RRepoGEO

REPOGEO REPORT · LITE

okisdev/ChatChat

Default branch main · commit 12674287 · scanned 5/15/2026, 3:32:09 AM

GitHub: 1,271 stars · 213 forks

AI VISIBILITY SCORE
40 /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
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 okisdev/ChatChat, 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 H1 to clarify web-based, self-hostable nature and active status

    Why:

    CURRENT
    # Chat Chat

> Your own unified chat and search to AI platform, with a simple and easy to use interface.
    COPY-PASTE FIX
    # Chat Chat: Your Self-Hostable, Web-Based AI Chat Platform

> A unified, easy-to-use web interface for interacting with major AI providers (Anthropic, OpenAI, Cohere, Google Gemini, etc.).
  • mediumreadme#2
    Add a 'What is Chat Chat?' section to the README

    Why:

    COPY-PASTE FIX
    ## What is Chat Chat?

Chat Chat is an open-source, self-hostable web application designed to provide a unified interface for interacting with various large language models and AI providers. Built with Next.js, Tailwind CSS, and Shadcn UI, it offers a simple and intuitive way to manage your AI conversations and searches, supporting providers like Anthropic, OpenAI, Cohere, and Google Gemini.
  • lowtopics#3
    Add `self-hosted` and `web-app` to repository topics

    Why:

    CURRENT
    ai, api, azure, chat, claude, gpt, gpt-3, gpt-4, okisdev, openai
    COPY-PASTE FIX
    ai, api, azure, chat, claude, gpt, gpt-3, gpt-4, okisdev, openai, self-hosted, web-app

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 okisdev/ChatChat
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
open-webui/open-webui
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. open-webui/open-webui · recommended 1×
  2. ollama/ollama · recommended 1×
  3. vercel/next.js · recommended 1×
  4. facebook/react · recommended 1×
  5. mudler/LocalAI · recommended 1×
  • CATEGORY QUERY
    How can I build a self-hosted platform for interacting with multiple AI models?
    you: not recommended
    AI recommended (in order):
    1. Open WebUI (open-webui/open-webui)
    2. Ollama (ollama/ollama)
    3. Next.js (vercel/next.js)
    4. React (facebook/react)
    5. LocalAI (mudler/LocalAI)
    6. LangChain (langchain-ai/langchain)
    7. LlamaIndex (run-llama/llama_index)
    8. FastAPI (tiangolo/fastapi)
    9. Flask (pallets/flask)
    10. MLflow (mlflow/mlflow)
    11. Hugging Face Transformers (huggingface/transformers)

    AI recommended 11 alternatives but never named okisdev/ChatChat. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an easy-to-use interface to manage and chat with various large language models.
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Jan
    3. Chatbot UI
    4. Poe
    5. OpenRouter.ai
    6. Hugging Face Chat
    7. Perplexity AI

    AI recommended 7 alternatives but never named okisdev/ChatChat. 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 okisdev/ChatChat?
    pass
    AI named okisdev/ChatChat explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts okisdev/ChatChat in production, what risks or prerequisites should they evaluate first?
    pass
    AI named okisdev/ChatChat 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 okisdev/ChatChat solve, and who is the primary audience?
    pass
    AI named okisdev/ChatChat 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 okisdev/ChatChat. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/okisdev/ChatChat.svg)](https://repogeo.com/en/r/okisdev/ChatChat)
HTML
<a href="https://repogeo.com/en/r/okisdev/ChatChat"><img src="https://repogeo.com/badge/okisdev/ChatChat.svg" alt="RepoGEO" /></a>
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okisdev/ChatChat — 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