RRepoGEO

REPOGEO REPORT · LITE

lout33/symbiotic-ai

Default branch main · commit 02823afd · scanned 5/31/2026, 3:47:51 PM

GitHub: 725 stars · 75 forks

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 lout33/symbiotic-ai, 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
  • highlicense#1
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a `LICENSE` file in the root of the repository. If a specific license is intended, add its text (e.g., MIT, Apache-2.0). If a custom license applies, clearly state its terms.
  • highreadme#2
    Clarify the README's opening to emphasize local, file-based, open-source nature

    Why:

    CURRENT
    # Symbiotic AI

Symbiotic AI is a reference implementation of AI for better thinking loops — a category built around the claim that AI can help people think better in ways that survive commitment, action, and review. See proof, methods, and adjacent workflows at Thinking Loops.
    COPY-PASTE FIX
    # Symbiotic AI: Your Local, File-Based AI System for Enhanced Cognition

Symbiotic AI is an open-source, local-first reference implementation of AI for better thinking loops. It's a unique, file-based system designed to help you think better, remember everything, and extend your cognition, distinct from commercial chatbots or raw API frameworks.
  • mediumtopics#3
    Add more descriptive topics to improve categorization

    Why:

    CURRENT
    agent, ai, ai-agents, assistant, claude, claude-code
    COPY-PASTE FIX
    agent, ai, ai-agents, assistant, cognition, thinking-loops, personal-ai, local-first, knowledge-management, open-source, context-management, self-improvement

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 lout33/symbiotic-ai
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 1×
  2. GPT-3.5 Turbo · recommended 1×
  3. GPT-4 · recommended 1×
  4. LangChain · recommended 1×
  5. Pinecone · recommended 1×
  • CATEGORY QUERY
    How can I build a personal AI assistant that remembers past conversations and context?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. GPT-3.5 Turbo
    3. GPT-4
    4. LangChain
    5. Pinecone
    6. Weaviate
    7. Chroma
    8. FAISS
    9. SQLite
    10. PostgreSQL
    11. MongoDB
    12. Dialogflow CX
    13. PaLM API
    14. Vertex AI
    15. Firestore
    16. Cloud SQL
    17. Azure AI Bot Service
    18. Azure OpenAI Service
    19. Azure Cosmos DB
    20. Azure SQL Database
    21. Azure Cognitive Search
    22. Rasa
    23. Llama 2
    24. Hugging Face Transformers
    25. Mistral
    26. Falcon
    27. Flask
    28. FastAPI

    AI recommended 28 alternatives but never named lout33/symbiotic-ai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an AI tool to extend my cognition and improve my daily thinking processes.
    you: not recommended
    AI recommended (in order):
    1. ChatGPT Plus / GPT-4
    2. Claude 3 Opus / Sonnet
    3. Perplexity AI
    4. Mem.ai
    5. Notion AI
    6. Obsidian
    7. Smart Connections
    8. Text Generator

    AI recommended 8 alternatives but never named lout33/symbiotic-ai. 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 lout33/symbiotic-ai?
    pass
    AI named lout33/symbiotic-ai explicitly

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

  • If a team adopts lout33/symbiotic-ai in production, what risks or prerequisites should they evaluate first?
    pass
    AI named lout33/symbiotic-ai 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 lout33/symbiotic-ai solve, and who is the primary audience?
    pass
    AI named lout33/symbiotic-ai 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
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