RRepoGEO

REPOGEO REPORT · LITE

lanqian528/chat2api

Default branch main · commit a63a90ce · scanned 5/14/2026, 12:38:24 PM

GitHub: 3,624 stars · 703 forks

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 lanqian528/chat2api, 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
    Add a concise English summary sentence after the main title in README

    Why:

    CURRENT
    # CHAT2API
    COPY-PASTE FIX
    # CHAT2API
    
    This service converts the ChatGPT web interface into a fully OpenAI API-compatible endpoint, allowing you to access free GPT-3.5 and other advanced models (with AccessToken) programmatically.
  • mediumhomepage#2
    Add a homepage URL to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    https://t.me/chat2api

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 lanqian528/chat2api
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. Azure OpenAI Service · recommended 1×
  3. LangChain · recommended 1×
  4. LlamaIndex · recommended 1×
  5. Hugging Face Transformers · recommended 1×
  • CATEGORY QUERY
    How can I convert the ChatGPT web interface into a standard OpenAI API endpoint?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Azure OpenAI Service
    3. LangChain
    4. LlamaIndex
    5. Hugging Face Transformers
    6. Custom Web Scraping

    AI recommended 6 alternatives but never named lanqian528/chat2api. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a solution to get OpenAI API access for advanced models using existing web accounts.
    you: not recommended
    AI recommended (in order):
    1. Microsoft Azure OpenAI Service
    2. OpenAI Platform
    3. Google Cloud Vertex AI
    4. Hugging Face
    5. Replicate

    AI recommended 5 alternatives but never named lanqian528/chat2api. 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 lanqian528/chat2api?
    pass
    AI named lanqian528/chat2api explicitly

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

  • If a team adopts lanqian528/chat2api in production, what risks or prerequisites should they evaluate first?
    pass
    AI named lanqian528/chat2api 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 lanqian528/chat2api solve, and who is the primary audience?
    pass
    AI named lanqian528/chat2api 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 lanqian528/chat2api. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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lanqian528/chat2api — 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