REPOGEO REPORT · LITE

Kav-K/GPTDiscord

Default branch main · commit 2bf8e5cf · scanned 5/28/2026, 1:12:27 AM

GitHub: 1,855 stars · 294 forks

AI VISIBILITY SCORE

35 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

1 pass · 1 warn · 0 fail

Objective metadata checks

AI knows your name

3 / 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 Kav-K/GPTDiscord, 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 subtitle to emphasize 'deployable Discord bot'

Why:

CURRENT

<p align="center">An all-in-one GPT-3 interface for Discord. ChatGPT-style conversations, image generation, AI-moderation, custom indexes/knowledgebase, youtube summarizer, and more!</p>

COPY-PASTE FIX

<p align="center">A complete, deployable all-in-one AI Discord bot. It offers ChatGPT-style conversations, image generation, AI-moderation, custom knowledge bases, YouTube summarization, and more!</p>

mediumtopics#2

Add specific 'Discord bot' and 'AI chatbot' topics

Why:

CURRENT

artificial-intelligence, asyncio, chatbot, code-interpreter, collaborate, dalle2, digitalocean, discord, embeddings, extractive-question-answering, github, gpt3, hacktoberfest, help-wanted, moderator-bot, multi-modal, openai, openai-api, pinecone, python

COPY-PASTE FIX

artificial-intelligence, asyncio, chatbot, code-interpreter, collaborate, dalle2, digitalocean, discord, embeddings, extractive-question-answering, github, gpt3, hacktoberfest, help-wanted, moderator-bot, multi-modal, openai, openai-api, pinecone, python, discord-bot, ai-chatbot, llm-bot

lowreadme#3

Enhance README overview with explicit differentiation from generic tools

Why:

CURRENT

This bot is on feature parity with ChatGPT web and even does some things slightly better!

COPY-PASTE FIX

This bot is on feature parity with ChatGPT web and even does some things slightly better! Unlike generic APIs or frameworks, GPTDiscord provides a complete, deployable solution for advanced AI features directly within your Discord server, eliminating the need to integrate multiple services or write extensive custom code.

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 Kav-K/GPTDiscord

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

OpenAI API

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

OpenAI API · recommended 2×
Poe · recommended 2×
Midjourney · recommended 1×
ChatGPT · recommended 1×
Rapptz/discord.py · recommended 1×

CATEGORY QUERY
How can I integrate advanced AI chatbot capabilities and image generation into my Discord server?
you: not recommended
AI recommended (in order):
1. Midjourney
2. ChatGPT
3. OpenAI API
4. discord.py (Rapptz/discord.py)
5. openai Python library (openai/openai-python)
6. Stable Diffusion
7. DreamStudio
8. GPT-3.5 Turbo
9. GPT-4
10. DALL-E 3
11. ChatGPT Plus
12. Botpress (botpress/botpress)
13. Leonardo.Ai
14. Poe
15. Claude
16. Stable Diffusion XL
17. Hugging Face
18. discord.js (discordjs/discord.js)
AI recommended 18 alternatives but never named Kav-K/GPTDiscord. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What tools enable AI-powered moderation and custom knowledge base Q&A for Discord bots?
you: not recommended
AI recommended (in order):
1. OpenAI API
2. Cohere API
3. Hugging Face Transformers (huggingface/transformers)
4. Google Cloud AI Platform
5. Azure AI Services
6. Poe
7. Perspective API
AI recommended 7 alternatives but never named Kav-K/GPTDiscord. This is the gap to close.
Show full AI answer

Objective checks

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

Metadata completeness
warn
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 Kav-K/GPTDiscord?
pass
AI named Kav-K/GPTDiscord explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts Kav-K/GPTDiscord in production, what risks or prerequisites should they evaluate first?
pass
AI named Kav-K/GPTDiscord 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 Kav-K/GPTDiscord solve, and who is the primary audience?
pass
AI named Kav-K/GPTDiscord 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 Kav-K/GPTDiscord. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/Kav-K/GPTDiscord.svg)](https://repogeo.com/en/r/Kav-K/GPTDiscord)

HTML

<a href="https://repogeo.com/en/r/Kav-K/GPTDiscord"><img src="https://repogeo.com/badge/Kav-K/GPTDiscord.svg" alt="RepoGEO" /></a>

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Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite