RRepoGEO

REPOGEO REPORT · LITE

acheong08/EdgeGPT

Default branch main · commit 9aed44b6 · scanned 6/29/2026, 4:01:46 PM

GitHub: 7,868 stars · 855 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
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 acheong08/EdgeGPT, 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
    Clarify the project's core identity and unofficial nature immediately after the archive notice

    Why:

    CURRENT
    > # This project has been archived. Due to personal circumstances, I lack the time to maintain this repository.
    COPY-PASTE FIX
    > # This project has been archived. Due to personal circumstances, I lack the time to maintain this repository. This repository provided an unofficial, reverse-engineered API for Microsoft's Bing Chat AI, enabling programmatic access to its conversational features, distinct from official API offerings.
  • mediumhomepage#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://github.com/acheong08/EdgeGPT
  • lowreadme#3
    Add a warning about Terms of Service for unofficial access

    Why:

    COPY-PASTE FIX
    ### Important Note on Usage:
As an unofficial client, using EdgeGPT may violate Microsoft's Terms of Service for Bing Chat. Users proceed at their own risk.

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 acheong08/EdgeGPT
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. Google Cloud AI Platform · recommended 1×
  3. Anthropic API · recommended 1×
  4. Microsoft Azure OpenAI Service · recommended 1×
  5. Hugging Face Transformers · recommended 1×
  • CATEGORY QUERY
    How can I programmatically access a popular web-based conversational AI assistant?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Google Cloud AI Platform
    3. Anthropic API
    4. Microsoft Azure OpenAI Service
    5. Hugging Face Transformers
    6. Cohere API

    AI recommended 6 alternatives but never named acheong08/EdgeGPT. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a Python library to integrate a publicly available web AI chatbot into my application.
    you: not recommended
    AI recommended (in order):
    1. OpenAI Python Library (openai/openai-python)
    2. LangChain (langchain-ai/langchain)
    3. Hugging Face Transformers (huggingface/transformers)
    4. Google Cloud Client Library for Python (googleapis/google-cloud-python)
    5. Anthropic Python SDK (anthropics/anthropic-sdk-python)
    6. Requests (psf/requests)

    AI recommended 6 alternatives but never named acheong08/EdgeGPT. 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 acheong08/EdgeGPT?
    pass
    AI named acheong08/EdgeGPT explicitly

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

  • If a team adopts acheong08/EdgeGPT in production, what risks or prerequisites should they evaluate first?
    pass
    AI named acheong08/EdgeGPT 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 acheong08/EdgeGPT solve, and who is the primary audience?
    pass
    AI named acheong08/EdgeGPT explicitly

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

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acheong08/EdgeGPT — 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