pricing for first-time recharge: starting at US$5 to US$100; first recharge of US$10 includes US$5 bonus
Key features
  • AI photo score from 0–100 with visible reasons for each dimension
  • Instant facial measurements in browser (mirror balance, thirds, fifths, length-to-width ratio)
  • Scores across six criteria: facial harmony, symmetry, skin quality, eyes and expression, features, and styling
  • Actionable feedback on lighting, framing, expression, background and styling
  • Photo upload and history saved with free account
  • AI marked-up photo with annotated feedback notes
  • Full interactive face map with proportions, symmetry and eye spacing analysis
  • HD photo downloads without watermark
  • Follow-up coaching questions with personalized responses
  • Model search and catalog browsing with 6 query tools
  • Model pricing comparison without API key required
  • Chat completion with multiple model providers
  • Image generation and editing tools
  • Video generation and creation
  • File upload and management tools
  • Embedding and document reranking
  • Three tool profile options: catalog, core (32 tools), full (89 tools)
  • Hosted and local deployment options
What makes it different
  • Published methodology: shows all formulas, reference sets and accuracy figures so you understand how the score is calculated
  • Specific, actionable feedback instead of vague compliments or harsh judgments
  • Score is about the photo, not about you; discounts for harsh shadows or close selfie lens distortion
  • Free first result with no sign-up or card required
  • One-time purchase with no subscription or recurring fees
  • Free MCP service with pay-as-you-go model pricing, no subscriptions or seat fees
  • No API key required for model search and price comparison with catalog tier
  • 32 default tools sufficient for most agent tasks including chat, image and video generation
  • Integrates with popular MCP clients: Claude Desktop, Codex, Cursor, VS Code
  • Works standalone without requiring TokenLab Skills installation
Free planNot given Not given
Open sourceNot given Not given
PlatformsNot given Not given
Public APINot given Not given
Community votes00
DR (Domain Rating by Ahrefs)16 +1 (up) since last check15 −2 (down) since last check
Trust Flow (Majestic)184
Citation Flow (Majestic)2534
Referring domains (Majestic)87128

5 details filled in for both companies.

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