RRepoGEO

REPOGEO REPORT · LITE

okisdev/ChatChat

Default branch main · commit 12674287 · scanned 6/25/2026, 6:06:53 PM

GitHub: 1,274 stars · 212 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 the README's opening to emphasize self-hostable LLM web UI

    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 own unified chat and search to AI platform, with a simple and easy to use interface.
>
> Chat Chat is a self-hostable, open-source web UI designed to provide a unified interface for interacting with major Large Language Model (LLM) APIs like OpenAI, Anthropic, Cohere, and Google Gemini. Easily deploy your personal AI chat and search hub.
  • mediumreadme#2
    Expand 'Usage' and 'Deployment' sections in README with more detail

    Why:

    CURRENT
    ## Usage

docs

## Deployment

[](https://vercel.com/import/project?template=https://github.com/okisdev/ChatChat)

[](https://railway.app/template/-WWW5r)

more deployment methods in docs
    COPY-PASTE FIX
    ## Usage

Chat Chat offers a straightforward web interface to connect with your preferred AI models. Simply configure your API keys and start chatting or searching across providers. For detailed setup and advanced features, please refer to our [documentation](https://docs.okis.dev/docs/chat).

## Deployment

Deploying Chat Chat is designed to be simple and flexible. You can easily self-host it on platforms like Vercel or Railway with one-click deployment, or explore other methods for custom environments.

[![Deploy with Vercel](https://vercel.com/button)](https://vercel.com/import/project?template=https://github.com/okisdev/ChatChat)
[![Deploy on Railway](https://railway.app/button)](https://railway.app/template/-WWW5r)

Find more deployment methods and detailed instructions in our [documentation](https://docs.okis.dev/docs/chat).
  • lowreadme#3
    Add a 'Why Choose Chat Chat?' section to highlight differentiators

    Why:

    COPY-PASTE FIX
    ## Why Choose Chat Chat?

While there are many AI chat interfaces, Chat Chat focuses on providing a truly unified experience with a clean, intuitive UI, supporting a wide array of major AI providers (Anthropic, OpenAI, Cohere, Google Gemini) in a single, easily self-hostable package. Our goal is to simplify your interaction with multiple LLMs without sacrificing control or privacy.

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. go-skynet/LocalAI · recommended 1×
  3. mckaywrigley/chatbot-ui · recommended 1×
  4. lobehub/lobe-chat · recommended 1×
  5. langchain-ai/langchain · recommended 1×
  • CATEGORY QUERY
    How can I self-host a unified chat interface for various large language models?
    you: not recommended
    AI recommended (in order):
    1. Open WebUI (open-webui/open-webui)
    2. LocalAI (go-skynet/LocalAI)
    3. Chatbot UI (mckaywrigley/chatbot-ui)
    4. Lobe Chat (lobehub/lobe-chat)
    5. LangChain (langchain-ai/langchain)
    6. LiteLLM (BerriAI/litellm)
    7. FlowiseAI (FlowiseAI/Flowise)

    AI recommended 7 alternatives but never named okisdev/ChatChat. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an easy-to-deploy web UI to interact with different AI APIs.
    you: not recommended
    AI recommended (in order):
    1. Gradio
    2. Streamlit
    3. Hugging Face Spaces
    4. Panel
    5. Dash
    6. Next.js
    7. Vercel

    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?

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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