REPOGEO REPORT · LITE
XueFuzhao/OpenMoE
Default branch main · commit ad4c65cc · scanned 5/15/2026, 9:22:40 PM
GitHub: 1,679 stars · 87 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 XueFuzhao/OpenMoE, 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.
- highlicense#1Add a LICENSE file to the repository
Why:
COPY-PASTE FIXCreate a LICENSE file in the repository root, choosing an appropriate open-source license (e.g., MIT, Apache-2.0, GPL-3.0) to clearly define usage terms.
- mediumhomepage#2Set the repository homepage URL in the About section
Why:
COPY-PASTE FIXhttps://github.com/XueFuzhao/OpenMoE
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.
- Mixtral 8x7B · recommended 2×
- Qwen1.5-MoE · recommended 2×
- DeepSeek-MoE · recommended 2×
- Switch Transformers · recommended 2×
- CATEGORY QUERYLooking for open-source Mixture-of-Experts models for large language model development.you: #4AI recommended (in order):
- Mixtral 8x7B
- Qwen1.5-MoE
- DeepSeek-MoE
- OpenMoE ← you
- Switch Transformers
Show full AI answer
- CATEGORY QUERYSeeking accessible open-source MoE large language models to reduce inference costs.you: #4AI recommended (in order):
- Mixtral 8x7B
- Qwen1.5-MoE
- DeepSeek-MoE
- OpenMoE ← you
- Switch Transformers
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 XueFuzhao/OpenMoE?passAI named XueFuzhao/OpenMoE explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts XueFuzhao/OpenMoE in production, what risks or prerequisites should they evaluate first?passAI named XueFuzhao/OpenMoE 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 XueFuzhao/OpenMoE solve, and who is the primary audience?passAI named XueFuzhao/OpenMoE 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 XueFuzhao/OpenMoE. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.
Live preview[](https://repogeo.com/en/r/XueFuzhao/OpenMoE)<a href="https://repogeo.com/en/r/XueFuzhao/OpenMoE"><img src="https://repogeo.com/badge/XueFuzhao/OpenMoE.svg" alt="RepoGEO" /></a>Subscribe to Pro for deep diagnoses
XueFuzhao/OpenMoE — 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