REPOGEO REPORT · LITE
Duxiaoman-DI/XuanYuan
Default branch main · commit d12168b4 · scanned 5/15/2026, 9:43:05 PM
GitHub: 1,321 stars · 124 forks
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 Duxiaoman-DI/XuanYuan, 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.
- hightopics#1Add specific topics for discoverability
Why:
COPY-PASTE FIXllm, large-language-model, chinese-llm, financial-llm, nlp, duxiaoman, xuanyuan
- highlicense#2Add a LICENSE file to the repository
Why:
CURRENT(no LICENSE file detected — the repo has no recognizable license)
COPY-PASTE FIXCreate a LICENSE file in the repository root with the chosen open-source license (e.g., Apache-2.0, MIT).
- mediumreadme#3Add a concise introductory sentence to the README
Why:
CURRENTThe README currently starts with links and news updates before stating its core purpose.
COPY-PASTE FIXAdd the following sentence immediately after the main title or at the very top of the README: "XuanYuan is Duxiaoman's leading open-source large language model specifically optimized for Chinese financial dialogue and data analysis."
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.
- FinGPT · recommended 1×
- Baichuan 2 · recommended 1×
- Qwen · recommended 1×
- ChatGLM3 · recommended 1×
- InternLM · recommended 1×
- CATEGORY QUERYWhich open-source large language models are optimized for Chinese financial domain conversations?you: not recommendedAI recommended (in order):
- FinGPT
- Baichuan 2
- Qwen
- ChatGLM3
- InternLM
AI recommended 5 alternatives but never named Duxiaoman-DI/XuanYuan. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhere can I find a robust Chinese LLM for financial services and data analysis?you: not recommendedAI recommended (in order):
- BloombergGPT
- Baidu ERNIE 3.5/4.0
- SenseTime SenseChat
- Alibaba Tongyi Qianwen
- Tencent Hunyuan
- iFlytek SparkDesk
AI recommended 6 alternatives but never named Duxiaoman-DI/XuanYuan. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenessfail
Suggestion:
- README presencepass
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 Duxiaoman-DI/XuanYuan?passAI named Duxiaoman-DI/XuanYuan explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts Duxiaoman-DI/XuanYuan in production, what risks or prerequisites should they evaluate first?passAI named Duxiaoman-DI/XuanYuan 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 Duxiaoman-DI/XuanYuan solve, and who is the primary audience?passAI named Duxiaoman-DI/XuanYuan 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 Duxiaoman-DI/XuanYuan. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.
[](https://repogeo.com/en/r/Duxiaoman-DI/XuanYuan)<a href="https://repogeo.com/en/r/Duxiaoman-DI/XuanYuan"><img src="https://repogeo.com/badge/Duxiaoman-DI/XuanYuan.svg" alt="RepoGEO" /></a>Subscribe to Pro for deep diagnoses
Duxiaoman-DI/XuanYuan — 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