REPOGEO REPORT · LITE

OpenBMB/VisCPM

Default branch main · commit d21f3ebd · scanned 6/30/2026, 7:44:46 PM

GitHub: 1,065 stars · 89 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

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 OpenBMB/VisCPM, 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

highlicense#1

Add a LICENSE file to the repository

Why:

CURRENT

(no LICENSE file detected — the repo has no recognizable license)

COPY-PASTE FIX

Create a `LICENSE` file in the root of the repository. If the project is intended to be open source, choose a standard SPDX license (e.g., Apache-2.0, MIT) and add its full text. If a custom license applies, add the full text and clarify the license in the README.

highhomepage#2

Set the repository's homepage URL

Why:

COPY-PASTE FIX

Set the homepage URL in the repository settings to `http://120.92.209.146/` (VisCPM-Chat Demo) or `https://huggingface.co/spaces/openbmb/viscpm-paint` (VisCPM-Paint Demo), or a dedicated project page if available.

mediumtopics#3

Expand repository topics for better query matching

Why:

CURRENT

diffusion-models, large-language-models, multimodal, transformers

COPY-PASTE FIX

diffusion-models, large-language-models, multimodal, transformers, multimodal-chat, text-to-image, chinese-language, vision-language-model, llm-finetuning, cpm-bee

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/VisCPM

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

QwenLM/Qwen-VL

Recommended in 3 of 2 queries

COMPETITOR LEADERBOARD

QwenLM/Qwen-VL · recommended 3×
InternLM/InternLM-XComposer · recommended 2×
Stability-AI/generative-models · recommended 2×
OpenBMB/MiniCPM · recommended 1×
01-ai/Yi · recommended 1×

CATEGORY QUERY
What open-source models offer both multimodal conversation and text-to-image generation in Chinese?
you: not recommended
AI recommended (in order):
1. Qwen-VL-Chat (QwenLM/Qwen-VL)
2. Qwen-VL-Plus (QwenLM/Qwen-VL)
3. Qwen-VL-Max (QwenLM/Qwen-VL)
4. MiniCPM-Llama3-V 2.5 (OpenBMB/MiniCPM)
5. Yi-VL (01-ai/Yi)
6. InternLM-XComposer2 (InternLM/InternLM-XComposer)
7. InternLM-XComposer2-VL (InternLM/InternLM-XComposer)
8. Stable Diffusion (Stability-AI/generative-models)
9. Stable Diffusion XL (Stability-AI/generative-models)
AI recommended 9 alternatives but never named OpenBMB/VisCPM. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Seeking a large multimodal model for bilingual image generation and interactive chat capabilities.
you: not recommended
AI recommended (in order):
1. Google Gemini Advanced
2. OpenAI GPT-4o
3. Anthropic Claude 3 Opus
4. Microsoft Copilot
5. Stability AI Stable Diffusion XL
6. Llama 3
7. Mistral Large
AI recommended 7 alternatives but never named OpenBMB/VisCPM. 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/VisCPM?
pass
AI named OpenBMB/VisCPM explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts OpenBMB/VisCPM in production, what risks or prerequisites should they evaluate first?
pass
AI named OpenBMB/VisCPM 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/VisCPM solve, and who is the primary audience?
pass
AI named OpenBMB/VisCPM 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/VisCPM. 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)

[![RepoGEO](https://repogeo.com/badge/OpenBMB/VisCPM.svg)](https://repogeo.com/en/r/OpenBMB/VisCPM)

HTML

<a href="https://repogeo.com/en/r/OpenBMB/VisCPM"><img src="https://repogeo.com/badge/OpenBMB/VisCPM.svg" alt="RepoGEO" /></a>

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OpenBMB/VisCPM — 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