RRepoGEO

REPOGEO REPORT · LITE

bknd-io/bknd

Default branch main · commit 8c596781 · scanned 6/27/2026, 2:02:09 PM

GitHub: 3,728 stars · 144 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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
  • mediumreadme#1
    Reposition the README's opening paragraph to highlight core differentiators

    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) platform, 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 to avoid vendor lock-in and deploy anywhere.
  • lowcomparison#2
    Add a dedicated comparison section to the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README, e.g., '## Why bknd? A Lightweight, Open Alternative', and include sentences that explicitly state: 'Unlike Firebase or Supabase, bknd is built entirely on Web Standards, offering true vendor lock-in avoidance and unparalleled deployment flexibility across any runtime or framework. Its modular architecture allows you to opt-in only to the features you need (data, auth, media, workflows) without unnecessary abstractions.'

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
Supabase
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Supabase · recommended 2×
  2. Appwrite · recommended 2×
  3. Nhost · recommended 2×
  4. PocketBase · recommended 2×
  5. Directus · recommended 2×
  • CATEGORY QUERY
    Looking for a self-hostable serverless backend alternative to Firebase with flexible deployment options.
    you: not recommended
    AI recommended (in order):
    1. Supabase
    2. Appwrite
    3. Nhost
    4. Parse Platform
    5. PocketBase
    6. Directus

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

    Show full AI answer
  • CATEGORY QUERY
    What are lightweight backend solutions for database, auth, and media, built on web standards?
    you: not recommended
    AI recommended (in order):
    1. Supabase
    2. PocketBase
    3. Nhost
    4. Appwrite
    5. Directus
    6. Cloudflare Workers
    7. D1
    8. R2
    9. Workers KV
    10. Cloudflare Access
    11. Pages

    AI recommended 11 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

Drop this badge into the README of bknd-io/bknd. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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  • Brand-free category queries5 vs 2 in Lite
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