RRepoGEO

REPOGEO REPORT · LITE

poe-platform/server-bot-quick-start

Default branch main · commit 07f7ca9f · scanned 5/9/2026, 4:47:41 AM

GitHub: 1,351 stars · 219 forks

AI VISIBILITY SCORE
17 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 poe-platform/server-bot-quick-start, 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
    Reposition README opening to emphasize Poe platform specificity

    Why:

    CURRENT
    Welcome to the Poe server bot quick start. This repository serves as a companion to our tutorial and contains starter code that allows you to quickly get a bot running.
    COPY-PASTE FIX
    Welcome to the official Poe server bot quick start. This repository provides starter code and a companion tutorial to help developers quickly build and deploy custom server bots on the Poe platform.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    poe-platform, poe-bots, server-bots, quickstart, tutorial, llm-bots, conversational-ai, fastapi
  • highlicense#3
    Add a LICENSE file to clarify usage terms

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root with the appropriate license text (e.g., MIT, Apache-2.0, or a custom Poe license if applicable).

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 poe-platform/server-bot-quick-start
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Dialogflow ES (Essentials)
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Dialogflow ES (Essentials) · recommended 1×
  2. Rasa Open Source · recommended 1×
  3. Microsoft Bot Framework Composer · recommended 1×
  4. Amazon Lex · recommended 1×
  5. OpenAI API (GPT-3.5/GPT-4) · recommended 1×
  • CATEGORY QUERY
    How can I quickly build and deploy a basic conversational AI backend?
    you: not recommended
    AI recommended (in order):
    1. Google Dialogflow ES (Essentials)
    2. Rasa Open Source
    3. Microsoft Bot Framework Composer
    4. Amazon Lex
    5. OpenAI API (GPT-3.5/GPT-4)
    6. Voiceflow

    AI recommended 6 alternatives but never named poe-platform/server-bot-quick-start. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a guide to create an LLM-powered bot with managed inference costs.
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Anthropic Claude
    3. Google Gemini API
    4. Mistral AI
    5. vLLM (vllm-project/vllm)
    6. LangChain (langchain-ai/langchain)
    7. LlamaIndex (run-llama/llama_index)
    8. Pinecone
    9. Weaviate (weaviate/weaviate)
    10. ChromaDB (chromadb/chroma)
    11. LiteLLM (BerriAI/litellm)
    12. OpenRouter.ai

    AI recommended 12 alternatives but never named poe-platform/server-bot-quick-start. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 poe-platform/server-bot-quick-start?
    pass
    AI did not name poe-platform/server-bot-quick-start — 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 poe-platform/server-bot-quick-start in production, what risks or prerequisites should they evaluate first?
    pass
    AI named poe-platform/server-bot-quick-start 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 poe-platform/server-bot-quick-start solve, and who is the primary audience?
    pass
    AI did not name poe-platform/server-bot-quick-start — 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?

Embed your GEO score

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MARKDOWN (README)
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poe-platform/server-bot-quick-start — 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