RRepoGEO

REPOGEO REPORT · LITE

circlestarzero/EX-chatGPT

Default branch main · commit ddfe9c4f · scanned 6/25/2026, 7:43:04 PM

GitHub: 1,964 stars · 319 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)

3 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 circlestarzero/EX-chatGPT, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition README H1 and opening paragraph to clarify purpose

    Why:

    CURRENT
    # Ex-ChatGPT - ChatGPT with ToolFormer

ChatGPT 是一个强大的工具平台，可以无需任何调整就生成 API 请求来协助回答问题。`Ex-ChatGPT` 使得 ChatGPT 能够调用外部 API，例如 **WolframAlpha、Google 和 WikiMedia**，以提供更准确和及时的答案。
    COPY-PASTE FIX
    # Ex-ChatGPT: Enhance ChatGPT with Real-time Web Access & External Tools

Ex-ChatGPT empowers both the ChatGPT web interface (via a browser extension) and the GPT-3.5 Turbo API (via a service) to access external APIs like **WolframAlpha, Google, and WikiMedia**, providing more accurate and timely answers by enabling true online capabilities.
  • mediumreadme#2
    Add a 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    Add a new H2 section `## Comparison with NewBing / Alternatives` to detail how Ex-ChatGPT compares to similar tools or the mentioned competitor, highlighting its unique features and advantages.

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 circlestarzero/EX-chatGPT
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 3 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 3×
  2. LlamaIndex · recommended 3×
  3. SerpAPIWrapper · recommended 2×
  4. OpenAI Assistants API · recommended 1×
  5. Microsoft Semantic Kernel · recommended 1×
  • CATEGORY QUERY
    How to enable a conversational AI to utilize external tools for real-time information and accuracy?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI Assistants API
    4. Microsoft Semantic Kernel
    5. Haystack

    AI recommended 5 alternatives but never named circlestarzero/EX-chatGPT. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best methods to integrate web browsing and knowledge base access into an AI chatbot?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. SerpAPIWrapper
    3. GoogleSearchAPIWrapper
    4. LlamaIndex
    5. SimpleWebPageReader
    6. BeautifulSoupWebReader
    7. Google Custom Search API
    8. Bing Web Search API
    9. LangChain
    10. Pinecone
    11. Chroma
    12. FAISS
    13. OpenAI Embeddings
    14. Sentence Transformers
    15. LlamaIndex
    16. SimpleDirectoryReader
    17. SharePointReader
    18. NotionReader
    19. ChromaVectorStore
    20. PineconeVectorStore
    21. Elasticsearch
    22. OpenSearch
    23. Microsoft Azure AI Search
    24. LangChain Agents
    25. SerpAPIWrapper
    26. RetrievalQA
    27. LlamaIndex Query Engines

    AI recommended 27 alternatives but never named circlestarzero/EX-chatGPT. 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 circlestarzero/EX-chatGPT?
    pass
    AI named circlestarzero/EX-chatGPT explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of circlestarzero/EX-chatGPT. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/circlestarzero/EX-chatGPT.svg)](https://repogeo.com/en/r/circlestarzero/EX-chatGPT)
HTML
<a href="https://repogeo.com/en/r/circlestarzero/EX-chatGPT"><img src="https://repogeo.com/badge/circlestarzero/EX-chatGPT.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

circlestarzero/EX-chatGPT — 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