RRepoGEO

REPOGEO REPORT · LITE

Nutlope/llamacoder

Default branch main · commit 60cb8443 · scanned 5/10/2026, 9:37:50 AM

GitHub: 6,928 stars · 1,644 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 Nutlope/llamacoder, 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
    Clarify the README's opening to emphasize full app generation

    Why:

    CURRENT
    An open source Claude Artifacts – generate small apps with one prompt. Powered by Llama 3 on Together.ai.
    COPY-PASTE FIX
    Llama Coder is an open-source AI tool that generates complete, functional small web applications from a single prompt, offering an experience similar to Claude Artifacts. It's powered by Llama 3 on Together.ai.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-code-generation, web-app-generator, llm, llama3, open-source-ai, code-sandbox, nextjs
  • mediumabout#3
    Refine the repository's short description

    Why:

    CURRENT
    Open source Claude Artifacts – built with Llama 3.1 405B
    COPY-PASTE FIX
    Generate complete, small web applications from a single prompt using Llama 3.1 405B, inspired by Claude Artifacts.

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 Nutlope/llamacoder
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Vercel AI Playground
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Vercel AI Playground · recommended 1×
  2. Durable · recommended 1×
  3. Anima · recommended 1×
  4. TeleportHQ · recommended 1×
  5. Builder.io · recommended 1×
  • CATEGORY QUERY
    What tools can help me generate small web applications quickly using AI prompts?
    you: not recommended
    AI recommended (in order):
    1. Vercel AI Playground
    2. Durable
    3. Anima
    4. TeleportHQ
    5. Builder.io
    6. CodeWP
    7. GitHub Copilot

    AI recommended 7 alternatives but never named Nutlope/llamacoder. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an open-source solution to create simple web apps from natural language descriptions.
    you: not recommended
    AI recommended (in order):
    1. Gradio
    2. Streamlit
    3. Anvil
    4. Microsoft Power Apps
    5. Copilot
    6. Google AppSheet
    7. Duet AI
    8. Bubble
    9. AppGyver
    10. SAP Build Apps

    AI recommended 10 alternatives but never named Nutlope/llamacoder. 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 Nutlope/llamacoder?
    pass
    AI named Nutlope/llamacoder explicitly

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

  • If a team adopts Nutlope/llamacoder in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Nutlope/llamacoder 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 Nutlope/llamacoder solve, and who is the primary audience?
    pass
    AI did not name Nutlope/llamacoder — 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?

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MARKDOWN (README)
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Nutlope/llamacoder — 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