RRepoGEO

REPOGEO REPORT · LITE

snowby666/poe-api-wrapper

Default branch main · commit bbb6831e · scanned 6/28/2026, 6:56:59 PM

GitHub: 1,105 stars · 141 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
27 /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
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 snowby666/poe-api-wrapper, 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
    Remove the 'Notice' section about being unmaintained

    Why:

    CURRENT
    ## ⚠️ Notice
This project is **no longer actively maintained**. We recommend using Poe's official API instead, which is more reliable and officially supported.
    COPY-PASTE FIX
    (Remove the entire 'Notice' section from the README)
  • highreadme#2
    Reposition the README's opening to highlight unique value

    Why:

    CURRENT
    <h1>Poe API Wrapper </h1>
<p><em>A simple, lightweight and efficient API wrapper for Poe.com</em></p>
    COPY-PASTE FIX
    <h1>Poe API Wrapper: Unofficial Python access to GPT-4, Claude, Llama, Gemini, Mistral, and more via Poe.com</h1>
  • mediumtopics#3
    Add specific topics for unofficial multi-model access

    Why:

    CURRENT
    api, chatbot, chatgpt, claude, code-llama, dall-e, gemini, gpt-4, groq, llama, mistral, openai, palm2, poe, poe-api, python, quora, qwen, reverse-engineering, stable-diffusion
    COPY-PASTE FIX
    Add `unofficial-api`, `multi-model-access` to the existing topics.

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 snowby666/poe-api-wrapper
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LiteLLM · recommended 2×
  3. OpenAI Python API Client · recommended 1×
  4. Hugging Face Transformers Library · recommended 1×
  5. Google Cloud Client Library for Python · recommended 1×
  • CATEGORY QUERY
    Seeking a Python tool for free programmatic access to various leading conversational AI models.
    you: not recommended
    AI recommended (in order):
    1. OpenAI Python API Client
    2. Hugging Face Transformers Library
    3. LangChain
    4. Google Cloud Client Library for Python
    5. Anthropic Python SDK
    6. LiteLLM

    AI recommended 6 alternatives but never named snowby666/poe-api-wrapper. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Python API wrapper to interact with multiple popular AI chatbot platforms from one place.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. LiteLLM
    4. OpenAI Python Client
    5. Hugging Face `transformers` library

    AI recommended 5 alternatives but never named snowby666/poe-api-wrapper. 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 snowby666/poe-api-wrapper?
    pass
    AI did not name snowby666/poe-api-wrapper — 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 snowby666/poe-api-wrapper in production, what risks or prerequisites should they evaluate first?
    pass
    AI named snowby666/poe-api-wrapper 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 snowby666/poe-api-wrapper solve, and who is the primary audience?
    pass
    AI did not name snowby666/poe-api-wrapper — 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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snowby666/poe-api-wrapper — 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