RRepoGEO

REPOGEO REPORT · LITE

P0luz/Ombre-Brain

Default branch main · commit ac469cce · scanned 6/15/2026, 7:32:49 PM

GitHub: 527 stars · 468 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 P0luz/Ombre-Brain, 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
  • highabout#1
    Add a concise description to the 'About' section

    Why:

    COPY-PASTE FIX
    A long-term emotional memory system for Claude, using Russell's valence/arousal coordinates, Obsidian for storage, MCP for connection, with forgetting curve and vector semantic search.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-memory, claude, emotional-intelligence, vector-search, forgetting-curve, obsidian, knowledge-base, llm-memory, valence-arousal
  • mediumhomepage#3
    Add a homepage URL to the repository

    Why:

    COPY-PASTE FIX
    https://git.p0lar1s.uk/P0lar1s/Ombre_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 P0luz/Ombre-Brain
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Pinecone
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Pinecone · recommended 2×
  2. langchain-ai/langchain · recommended 1×
  3. weaviate/weaviate · recommended 1×
  4. chroma-core/chroma · recommended 1×
  5. OpenAI API · recommended 1×
  • CATEGORY QUERY
    How to implement long-term emotional memory and context for an AI assistant?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. Pinecone
    3. Weaviate (weaviate/weaviate)
    4. Chroma (chroma-core/chroma)
    5. OpenAI API
    6. GPT-4
    7. GPT-3.5 Turbo
    8. Hugging Face Transformers (huggingface/transformers)
    9. BERT
    10. RoBERTa
    11. T5
    12. Rasa (RasaHQ/rasa)
    13. Neo4j (neo4j/neo4j)
    14. Faiss (facebookresearch/faiss)
    15. DeepMind's Perceiver IO

    AI recommended 15 alternatives but never named P0luz/Ombre-Brain. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a system for AI knowledge base with vector search and forgetting curve.
    you: not recommended
    AI recommended (in order):
    1. Weaviate
    2. Pinecone
    3. Qdrant
    4. Elasticsearch
    5. pgvector
    6. Milvus

    AI recommended 6 alternatives but never named P0luz/Ombre-Brain. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 P0luz/Ombre-Brain?
    pass
    AI named P0luz/Ombre-Brain explicitly

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

  • If a team adopts P0luz/Ombre-Brain in production, what risks or prerequisites should they evaluate first?
    pass
    AI named P0luz/Ombre-Brain 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 P0luz/Ombre-Brain solve, and who is the primary audience?
    pass
    AI named P0luz/Ombre-Brain explicitly

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

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P0luz/Ombre-Brain — 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