REPOGEO REPORT · LITE

poe-platform/server-bot-quick-start

Default branch main · commit 07f7ca9f · scanned 6/18/2026, 11:47:47 PM

GitHub: 1,351 stars · 216 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

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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION

highreadme#1

Reposition the README's opening sentence to clarify purpose

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

This repository provides a quick-start template and starter code for building and deploying server-powered AI bots on the Poe platform, specifically designed for serverless environments like Modal.

mediumlicense#2

Add a LICENSE file to the repository

Why:

CURRENT

(no LICENSE file detected — the repo has no recognizable license)

COPY-PASTE FIX

Create a LICENSE file in the repository root with the text of the MIT License.

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

Of all named tools, what % are you?

Top rival

OpenAI API

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

OpenAI API · recommended 1×
GPT-3.5 Turbo · recommended 1×
GPT-4 · recommended 1×
Python · recommended 1×
Flask · recommended 1×

CATEGORY QUERY
How can I quickly get started building a server-powered AI bot?
you: not recommended
AI recommended (in order):
1. OpenAI API
2. GPT-3.5 Turbo
3. GPT-4
4. Python
5. Flask
6. FastAPI
7. Dialogflow ES
8. Dialogflow CX
9. Hugging Face Transformers
10. BERT
11. GPT-2
12. Llama 2
13. Mistral
14. LangChain
15. Microsoft Azure Bot Service
16. Azure OpenAI Service
AI recommended 16 alternatives but never named poe-platform/server-bot-quick-start. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Need guidance for deploying a custom AI assistant to a serverless environment.
you: not recommended
AI recommended (in order):
1. AWS Lambda
2. API Gateway
3. DynamoDB
4. S3
5. SQS
6. SNS
7. Google Cloud Functions
8. Cloud Run
9. Google Cloud API Gateway
10. Azure Functions
11. Azure API Management
12. Azure Cognitive Services
13. Azure Machine Learning
14. Vercel
15. Netlify
16. OpenFaaS (openfaas/faas)
AI recommended 16 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?

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MARKDOWN (README)

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HTML

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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