RRepoGEO

REPOGEO REPORT · LITE

ading2210/poe-api

Default branch main · commit 9286c020 · scanned 5/27/2026, 2:34:02 AM

GitHub: 2,477 stars · 307 forks

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 ading2210/poe-api, 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
    Refine the GitHub 'About' description

    Why:

    CURRENT
    [UNMAINTAINED] A reverse engineered Python API wrapper for Quora's Poe, which provides free access to ChatGPT, GPT-4, and Claude.
    COPY-PASTE FIX
    [UNMAINTAINED] An unofficial, reverse-engineered Python API wrapper for Quora's Poe, providing programmatic access to its aggregated AI chatbots like ChatGPT, GPT-4, and Claude.
  • mediumtopics#2
    Add more specific topics

    Why:

    CURRENT
    chatgpt, graphql, library, poe, python, quora
    COPY-PASTE FIX
    chatgpt, graphql, library, poe, python, quora, reverse-engineered, unofficial-api, api-wrapper, llm-access
  • mediumreadme#3
    Add a 'Comparison to Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README, for example, '## Comparison to Alternatives', with content similar to: 'Unlike official SDKs (e.g., OpenAI Python Library, Google Generative AI) or general frameworks (e.g., LangChain, LlamaIndex), `poe-api` is an unofficial, reverse-engineered Python wrapper specifically for Quora\'s Poe platform. It provides access to Poe\'s aggregated chatbots (ChatGPT, GPT-4, Claude) through an unofficial API, rather than direct integration with each model provider.'

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 ading2210/poe-api
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. Hugging Face Transformers · recommended 1×
  3. OpenAI Python Library · recommended 1×
  4. Google Generative AI · recommended 1×
  5. LlamaIndex · recommended 1×
  • CATEGORY QUERY
    Python library to integrate with various AI chatbot services for free access?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Hugging Face Transformers
    3. OpenAI Python Library
    4. Google Generative AI
    5. LlamaIndex
    6. LiteLLM
    7. FastChat

    AI recommended 7 alternatives but never named ading2210/poe-api. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to programmatically interact with popular large language models via an unofficial Python API?
    you: not recommended
    AI recommended (in order):
    1. llama-cpp-python (abetlen/llama-cpp-python)
    2. transformers (huggingface/transformers)
    3. ctransformers (marella/ctransformers)
    4. vLLM (vllm-project/vllm)
    5. LiteLLM (BerriAI/litellm)
    6. Ollama (ollama/ollama)
    7. LangChain (langchain-ai/langchain)
    8. LlamaIndex (run-llama/llama_index)

    AI recommended 8 alternatives but never named ading2210/poe-api. 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 ading2210/poe-api?
    pass
    AI did not name ading2210/poe-api — 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 ading2210/poe-api in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ading2210/poe-api 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 ading2210/poe-api solve, and who is the primary audience?
    pass
    AI named ading2210/poe-api 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 ading2210/poe-api. 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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ading2210/poe-api — 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