REPOGEO REPORT · LITE

cogentapps/chat-with-gpt

Default branch main · commit c75663bf · scanned 5/26/2026, 7:27:51 AM

GitHub: 2,358 stars · 479 forks

AI VISIBILITY SCORE

27 /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

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 cogentapps/chat-with-gpt, 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 the README's opening to clarify project type and API usage

Why:

CURRENT

Chat with GPT is an open-source, unofficial ChatGPT app with extra features and more ways to customize your experience. It connects ChatGPT with ElevenLabs to give ChatGPT a realistic human voice.

COPY-PASTE FIX

Chat with GPT is an open-source, unofficial **web application** that provides an enhanced interface for the **OpenAI ChatGPT API**, integrating **ElevenLabs for realistic human voice** and **Whisper for speech recognition**. It's designed for users who want a customizable, self-hostable ChatGPT experience without running local LLMs.

hightopics#2

Add specific topics to reflect application nature and key integrations

Why:

CURRENT

artificial-intelligence, chat, chatgpt, chatgpt-api, gpt-3, gpt-4, llm, llms, self-hosted, speech-synthesis

COPY-PASTE FIX

chatgpt-app, web-application, openai-api, elevenlabs, whisper-api, voice-chat, conversational-ai, self-hostable, prompt-customization, speech-to-text, text-to-speech

mediumreadme#3

Clarify 'self-host' refers to the application, not the LLM

Why:

CURRENT

Or [self-host with Docker](#running-on-your-own-computer).

COPY-PASTE FIX

Or [self-host the application with Docker](#running-on-your-own-computer) (this runs the web interface and backend, not the large language model itself).

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 cogentapps/chat-with-gpt

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Rasa Open Source

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Rasa Open Source · recommended 1×
DeepPavlov · recommended 1×
Open Assistant (LAION) · recommended 1×
Whisper (OpenAI) · recommended 1×
Mozilla DeepSpeech · recommended 1×

CATEGORY QUERY
How can I self-host a conversational AI application with speech interaction capabilities?
you: not recommended
AI recommended (in order):
1. Rasa Open Source
2. DeepPavlov
3. Open Assistant (LAION)
4. Whisper (OpenAI)
5. Mozilla DeepSpeech
6. Kaldi
7. Coqui TTS
8. Mozilla TTS
9. MaryTTS
10. Python
11. Flask
12. Django
13. Node.js
14. Express
AI recommended 14 alternatives but never named cogentapps/chat-with-gpt. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What open-source tools allow customizing large language model prompts and behavior?
you: not recommended
AI recommended (in order):
1. LangChain (langchain-ai/langchain)
2. LlamaIndex (run-llama/llama_index)
3. Haystack (deepset-ai/haystack)
4. PromptFlow (microsoft/promptflow)
5. OpenPrompt (thunlp/OpenPrompt)
6. Guidance (microsoft/guidance)
7. LiteLLM (BerriAI/litellm)
AI recommended 7 alternatives but never named cogentapps/chat-with-gpt. 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 cogentapps/chat-with-gpt?
pass
AI did not name cogentapps/chat-with-gpt — 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 cogentapps/chat-with-gpt in production, what risks or prerequisites should they evaluate first?
pass
AI named cogentapps/chat-with-gpt 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 cogentapps/chat-with-gpt solve, and who is the primary audience?
pass
AI did not name cogentapps/chat-with-gpt — 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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Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite