RRepoGEO

REPOGEO REPORT · LITE

satellitecomponent/Neurite

Default branch main · commit e62b2704 · scanned 5/9/2026, 1:32:16 PM

GitHub: 2,058 stars · 160 forks

AI VISIBILITY SCORE
40 /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
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 satellitecomponent/Neurite, 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 clearly state Neurite's core purpose

    Why:

    CURRENT
    # 🌐 **neurite.network** 🌐
    ⚠️ `Warning:` Contains flashing lights and colors which may affect those with photosensitive epilepsy.
    > <a href="https://www.youtube.com/watch?v=1BiUblUAd7s&list=PLnwfKwpTq3vDlXDrLParmQ_3waM1g-ehf"><strong>Check out our newly released series of demo videos!</strong></a>
    COPY-PASTE FIX
    # Neurite: Fractal Graph-of-Thought & Rhizomatic Mind-Mapping
    Neurite is an open-source platform for AI agents, knowledge management, and LLM visualization. It enables dynamic, interconnected knowledge graphs and serves as a fractal second brain for complex information.
    
    ⚠️ `Warning:` Contains flashing lights and colors which may affect those with photosensitive epilepsy.
    > <a href="https://www.youtube.com/watch?v=1BiUblUAd7s&list=PLnwfKwpTq3vDlXDrLParmQ_3waM1g-ehf"><strong>Check out our newly released series of demo videos!</strong></a>
  • mediumreadme#2
    Integrate key category keywords into the README's introduction and features

    Why:

    COPY-PASTE FIX
    Review and update the 'Introduction' and 'Key Features' sections to explicitly detail how Neurite functions as a 'multi-agent system' framework, provides 'dynamic, interconnected knowledge graphs,' facilitates 'LLM thought process visualization,' and acts as a 'fractal second brain.' Use these exact phrases.
  • mediumreadme#3
    Add or expand a 'Use Cases' section with specific examples matching failing queries

    Why:

    COPY-PASTE FIX
    Add a dedicated 'Use Cases' section or expand the 'How to Use Neurite' section to include concrete examples and scenarios that directly address building 'multi-agent systems with dynamic, interconnected knowledge graphs' and using Neurite as a 'tool to visualize LLM thought processes and manage a fractal second brain.'

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 satellitecomponent/Neurite
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. Neo4j · recommended 1×
  3. JanusGraph · recommended 1×
  4. Ontotext GraphDB · recommended 1×
  5. LlamaIndex · recommended 1×
  • CATEGORY QUERY
    How to build a multi-agent system with a dynamic, interconnected knowledge graph?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Neo4j
    3. JanusGraph
    4. Ontotext GraphDB
    5. LlamaIndex
    6. Haystack
    7. PyTorch
    8. TensorFlow
    9. Deep Graph Library (DGL)
    10. PyTorch Geometric (PyG)
    11. Virtuoso
    12. Blazegraph
    13. RDFLib
    14. SPARQLWrapper
    15. Mesa
    16. NetworkX
    17. SQLite
    18. PostgreSQL

    AI recommended 18 alternatives but never named satellitecomponent/Neurite. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a tool to visualize LLM thought processes and manage a fractal second brain.
    you: not recommended
    AI recommended (in order):
    1. Obsidian
    2. Logseq
    3. Roam Research
    4. Notion
    5. Scrintal
    6. Heptabase
    7. TiddlyWiki

    AI recommended 7 alternatives but never named satellitecomponent/Neurite. 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 satellitecomponent/Neurite?
    pass
    AI named satellitecomponent/Neurite explicitly

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

  • If a team adopts satellitecomponent/Neurite in production, what risks or prerequisites should they evaluate first?
    pass
    AI named satellitecomponent/Neurite 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 satellitecomponent/Neurite solve, and who is the primary audience?
    pass
    AI named satellitecomponent/Neurite explicitly

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

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite