RRepoGEO

REPOGEO REPORT · LITE

NateBJones-Projects/OB1

Default branch main · commit 671b923b · scanned 6/27/2026, 9:02:13 PM

GitHub: 3,949 stars · 759 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)

2 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 NateBJones-Projects/OB1, 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 explicitly state its core purpose and category

    Why:

    CURRENT
    The infrastructure layer for your thinking. One database, one AI gateway, one chat channel. Any AI you use can plug in. No middleware, no SaaS chains, no Zapier.
    COPY-PASTE FIX
    Open Brain is an open-source personal AI memory layer and vector database, providing the core infrastructure for all your AI tools to share a unified, persistent memory. One database, one AI gateway, one chat channel. Any AI you use can plug in. No middleware, no SaaS chains, no Zapier.
  • mediumhomepage#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://openbrain.ai (or your project's primary web presence)
  • lowlicense#3
    Clarify the existing license(s) directly in the README

    Why:

    COPY-PASTE FIX
    Add a section or line in the README, e.g., 'Open Brain is licensed under [Name of License 1] and [Name of License 2]. See the LICENSE file for full details.'

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 NateBJones-Projects/OB1
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Pinecone
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Pinecone · recommended 1×
  2. Weaviate · recommended 1×
  3. Qdrant · recommended 1×
  4. Chroma · recommended 1×
  5. Redis · recommended 1×
  • CATEGORY QUERY
    How can I build a unified persistent memory layer for all my AI agents?
    you: not recommended
    AI recommended (in order):
    1. Pinecone
    2. Weaviate
    3. Qdrant
    4. Chroma
    5. Redis
    6. PostgreSQL
    7. MongoDB

    AI recommended 7 alternatives but never named NateBJones-Projects/OB1. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source infrastructure can I use to manage personal knowledge for multiple AI tools?
    you: not recommended
    AI recommended (in order):
    1. Obsidian
    2. Logseq
    3. Joplin
    4. BookStack
    5. DocuWiki
    6. Nextcloud

    AI recommended 6 alternatives but never named NateBJones-Projects/OB1. 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 NateBJones-Projects/OB1?
    pass
    AI named NateBJones-Projects/OB1 explicitly

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

  • If a team adopts NateBJones-Projects/OB1 in production, what risks or prerequisites should they evaluate first?
    pass
    AI named NateBJones-Projects/OB1 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 NateBJones-Projects/OB1 solve, and who is the primary audience?
    pass
    AI did not name NateBJones-Projects/OB1 — 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?

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NateBJones-Projects/OB1 — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite