RRepoGEO

REPOGEO REPORT · LITE

ibelick/zola

Default branch main · commit a1390f0f · scanned 6/24/2026, 2:03:05 PM

GitHub: 1,518 stars · 299 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 ibelick/zola, 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 explicitly differentiate from Zola SSG

    Why:

    CURRENT
    # Zola
    
    zola.chat
    
    **Zola** is the open-source chat interface for all your models.
    COPY-PASTE FIX
    # Zola: Open-Source AI Chat Interface
    
    zola.chat
    
    **Zola** is an open-source, multi-model AI chat interface, distinct from the Zola static site generator. It provides a clean, responsive UI for interacting with various AI models, including OpenAI, Mistral, Claude, Gemini, and local Ollama models.
  • mediumreadme#2
    Add a dedicated 'What is Zola?' section to the README

    Why:

    COPY-PASTE FIX
    ## What is Zola?
    
    Zola is an open-source, self-hostable web interface designed for interacting with various AI models. It supports popular cloud APIs like OpenAI, Mistral, Claude, and Gemini, as well as local models via Ollama. Our goal is to provide a flexible and user-friendly chat experience for all your AI needs.
  • lowreadme#3
    Expand 'Built with' section in README for clarity and keywords

    Why:

    CURRENT
    ## Built with
    
    - prompt-kit — AI components
    - shadcn/ui — core components
    - motion-primitives — animated components
    - vercel ai sdk — model integr
    COPY-PASTE FIX
    ## Built with
    
    - [prompt-kit](https://github.com/prompt-kit/prompt-kit) — Essential AI components for building chat interfaces
    - [shadcn/ui](https://ui.shadcn.com/) — Beautifully designed, accessible UI components built with Radix UI and Tailwind CSS
    - [motion-primitives](https://github.com/motion-primitives/motion-primitives) — Animated components for a dynamic user experience
    - [Vercel AI SDK](https://sdk.vercel.ai/docs) — Powerful SDK for integrating various AI models
    - [Next.js](https://nextjs.org/) — The React framework for production
    - [Tailwind CSS](https://tailwindcss.com/) — A utility-first CSS framework for rapid UI development
    - [TypeScript](https://www.typescriptlang.org/) — Strongly typed JavaScript that scales

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 ibelick/zola
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Chatbot UI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Chatbot UI · recommended 2×
  2. Open WebUI · recommended 2×
  3. LobeChat · recommended 2×
  4. LocalAI · recommended 1×
  5. FastChat · recommended 1×
  • CATEGORY QUERY
    Looking for an open-source chat interface supporting multiple AI models and self-hosting.
    you: not recommended
    AI recommended (in order):
    1. Chatbot UI
    2. Open WebUI
    3. LocalAI
    4. LobeChat
    5. FastChat
    6. AnythingLLM

    AI recommended 6 alternatives but never named ibelick/zola. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a customizable web UI for interacting with local LLMs, built with Next.js.
    you: not recommended
    AI recommended (in order):
    1. LangChain.js
    2. LobeChat
    3. Chatbot UI
    4. Open WebUI
    5. Next.js AI Chatbot (Vercel Example)

    AI recommended 5 alternatives but never named ibelick/zola. 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 ibelick/zola?
    pass
    AI named ibelick/zola explicitly

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

  • If a team adopts ibelick/zola in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ibelick/zola 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 ibelick/zola solve, and who is the primary audience?
    pass
    AI named ibelick/zola explicitly

    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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ibelick/zola — 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