RRepoGEO

REPOGEO REPORT · LITE

OpenBMB/MiniCPM

Default branch main · commit 7c46c71b · scanned 5/26/2026, 12:52:23 PM

GitHub: 9,051 stars · 595 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 OpenBMB/MiniCPM, 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
    Strengthen the README's opening statement for core product positioning

    Why:

    COPY-PASTE FIX
    Add a prominent, concise statement immediately after the language links, e.g., 'MiniCPM is a state-of-the-art 1-billion parameter large language model designed for efficient deployment on resource-constrained edge and mobile devices, delivering powerful AI capabilities with minimal computational overhead.'
  • mediumhomepage#2
    Add a project homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    Add the official project homepage URL, e.g., `https://modelbest.feishu.cn/wiki/D2tFw8Pcsi5CIzkaHNacLK64npg` (using the existing wiki link) or a dedicated project page if available.

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/MiniCPM
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
TinyLlama 1.1B
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. TinyLlama 1.1B · recommended 1×
  2. Phi-2 · recommended 1×
  3. Gemma 2B · recommended 1×
  4. MobileLLaMA · recommended 1×
  5. NanoGPT · recommended 1×
  • CATEGORY QUERY
    What are the best small language models for running directly on edge devices?
    you: not recommended
    AI recommended (in order):
    1. TinyLlama 1.1B
    2. Phi-2
    3. Gemma 2B
    4. MobileLLaMA
    5. NanoGPT
    6. OpenLLaMA 3B/7B
    7. Pythia 160M/410M/1B

    AI recommended 7 alternatives but never named OpenBMB/MiniCPM. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Which efficient large language models offer strong performance with limited computational resources?
    you: not recommended
    AI recommended (in order):
    1. Mistral 7B
    2. Llama 2 7B (facebookresearch/llama)
    3. TinyLlama 1.1B (PKU-YuanGroup/TinyLlama)
    4. Phi-2 (microsoft/Phi-2)
    5. Gemma 2B/7B

    AI recommended 5 alternatives but never named OpenBMB/MiniCPM. 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/MiniCPM?
    pass
    AI did not name OpenBMB/MiniCPM — 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/MiniCPM in production, what risks or prerequisites should they evaluate first?
    pass
    AI named OpenBMB/MiniCPM 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/MiniCPM solve, and who is the primary audience?
    pass
    AI named OpenBMB/MiniCPM 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/MiniCPM. 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/OpenBMB/MiniCPM.svg)](https://repogeo.com/en/r/OpenBMB/MiniCPM)
HTML
<a href="https://repogeo.com/en/r/OpenBMB/MiniCPM"><img src="https://repogeo.com/badge/OpenBMB/MiniCPM.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

OpenBMB/MiniCPM — 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