REPOGEO REPORT · LITE

NateBJones-Projects/OB1

Default branch main · commit 151a8d1c · scanned 5/16/2026, 11:12:08 PM

GitHub: 3,154 stars · 592 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

35 /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

3 / 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 paragraph to explicitly state what OB1 is and isn't

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. This isn't a notes app. It's a database with vector search and an open protocol — built so that every AI tool you use shares the same persistent memory of you.

COPY-PASTE FIX

Open Brain (OB1) is a self-hosted, open-source infrastructure layer for persistent AI memory and personal knowledge management. It provides one database, one AI gateway, and one chat channel, allowing any AI tool you use to plug into a shared, persistent memory of you. This is not a notes app, a C++ web server, or a DI container; it's a foundational system for your AI ecosystem, free from middleware and SaaS chains.

hightopics#2

Refine repository topics to emphasize AI infrastructure and self-hosting

Why:

CURRENT

ai-agents, mcp, memory-layer, memory-layer-for-ai, open-brain, open-source, personal-knowledge, personal-knowledge-management, supabase

COPY-PASTE FIX

ai-agents, ai-infrastructure, ai-memory, ai-platform, memory-layer, memory-layer-for-ai, open-brain, open-source, personal-knowledge, personal-knowledge-management, self-hosted-ai

mediumhomepage#3
Add a homepage URL to the repository metadata
Why:
COPY-PASTE FIX
```
https://natebjones.substack.com/
```

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

Of all named tools, what % are you?

Top rival

Redis

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Redis · recommended 1×
Milvus · recommended 1×
PostgreSQL · recommended 1×
Elasticsearch · recommended 1×
MongoDB · recommended 1×

CATEGORY QUERY
How can I create a shared, persistent memory layer for all my AI tools?
you: not recommended
AI recommended (in order):
1. Redis
2. Milvus
3. PostgreSQL
4. Elasticsearch
5. MongoDB
6. Faiss
7. Apache Cassandra
AI recommended 7 alternatives but never named NateBJones-Projects/OB1. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Seeking a self-hosted infrastructure for personal AI knowledge management without SaaS dependencies.
you: not recommended
AI recommended (in order):
1. Obsidian
2. Ollama
3. LM Studio
4. Logseq
5. Joplin
6. Nextcloud
7. AnyType
8. DocuBrain
AI recommended 8 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 named NateBJones-Projects/OB1 explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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MARKDOWN (README)

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HTML

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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