RRepoGEO

REPOGEO REPORT · LITE

bknd-io/bknd

Default branch main · commit 8c596781 · scanned 5/16/2026, 4:26:51 PM

GitHub: 3,723 stars · 146 forks

AI VISIBILITY SCORE
28 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 bknd-io/bknd, 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

2 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 paragraph to clearly state its category and alternatives

    Why:

    CURRENT
    bknd simplifies app development by providing a fully functional visual backend for database management, authentication, media and workflows. Being lightweight and built on Web Standards, it can be deployed nearly anywhere, including running inside your framework of choice. No more deploying multiple separate services!
    COPY-PASTE FIX
    bknd is a lightweight, self-hostable Backend-as-a-Service (BaaS) designed as an open-source alternative to Firebase and Supabase. It simplifies app development by providing a fully functional visual backend for database management, authentication, media, and workflows. Built on Web Standards, bknd can be deployed nearly anywhere, including running directly within your framework of choice like Next.js, React, or Astro, and on platforms like Cloudflare Workers, Bun, Node, or AWS Lambda.
  • mediumfaq#2
    Add a FAQ entry comparing bknd to common alternatives

    Why:

    COPY-PASTE FIX
    ## Frequently Asked Questions
    
    ### How does bknd compare to Firebase, Supabase, or PocketBase?
    bknd is designed as a lightweight, self-hostable Backend-as-a-Service (BaaS) that prioritizes modularity and avoids vendor lock-in. Unlike some alternatives, bknd is built on Web Standards, allowing it to run directly within your application's framework (e.g., Next.js, React) and on a wide range of serverless and edge runtimes (Cloudflare Workers, Bun, Node, AWS Lambda). It offers direct access to underlying drivers for databases and storage, giving you full control without abstractions getting in your way, making it highly flexible and adaptable to your specific infrastructure needs.

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 bknd-io/bknd
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Drizzle ORM
Recommended in 3 of 2 queries
COMPETITOR LEADERBOARD
  1. Drizzle ORM · recommended 3×
  2. supabase/supabase · recommended 1×
  3. appwrite/appwrite · recommended 1×
  4. pocketbase/pocketbase · recommended 1×
  5. nhost/nhost · recommended 1×
  • CATEGORY QUERY
    Looking for a self-hostable backend alternative to Firebase with flexible deployment options.
    you: not recommended
    AI recommended (in order):
    1. Supabase (supabase/supabase)
    2. Appwrite (appwrite/appwrite)
    3. PocketBase (pocketbase/pocketbase)
    4. Nhost (nhost/nhost)
    5. Directus (directus/directus)
    6. Parse Platform (parse-community/parse-server)

    AI recommended 6 alternatives but never named bknd-io/bknd. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a lightweight full-stack backend solution for Next.js or Cloudflare Workers.
    you: not recommended
    AI recommended (in order):
    1. Supabase
    2. PocketBase
    3. PlanetScale
    4. Prisma
    5. Drizzle ORM
    6. Turso
    7. Drizzle ORM
    8. Cloudflare D1
    9. Drizzle ORM
    10. Firebase
    11. Firestore
    12. Firebase Authentication

    AI recommended 12 alternatives but never named bknd-io/bknd. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    Suggestion:

  • 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 bknd-io/bknd?
    pass
    AI did not name bknd-io/bknd — 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 bknd-io/bknd in production, what risks or prerequisites should they evaluate first?
    pass
    AI named bknd-io/bknd 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 bknd-io/bknd solve, and who is the primary audience?
    pass
    AI named bknd-io/bknd explicitly

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

Embed your GEO score

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  • Brand-free category queries5 vs 2 in Lite
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