RRepoGEO

REPOGEO REPORT · LITE

SamurAIGPT/Open-Custom-GPT

Default branch main · commit 3a81e8d6 · scanned 5/19/2026, 5:08:00 AM

GitHub: 1,649 stars · 310 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
33 /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
2 / 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 SamurAIGPT/Open-Custom-GPT, 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 README H1/description to highlight open-source and self-hosted nature

    Why:

    CURRENT
    <p align="center"> <strong>The no-code platform for building and embedding Custom GPTs using the OpenAI Assistants API</strong> </p>
    COPY-PASTE FIX
    <p align="center"> <strong>The open-source, self-hosted, no-code platform for building and embedding Custom GPTs using the OpenAI Assistants API</strong> </p>
  • mediumtopics#2
    Add specific topics to improve categorization

    Why:

    CURRENT
    aichatbot, assistant-api, chatbot, chatbots, chatgpt, chatgpt-plugins, custom-gpt, customgpt, gpt, gpt-3, gpt-4, gpt3, gpt4, gpts, langchain, no-code, openai, openai-chatbot, openai-chatgpt
    COPY-PASTE FIX
    aichatbot, assistant-api, chatbot, chatbots, chatgpt, chatgpt-plugins, custom-gpt, customgpt, gpt, gpt-3, gpt-4, gpt3, gpt4, gpts, langchain, no-code, openai, openai-chatbot, openai-chatgpt, embeddable, self-hosted, open-source-ai, ai-assistant-builder
  • mediumcomparison#3
    Add a 'Why Open Custom GPT?' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README, for example, `## Why Open Custom GPT?` that clearly articulates its advantages as an open-source, self-hosted, and privacy-preserving alternative to proprietary Custom GPT solutions.

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 SamurAIGPT/Open-Custom-GPT
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Voiceflow
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Voiceflow · recommended 2×
  2. Chatbase · recommended 1×
  3. ManyChat · recommended 1×
  4. Tidio · recommended 1×
  5. Intercom · recommended 1×
  • CATEGORY QUERY
    How can I build and embed a custom AI assistant on my website without coding?
    you: not recommended
    AI recommended (in order):
    1. Chatbase
    2. Voiceflow
    3. ManyChat
    4. Tidio
    5. Intercom
    6. Botpress (botpress/botpress)

    AI recommended 6 alternatives but never named SamurAIGPT/Open-Custom-GPT. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are no-code platforms for creating advanced AI chatbots with document retrieval and code execution?
    you: not recommended
    AI recommended (in order):
    1. Voiceflow
    2. Botpress
    3. Activechat.ai
    4. Cognigy.AI
    5. Teneo

    AI recommended 5 alternatives but never named SamurAIGPT/Open-Custom-GPT. 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 SamurAIGPT/Open-Custom-GPT?
    pass
    AI named SamurAIGPT/Open-Custom-GPT explicitly

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

  • If a team adopts SamurAIGPT/Open-Custom-GPT in production, what risks or prerequisites should they evaluate first?
    pass
    AI named SamurAIGPT/Open-Custom-GPT 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 SamurAIGPT/Open-Custom-GPT solve, and who is the primary audience?
    pass
    AI did not name SamurAIGPT/Open-Custom-GPT — 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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SamurAIGPT/Open-Custom-GPT — 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