REPOGEO REPORT · LITE

mishl-dev/Discord-AI-Chatbot

Default branch main · commit c920a5c2 · scanned 5/9/2026, 9:58:13 PM

GitHub: 1,359 stars · 427 forks

AI VISIBILITY SCORE

22 /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

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 mishl-dev/Discord-AI-Chatbot, 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

Strengthen the README's opening statement to clarify the bot's nature

Why:

CURRENT

#### Your Discord AI Companion!

COPY-PASTE FIX

#### Your versatile, self-hostable Discord AI Companion, powered by the incredibly fast Groq API for free LLM and image generation.

hightopics#2

Refine topics to emphasize 'Discord Bot' and specific technologies

Why:

CURRENT

chatbot, chatbots, codex, discord-api, discord-chatbot, discord-py, freeai, freegpt4, gpt, gpt-2, gpt-3, gpt-3-turbo, gpt-3trubo, gpt-4, gpt4, gpt4free, gptfree, image-detection, imagedetection, opengpt

COPY-PASTE FIX

discord-bot, ai-chatbot, discord-ai-bot, groq-api, llm, image-generation, self-hosted, python, discord-py, open-source-ai

mediumhomepage#3
Add a homepage URL to the repository's 'About' section
Why:
COPY-PASTE FIX
```
https://github.com/mishl-dev/Discord-AI-Chatbot
```

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 mishl-dev/Discord-AI-Chatbot

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Hugging Face Inference API

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Hugging Face Inference API · recommended 2×
nomic-ai/gpt4all · recommended 2×
Midjourney · recommended 1×
Stable Diffusion · recommended 1×
Automatic1111's web UI · recommended 1×

CATEGORY QUERY
How can I integrate a free AI chatbot with image generation capabilities into my Discord server?
you: not recommended
AI recommended (in order):
1. Midjourney
2. Stable Diffusion
3. Automatic1111's web UI
4. discord.py
5. discord.js
6. Hugging Face Inference API
7. Replicate
8. Craiyon (formerly DALL-E mini)
9. DreamStudio
10. Leonardo.Ai
11. Discord Developer Portal
12. Replit
13. Heroku
14. AWS EC2
AI recommended 14 alternatives but never named mishl-dev/Discord-AI-Chatbot. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Seeking an open-source Discord bot that uses fast, free LLMs for conversational interactions.
you: not recommended
AI recommended (in order):
1. OpenAssistant Conversations (OAC) (LAION-AI/Open-Assistant)
2. LLaMA
3. Pygmalion-7B (PygmalionAI/pygmalion-7b)
4. transformers (huggingface/transformers)
5. discord.py (Rapptz/discord.py)
6. Alpaca-LoRA (tloen/alpaca-lora)
7. Vicuna (lm-sys/FastChat)
8. Koala (stanford-oval/Koala)
9. Dolly 2.0 (databricks/dolly)
10. GPT4All (nomic-ai/gpt4all)
11. pygpt4all (nomic-ai/gpt4all)
12. Hugging Face Inference API
13. requests (psf/requests)
14. huggingface_hub (huggingface/huggingface_hub)
15. BlenderBot 3 (facebookresearch/ParlAI)
AI recommended 15 alternatives but never named mishl-dev/Discord-AI-Chatbot. 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 mishl-dev/Discord-AI-Chatbot?
pass
AI did not name mishl-dev/Discord-AI-Chatbot — 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 mishl-dev/Discord-AI-Chatbot in production, what risks or prerequisites should they evaluate first?
pass
AI named mishl-dev/Discord-AI-Chatbot 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 mishl-dev/Discord-AI-Chatbot solve, and who is the primary audience?
pass
AI did not name mishl-dev/Discord-AI-Chatbot — 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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Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite