RRepoGEO

REPOGEO REPORT · LITE

bitswired/rustgpt

Default branch main · commit 1390d8bb · scanned 6/1/2026, 3:57:52 AM

GitHub: 707 stars · 54 forks

AI VISIBILITY SCORE
28 /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
2 / 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 bitswired/rustgpt, 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 H1 to specify it's a UI application

    Why:

    CURRENT
    Welcome to the RustGPT repository! Here, you'll find a web ChatGPT clone entirely crafted using Rust and HTMX, where technology meets simplicity and performance. 🚀
    COPY-PASTE FIX
    Welcome to the RustGPT repository! This is a fully functional web user interface (UI) for interacting with ChatGPT, built entirely with Rust and HTMX. It showcases how to create a performant, real-time AI chat application with minimal JavaScript.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    rust, htmx, chatgpt-ui, web-application, ai-chat, axum, sse, sqlite
  • mediumreadme#3
    Clarify the 'Introduction' section to emphasize UI/application

    Why:

    CURRENT
    RustGPT is my latest experiment in cloning the abilities of OpenAI's ChatGPT. It represents the fourth iteration in a series of clones, each built with different tech stacks to evaluate their functionality in creating a ChatGPT-like application.
    COPY-PASTE FIX
    RustGPT is my latest experiment in building a web application that replicates the user experience of OpenAI's ChatGPT. This project focuses on the frontend and backend architecture for a real-time AI chat interface, rather than implementing the underlying large language model itself. It represents the fourth iteration in a series of such applications, each built with different tech stacks to evaluate their functionality in creating a ChatGPT-like user interface.

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 bitswired/rustgpt
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Axum
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Axum · recommended 2×
  2. Tokio · recommended 1×
  3. reqwest · recommended 1×
  4. Tailwind CSS · recommended 1×
  5. React · recommended 1×
  • CATEGORY QUERY
    How to build a performant AI chat interface using Rust and modern web techniques?
    you: not recommended
    AI recommended (in order):
    1. Axum
    2. Tokio
    3. reqwest
    4. Tailwind CSS
    5. React
    6. create-react-app
    7. Vite
    8. Webpack

    AI recommended 8 alternatives but never named bitswired/rustgpt. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a web application framework for Rust with server-side rendering and minimal JavaScript.
    you: not recommended
    AI recommended (in order):
    1. Leptos
    2. Axum
    3. Askama
    4. Tera
    5. Actix Web
    6. Rocket
    7. Dioxus

    AI recommended 7 alternatives but never named bitswired/rustgpt. 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 bitswired/rustgpt?
    pass
    AI did not name bitswired/rustgpt — 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 bitswired/rustgpt in production, what risks or prerequisites should they evaluate first?
    pass
    AI named bitswired/rustgpt 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 bitswired/rustgpt solve, and who is the primary audience?
    pass
    AI named bitswired/rustgpt explicitly

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

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bitswired/rustgpt — 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