RRepoGEO

REPOGEO REPORT · LITE

cyberpapiii/chipotlai-max

Default branch master · commit ba3ec399 · scanned 6/6/2026, 8:31:57 PM

GitHub: 1,053 stars · 58 forks

AI VISIBILITY SCORE
35 /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
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 cyberpapiii/chipotlai-max, 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/description to emphasize 'AI coding agent'

    Why:

    CURRENT
    # 🌯 Chipotlai Max
**The AI coding agent that steals Chipotle's support bot. Free inference paid for by burritos.**
    COPY-PASTE FIX
    # 🌯 Chipotlai Max: Free AI Coding Agent
**An AI coding agent that runs on stolen Chipotle compute, a meme fork of OpenCode with Pepper AI as default model. Get free inference paid for by burritos.**
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-coding-assistant, llm, code-generation, local-llm, opencode, meme-project, chipotle, pepper-ai, no-api-key
  • mediumlicense#3
    Clarify the existing license(s) in the README

    Why:

    COPY-PASTE FIX
    ## License
This project is a fork of OpenCode (MIT License). The `chipotle-llm-provider` submodule is licensed under its own terms. The overall `chipotlai-max` project combines these components and is intended for educational and meme purposes only. Please refer to the individual `LICENSE` files for full details.

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 cyberpapiii/chipotlai-max
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot · recommended 1×
  2. Codeium · recommended 1×
  3. Tabnine Basic · recommended 1×
  4. fauxpilot/fauxpilot · recommended 1×
  5. Google Gemini · recommended 1×
  • CATEGORY QUERY
    Looking for a free AI coding assistant to help with development tasks.
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Codeium
    3. Tabnine Basic
    4. FauxPilot (fauxpilot/fauxpilot)
    5. Google Gemini
    6. ChatGPT
    7. Blackbox AI

    AI recommended 7 alternatives but never named cyberpapiii/chipotlai-max. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I run an AI code generator locally without needing any API keys?
    you: not recommended
    AI recommended (in order):
    1. Ollama (ollama/ollama)
    2. LM Studio
    3. Hugging Face Transformers Library (huggingface/transformers)
    4. Text Generation WebUI (oobabooga) (oobabooga/text-generation-webui)
    5. KoboldCpp (LostRuins/koboldcpp)

    AI recommended 5 alternatives but never named cyberpapiii/chipotlai-max. 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 cyberpapiii/chipotlai-max?
    pass
    AI named cyberpapiii/chipotlai-max explicitly

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

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