REPOGEO REPORT · LITE

snowby666/poe-api-wrapper

Default branch main · commit bbb6831e · scanned 5/17/2026, 2:22:49 PM

GitHub: 1,107 stars · 142 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 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

highabout#1

Update the project description to reflect its unmaintained status

Why:

CURRENT

👾 A Python API wrapper for Poe.com. With this, you will have free access to GPT-4, Claude, Llama, Gemini, Mistral and more! 🚀

COPY-PASTE FIX

👾 A Python API wrapper for Poe.com. This project is no longer actively maintained; we recommend using Poe's official API instead. It historically provided free access to GPT-4, Claude, Llama, Gemini, Mistral and more. 🚀

mediumreadme#2

Integrate the unmaintained notice into the README's introductory text

Why:

CURRENT

<p><em>A simple, lightweight and efficient API wrapper for Poe.com</em></p>

COPY-PASTE FIX

<p><em>An unofficial Python API wrapper for Poe.com. This project is no longer actively maintained; we recommend using Poe's official API instead.</em></p>

lowfaq#3

Add a FAQ entry clarifying the project's maintenance status and recommended use

Why:

COPY-PASTE FIX

Add a new section, e.g., '## ❓ FAQ' with an entry: '### Is this project actively maintained? No, this project is no longer actively maintained. We strongly recommend using Poe's official API for new development. This repository remains available for historical reference or for those interested in its original implementation.'

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

Of all named tools, what % are you?

Top rival

LangChain

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

LangChain · recommended 1×
LlamaIndex · recommended 1×
Haystack · recommended 1×
OpenAI Python Library · recommended 1×
Hugging Face Transformers · recommended 1×

CATEGORY QUERY
Python library for integrating multiple advanced generative AI models via a single interface?
you: not recommended
AI recommended (in order):
1. LangChain
2. LlamaIndex
3. Haystack
4. OpenAI Python Library
5. Hugging Face Transformers
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
How to get free programmatic access to powerful AI language models for chatbot projects?
you: not recommended
AI recommended (in order):
1. Hugging Face Transformers (huggingface/transformers)
2. Hugging Face Inference API
3. OpenAI API
4. Google AI Studio
5. Gemini API
6. Cohere
7. Llama.cpp (ggerganov/llama.cpp)
8. Ollama (ollama/ollama)
9. Microsoft Azure AI Studio
AI recommended 9 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 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?

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MARKDOWN (README)

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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