RRepoGEO

REPOGEO REPORT · LITE

neondatabase/appdotbuild-agent

Default branch main · commit e087bb0e · scanned 6/6/2026, 10:56:55 AM

GitHub: 755 stars · 115 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 neondatabase/appdotbuild-agent, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition README H1 and opening to emphasize AI code generation and maintenance status

    Why:

    CURRENT
    # app.build (agent)
**⚠️ warning - the repo is not actively maintained anymore**. Existing code is provided for research purposes - feel free to fork and use in your experiments.
**app.build** is an open-source AI agent for generating production-ready applications with testing, linting and deployment setup from a single prompt.
    COPY-PASTE FIX
    # app.build: An AI Code Generation Agent (No Longer Maintained)
**⚠️ This repository is no longer actively maintained.** The code is provided for research purposes; feel free to fork and use in your experiments.
This project, **app.build**, is an open-source AI agent designed for generating production-ready applications, including testing, linting, and deployment setup, from a single prompt.
  • mediumabout#2
    Update the repository description for clarity and completeness

    Why:

    CURRENT
    The agent that generates working apps (and maybe some other things)
    COPY-PASTE FIX
    An open-source AI agent for generating production-ready applications (code, tests, deployment setup) from a single prompt. Note: This project is no longer actively maintained.

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 neondatabase/appdotbuild-agent
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot X
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot X · recommended 2×
  2. Cursor · recommended 1×
  3. Replit AI · recommended 1×
  4. CodiumAI · recommended 1×
  5. AWS CodeWhisperer · recommended 1×
  • CATEGORY QUERY
    What AI assistants generate production-ready applications, including testing and deployment setup?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot X
    2. Cursor
    3. Replit AI
    4. CodiumAI
    5. AWS CodeWhisperer
    6. Tabnine

    AI recommended 6 alternatives but never named neondatabase/appdotbuild-agent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an AI agent to scaffold data applications or full-stack CRUD apps from prompts.
    you: not recommended
    AI recommended (in order):
    1. GPT-4
    2. GitHub Copilot X
    3. Vercel AI SDK
    4. AppMaster.io
    5. Durable.co
    6. CodeWP

    AI recommended 6 alternatives but never named neondatabase/appdotbuild-agent. 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 neondatabase/appdotbuild-agent?
    pass
    AI named neondatabase/appdotbuild-agent explicitly

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

  • If a team adopts neondatabase/appdotbuild-agent in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name neondatabase/appdotbuild-agent — 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?

  • In one sentence, what problem does the repo neondatabase/appdotbuild-agent solve, and who is the primary audience?
    pass
    AI named neondatabase/appdotbuild-agent 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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neondatabase/appdotbuild-agent — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
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