RRepoGEO

REPOGEO REPORT · LITE

async-labs/builderbook

Default branch master · commit a71c72e2 · scanned 5/10/2026, 3:23:05 PM

GitHub: 3,808 stars · 896 forks

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
2 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface async-labs/builderbook, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition the README's opening to emphasize 'full-stack boilerplate for content publishing'

    Why:

    CURRENT
    ## Builder Book

Open source web app to self-publish and sell books or other online content.
    COPY-PASTE FIX
    ## Builder Book: A Full-Stack JavaScript Boilerplate for Publishing and Selling Online Content

Builder Book is an open-source full-stack web application boilerplate designed to help developers quickly build and launch platforms for self-publishing and selling books or other digital content.
  • mediumtopics#2
    Add more specific topics related to content publishing and full-stack boilerplates

    Why:

    CURRENT
    apis, aws-ses, boilerplate, express-session, expressjs, github-api, google-api, javascript, mailchimp, material-ui, mongodb, mongoose, nextjs, nodejs, passport, react, stripe
    COPY-PASTE FIX
    apis, aws-ses, boilerplate, express-session, expressjs, github-api, google-api, javascript, mailchimp, material-ui, mongodb, mongoose, nextjs, nodejs, passport, react, stripe, full-stack, saas-boilerplate, content-publishing, book-publishing, digital-products
  • lowreadme#3
    Add a 'Why Builder Book?' or 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    ## Why Builder Book?

Builder Book stands out as a comprehensive full-stack boilerplate specifically tailored for self-publishing and selling digital content, unlike generic e-commerce platforms or component libraries. It provides a complete foundation with authentication, payments, and content management, allowing you to focus on your unique content and features.

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface async-labs/builderbook
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
React
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. React · recommended 1×
  2. vercel/next.js · recommended 1×
  3. microsoft/TypeScript · recommended 1×
  4. tailwindlabs/tailwindcss · recommended 1×
  5. react-hook-form/react-hook-form · recommended 1×
  • CATEGORY QUERY
    How to build a full-stack web app with React, Next.js, Node.js, and MongoDB?
    you: not recommended
    AI recommended (in order):
    1. React
    2. Next.js (vercel/next.js)
    3. TypeScript (microsoft/TypeScript)
    4. Tailwind CSS (tailwindlabs/tailwindcss)
    5. React Hook Form (react-hook-form/react-hook-form)
    6. Zod (colinhacks/zod)
    7. TanStack Query (TanStack/query)
    8. Node.js (nodejs/node)
    9. Express.js (expressjs/express)
    10. Mongoose (Automattic/mongoose)
    11. bcrypt.js (dcodeIO/bcrypt.js)
    12. jsonwebtoken (auth0/node-jsonwebtoken)
    13. cors (expressjs/cors)
    14. MongoDB (mongodb/mongo)
    15. MongoDB Atlas
    16. MongoDB Compass (mongodb-js/compass)
    17. Vercel
    18. Render
    19. Railway
    20. ESLint (eslint/eslint)
    21. dotenv (motdotla/dotenv)
    22. axios (axios/axios)

    AI recommended 22 alternatives but never named async-labs/builderbook. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an open-source boilerplate to build a content selling platform using modern JavaScript?
    you: not recommended
    AI recommended (in order):
    1. Next.js Commerce
    2. Medusa
    3. Saleor
    4. Reaction Commerce
    5. Strapi

    AI recommended 5 alternatives but never named async-labs/builderbook. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of async-labs/builderbook?
    pass
    AI did not name async-labs/builderbook — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts async-labs/builderbook in production, what risks or prerequisites should they evaluate first?
    pass
    AI named async-labs/builderbook explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo async-labs/builderbook solve, and who is the primary audience?
    pass
    AI named async-labs/builderbook explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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