RRepoGEO

REPOGEO REPORT · LITE

supabase-community/chatgpt-your-files

Default branch main · commit 005fd908 · scanned 6/7/2026, 9:12:56 PM

GitHub: 516 stars · 195 forks

AI VISIBILITY SCORE
22 /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
1 / 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 supabase-community/chatgpt-your-files, 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 H1 to specify category

    Why:

    CURRENT
    <h1 align="center">Workshop: pgvector to Prod in 2 hours</h1>
    COPY-PASTE FIX
    <h1 align="center">Chat with Your Documents: A Production-Ready RAG Application with Supabase & pgvector</h1>
  • highlicense#2
    Add a LICENSE file

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the root directory with the MIT License text.
  • mediumabout#3
    Update the repository's 'About' description

    Why:

    CURRENT
    Production-ready MVP for securely chatting with your documents using pgvector
    COPY-PASTE FIX
    A full-stack, production-ready example for securely chatting with your documents using Retrieval Augmented Generation (RAG) with Supabase and pgvector.

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 supabase-community/chatgpt-your-files
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Auth0
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Auth0 · recommended 2×
  2. Django · recommended 1×
  3. Django REST Framework · recommended 1×
  4. Ruby on Rails · recommended 1×
  5. Spring Boot · recommended 1×
  • CATEGORY QUERY
    How to build a secure chat application for querying my own documents?
    you: not recommended
    AI recommended (in order):
    1. Django
    2. Django REST Framework
    3. Ruby on Rails
    4. Spring Boot
    5. Spring Security
    6. Elasticsearch
    7. PostgreSQL
    8. pg_search
    9. pg_vector
    10. OpenSearch
    11. LangChain
    12. LlamaIndex
    13. Hugging Face Transformers
    14. Sentence Transformers
    15. React
    16. Vue.js
    17. Next.js
    18. Auth0
    19. Keycloak
    20. Firebase Authentication
    21. Django Channels
    22. Ruby on Rails Action Cable
    23. Spring WebFlux
    24. Socket.IO
    25. Docker
    26. Kubernetes
    27. AWS
    28. EC2
    29. RDS
    30. S3
    31. EKS
    32. Google Cloud Platform
    33. Compute Engine
    34. Cloud SQL
    35. Cloud Storage
    36. GKE

    AI recommended 36 alternatives but never named supabase-community/chatgpt-your-files. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a robust solution for RAG with secure document storage and user authentication.
    you: not recommended
    AI recommended (in order):
    1. Azure AI Search
    2. Azure Active Directory
    3. Azure Blob Storage
    4. AWS Kendra
    5. AWS Identity and Access Management
    6. Amazon S3
    7. Elasticsearch (elastic/elasticsearch)
    8. Open Distro for Elasticsearch Security (opendistro-for-elasticsearch/security)
    9. X-Pack Security
    10. MinIO (minio/minio)
    11. Google Cloud Storage
    12. Pinecone
    13. Auth0
    14. Okta
    15. Weaviate (weaviate/weaviate)
    16. Keycloak (keycloak/keycloak)
    17. Milvus (milvus-io/milvus)
    18. Zilliz Cloud
    19. LDAP
    20. Active Directory

    AI recommended 20 alternatives but never named supabase-community/chatgpt-your-files. 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 supabase-community/chatgpt-your-files?
    pass
    AI did not name supabase-community/chatgpt-your-files — 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?

  • If a team adopts supabase-community/chatgpt-your-files in production, what risks or prerequisites should they evaluate first?
    pass
    AI named supabase-community/chatgpt-your-files 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 supabase-community/chatgpt-your-files solve, and who is the primary audience?
    pass
    AI did not name supabase-community/chatgpt-your-files — 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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  • Brand-free category queries5 vs 2 in Lite
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