RRepoGEO

REPOGEO REPORT · LITE

OpenBMB/AgentCPM-GUI

Default branch main · commit 2168ae21 · scanned 5/21/2026, 2:02:51 AM

GitHub: 1,365 stars · 130 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 OpenBMB/AgentCPM-GUI, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    android-automation, llm-agent, gui-automation, on-device-ai, reinforcement-learning, mobile-ai, multimodal-llm, minicpm-v, chinese-apps
  • highreadme#2
    Add a concise, direct positioning statement at the very top of the README

    Why:

    CURRENT
    The README currently starts with a <div> and then a navigation bar, with the main description under 'Overview'.
    COPY-PASTE FIX
    Add this line right after the initial <div> (or as the first line of text): "AgentCPM-GUI is an open-source, on-device LLM agent for Android app control via screenshots, uniquely enhanced with RFT for reasoning and optimized for bilingual (Chinese & English) app operation."
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://huggingface.co/openbmb/AgentCPM-GUI

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 OpenBMB/AgentCPM-GUI
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Appium
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Appium · recommended 2×
  2. Python · recommended 1×
  3. OpenCV · recommended 1×
  4. TensorFlow Lite · recommended 1×
  5. TensorFlow · recommended 1×
  • CATEGORY QUERY
    How can I automate Android app interactions using an on-device AI agent?
    you: not recommended
    AI recommended (in order):
    1. Appium
    2. Python
    3. OpenCV
    4. TensorFlow Lite
    5. TensorFlow
    6. PyTorch
    7. UI Automator
    8. Java
    9. Kotlin
    10. Frida
    11. MacroDroid
    12. Tasker
    13. Robot Framework
    14. Appium Library

    AI recommended 14 alternatives but never named OpenBMB/AgentCPM-GUI. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best open-source LLM agents for controlling Android apps via screenshots?
    you: not recommended
    AI recommended (in order):
    1. AppAgent
    2. AndroidEnv (DeepMind)
    3. LLaMA
    4. Mistral
    5. SeeClick (Google Research)
    6. YOLO
    7. DETR
    8. uiautomator2
    9. Appium
    10. UI-LLM (Microsoft Research)
    11. Mini-GPT4
    12. LLaVA
    13. BLIP-2
    14. InstructBLIP

    AI recommended 14 alternatives but never named OpenBMB/AgentCPM-GUI. 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 OpenBMB/AgentCPM-GUI?
    pass
    AI did not name OpenBMB/AgentCPM-GUI — 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?

  • If a team adopts OpenBMB/AgentCPM-GUI in production, what risks or prerequisites should they evaluate first?
    pass
    AI named OpenBMB/AgentCPM-GUI 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 OpenBMB/AgentCPM-GUI solve, and who is the primary audience?
    pass
    AI named OpenBMB/AgentCPM-GUI 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 OpenBMB/AgentCPM-GUI. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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HTML
<a href="https://repogeo.com/en/r/OpenBMB/AgentCPM-GUI"><img src="https://repogeo.com/badge/OpenBMB/AgentCPM-GUI.svg" alt="RepoGEO" /></a>
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OpenBMB/AgentCPM-GUI — 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