RRepoGEO

REPOGEO REPORT · LITE

raroque/boop-agent

Default branch main · commit 2f807353 · scanned 6/15/2026, 9:58:00 PM

GitHub: 850 stars · 195 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 raroque/boop-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

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

OVERALL DIRECTION
  • highreadme#1
    Reposition the README's opening to emphasize its 'template' nature for building AI agents

    Why:

    CURRENT
    # Boop - An iMessage-based personal agent you can run with either your Claude Code subscription or your Codex / ChatGPT subscription.

An iMessage-based personal agent you can run with either your Claude Code subscription or your Codex / ChatGPT subscription. Choose your runtime during setup:

Claude** — powered by the Claude Agent SDK and your local Claude Code login.
Codex** — powered by the local Codex app-server runtime and your local `codex login`.

No Anthropic or OpenAI API key is required for the agent runtime when using subscription auth.
    COPY-PASTE FIX
    # Boop: A Template for iMessage Personal AI Agents

This repository provides a **starter kit and architecture template** for building your own iMessage-based personal AI agent. You can run it with either your Claude Code subscription or your Codex / ChatGPT subscription, choosing your runtime during setup. No Anthropic or OpenAI API key is required for the agent runtime when using subscription auth.
  • hightopics#2
    Add comprehensive topics to improve categorization signals

    Why:

    COPY-PASTE FIX
    ai-agent, imessage, personal-assistant, llm-agent, claude-sdk, openai-codex, local-runtime, python, composio, starter-kit, agent-framework
  • mediumhomepage#3
    Add a homepage URL to provide additional context

    Why:

    COPY-PASTE FIX
    https://your-project-homepage.com

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 raroque/boop-agent
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Telegram
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Telegram · recommended 1×
  2. Slack · recommended 1×
  3. Apple Shortcuts · recommended 1×
  4. OpenAI API · recommended 1×
  5. GPT-4 · recommended 1×
  • CATEGORY QUERY
    How to build an AI assistant that integrates with iMessage for personal use?
    you: not recommended
    AI recommended (in order):
    1. Telegram
    2. Slack
    3. Apple Shortcuts
    4. OpenAI API
    5. GPT-4
    6. Claude
    7. AppleScript
    8. Python
    9. osascript
    10. py-applescript
    11. Xcode
    12. Swift
    13. Objective-C
    14. Google Gemini
    15. Cohere
    16. GPT-3.5 Turbo
    17. Claude 3 Opus
    18. Sonnet
    19. Haiku
    20. Mistral AI API

    AI recommended 20 alternatives but never named raroque/boop-agent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are options for creating a text-enabled AI agent using local runtimes?
    you: not recommended
    AI recommended (in order):
    1. Ollama
    2. LM Studio
    3. Llama.cpp
    4. Transformers (Hugging Face)
    5. bitsandbytes
    6. AutoGPTQ
    7. LocalAI

    AI recommended 7 alternatives but never named raroque/boop-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 raroque/boop-agent?
    pass
    AI named raroque/boop-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 raroque/boop-agent in production, what risks or prerequisites should they evaluate first?
    pass
    AI named raroque/boop-agent 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 raroque/boop-agent solve, and who is the primary audience?
    pass
    AI named raroque/boop-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

Drop this badge into the README of raroque/boop-agent. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/raroque/boop-agent.svg)](https://repogeo.com/en/r/raroque/boop-agent)
HTML
<a href="https://repogeo.com/en/r/raroque/boop-agent"><img src="https://repogeo.com/badge/raroque/boop-agent.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

raroque/boop-agent — 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