REPOGEO REPORT · LITE
Langboat/Mengzi3
Default branch main · commit 81370f5b · scanned 5/13/2026, 10:12:33 AM
GitHub: 1,369 stars · 16 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 Langboat/Mengzi3, 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.
- highabout#1Add a concise description to the About section
Why:
COPY-PASTE FIXMengzi3 is a series of powerful open-source large language models (8B/13B parameters) specifically optimized for advanced Chinese natural language processing applications.
- mediumhomepage#2Add a homepage URL to the repository's About section
Why:
COPY-PASTE FIXhttps://www.langboat.com/portal/mengzi-gpt
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.
- Llama 2 13B · recommended 1×
- Mistral 7B Instruct v0.2 · recommended 1×
- Nous Hermes 2 - Mistral 7B DPO · recommended 1×
- OpenHermes 2.5 Mistral 7B · recommended 1×
- Vicuna-13B v1.5 · recommended 1×
- CATEGORY QUERYWhat are some powerful open-source large language models around 8 to 13 billion parameters?you: not recommendedAI recommended (in order):
- Llama 2 13B
- Mistral 7B Instruct v0.2
- Nous Hermes 2 - Mistral 7B DPO
- OpenHermes 2.5 Mistral 7B
- Vicuna-13B v1.5
AI recommended 5 alternatives but never named Langboat/Mengzi3. This is the gap to close.
Show full AI answer
- CATEGORY QUERYSeeking robust open-source large language models for advanced Chinese natural language processing applications.you: not recommendedAI recommended (in order):
- Qwen
- Baichuan
- ChatGLM
- InternLM
- Pangu-Σ
- MOSS
AI recommended 6 alternatives but never named Langboat/Mengzi3. 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 Langboat/Mengzi3?passAI named Langboat/Mengzi3 explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts Langboat/Mengzi3 in production, what risks or prerequisites should they evaluate first?passAI named Langboat/Mengzi3 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 Langboat/Mengzi3 solve, and who is the primary audience?passAI did not name Langboat/Mengzi3 — 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?
Embed your GEO score
Drop this badge into the README of Langboat/Mengzi3. 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/Langboat/Mengzi3)<a href="https://repogeo.com/en/r/Langboat/Mengzi3"><img src="https://repogeo.com/badge/Langboat/Mengzi3.svg" alt="RepoGEO" /></a>Subscribe to Pro for deep diagnoses
Langboat/Mengzi3 — 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