RRepoGEO

REPOGEO REPORT · LITE

frontman-ai/frontman

Default branch main · commit 9e65835f · scanned 6/13/2026, 7:41:20 PM

GitHub: 582 stars · 32 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 frontman-ai/frontman, 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
  • highabout#1
    Update the repository description to be more specific

    Why:

    CURRENT
    The AI agent that lives in your framework/browser
    COPY-PASTE FIX
    An open-source AI agent for visually editing frontend components directly in your browser, with instant source code updates and hot reload.
  • highreadme#2
    Refine the README's opening sentence for clarity on visual editing

    Why:

    CURRENT
    Frontman is an open-source AI coding agent that lives in your browser.
    COPY-PASTE FIX
    Frontman is an open-source AI agent for visually editing your live frontend application directly in the browser, instantly updating source files with hot reload.
  • mediumcomparison#3
    Add a 'How is Frontman different?' comparison section to the README

    Why:

    COPY-PASTE FIX
    ## How is Frontman different?

Unlike low-code/no-code platforms (e.g., Locofy.ai, Plasmic, v0.dev) that generate new components or abstract away code, Frontman is an AI agent that directly edits your existing source files in your actual project. It's not an online IDE (like CodeSandbox or StackBlitz) but an in-browser visual editor powered by AI that integrates with your local dev server to provide real-time, context-aware code modifications.

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 frontman-ai/frontman
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Locofy.ai
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Locofy.ai · recommended 1×
  2. Plasmic · recommended 1×
  3. Vercel's v0.dev · recommended 1×
  4. Builder.io · recommended 1×
  5. Storybook · recommended 1×
  • CATEGORY QUERY
    AI agent for visually editing frontend components directly within the browser development environment?
    you: not recommended
    AI recommended (in order):
    1. Locofy.ai
    2. Plasmic
    3. Vercel's v0.dev
    4. Builder.io
    5. Storybook
    6. ChatGPT
    7. GitHub Copilot

    AI recommended 7 alternatives but never named frontman-ai/frontman. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What AI tool provides in-browser source code editing and hot reload for React/Vue/Svelte?
    you: not recommended
    AI recommended (in order):
    1. CodeSandbox
    2. StackBlitz
    3. Vite
    4. Gitpod
    5. GitHub Codespaces
    6. Replit
    7. JSFiddle
    8. CodePen

    AI recommended 8 alternatives but never named frontman-ai/frontman. 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 frontman-ai/frontman?
    pass
    AI named frontman-ai/frontman explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
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