RRepoGEO

REPOGEO REPORT · LITE

brightbeanxyz/brightbean-studio

Default branch main · commit b22e2092 · scanned 6/7/2026, 2:24:46 AM

GitHub: 1,744 stars · 352 forks

AI VISIBILITY SCORE
27 /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
1 / 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 brightbeanxyz/brightbean-studio, 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
    Explicitly state the core technology stack in the README's 'About' section

    Why:

    CURRENT
    BrightBean Studio is an open-source, self-hostable social media management platform built for creators, agencies and SMBs.
    COPY-PASTE FIX
    BrightBean Studio is an open-source, self-hostable social media management platform built with Python and Django for creators, agencies and SMBs.
  • highreadme#2
    Add Buffer to the list of explicitly compared competitors in the README

    Why:

    CURRENT
    It does what Sendible, SocialPilot, or ContentStudio do, but free...
    COPY-PASTE FIX
    It does what Buffer, Sendible, SocialPilot, or ContentStudio do, but free...
  • mediumabout#3
    Refine the GitHub description to emphasize the problem solved and audience more directly

    Why:

    CURRENT
    Open-source, self-hostable social media management platform. Schedule, publish, and manage content across 10+ platforms from a single dashboard. Free alternative to Buffer, Sendible, and SocialPilot.
    COPY-PASTE FIX
    Solve social media chaos: an open-source, self-hostable platform to schedule, publish, and manage content across 10+ platforms from one dashboard. A free alternative to Buffer, Sendible, and SocialPilot.

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 brightbeanxyz/brightbean-studio
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Hootsuite
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Hootsuite · recommended 2×
  2. Buffer · recommended 2×
  3. Postpone · recommended 1×
  4. Social Auto Poster · recommended 1×
  5. Mastodon · recommended 1×
  • CATEGORY QUERY
    Looking for an open-source solution to manage and schedule social media content across multiple platforms.
    you: not recommended
    AI recommended (in order):
    1. Postpone
    2. Social Auto Poster
    3. Hootsuite
    4. Buffer
    5. Mastodon
    6. Plume

    AI recommended 6 alternatives but never named brightbeanxyz/brightbean-studio. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are self-hostable alternatives for social media scheduling for agencies managing multiple client accounts?
    you: not recommended
    AI recommended (in order):
    1. Hootsuite
    2. SocialPilot
    3. Buffer
    4. Postly
    5. Later
    6. Twitter API
    7. Facebook Graph API
    8. Instagram Graph API
    9. LinkedIn API
    10. WordPress
    11. Taiga
    12. OpenProject

    AI recommended 12 alternatives but never named brightbeanxyz/brightbean-studio. 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 brightbeanxyz/brightbean-studio?
    pass
    AI did not name brightbeanxyz/brightbean-studio — 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 brightbeanxyz/brightbean-studio in production, what risks or prerequisites should they evaluate first?
    pass
    AI named brightbeanxyz/brightbean-studio 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 brightbeanxyz/brightbean-studio solve, and who is the primary audience?
    pass
    AI did not name brightbeanxyz/brightbean-studio — 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?

Embed your GEO score

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

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/brightbeanxyz/brightbean-studio.svg)](https://repogeo.com/en/r/brightbeanxyz/brightbean-studio)
HTML
<a href="https://repogeo.com/en/r/brightbeanxyz/brightbean-studio"><img src="https://repogeo.com/badge/brightbeanxyz/brightbean-studio.svg" alt="RepoGEO" /></a>
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brightbeanxyz/brightbean-studio — RepoGEO report