REPOGEO REPORT · LITE
PKU-YuanGroup/ChatLaw
Default branch main · commit aec7952a · scanned 5/18/2026, 2:12:22 AM
GitHub: 7,508 stars · 615 forks
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.
2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).
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 PKU-YuanGroup/ChatLaw, 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 relevant topics to the repository
Why:
COPY-PASTE FIXchinese-legal-llm, large-language-model, legal-ai, knowledge-graph, mixture-of-experts, llm, legal-tech, nlp, chinese-nlp
- highreadme#2Reposition and strengthen the README's introductory prose
Why:
CURRENTAI legal assistants, powered by Large Language Models (LLMs), offer accessible legal consulting. However, the risk of hallucination
COPY-PASTE FIXChatLaw is a powerful, open-source large language model specifically tailored for the Chinese legal domain, designed to provide accessible and accurate legal assistance. Leveraging a multi-agent architecture, knowledge graphs, and Mixture-of-Experts (MoE), ChatLaw addresses the critical challenge of hallucination in legal AI by offering specialized, contextually relevant responses for Chinese legal language processing and complex QA.
- mediumreadme#3Add a dedicated section highlighting ChatLaw's unique differentiators
Why:
COPY-PASTE FIX## Why Choose ChatLaw? Unlike general-purpose LLMs or other legal AI solutions, ChatLaw is an open-source large language model meticulously fine-tuned for the intricacies of the Chinese legal domain. Our specialization ensures deeper legal domain knowledge, superior performance for Chinese legal tasks, and robust handling of complex legal queries, setting us apart from broader AI offerings.
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.
- LawGPT (法律GPT) · recommended 1×
- ChatLaw (智海) · recommended 1×
- Legal-Alpaca (法律羊驼) · recommended 1×
- Baidu ERNIE Bot (文心一言) · recommended 1×
- Tencent Hunyuan (腾讯混元) · recommended 1×
- CATEGORY QUERYLooking for an LLM specifically trained for Chinese legal language processing and complex QA.you: not recommendedAI recommended (in order):
- LawGPT (法律GPT)
- ChatLaw (智海)
- Legal-Alpaca (法律羊驼)
- Baidu ERNIE Bot (文心一言)
- Tencent Hunyuan (腾讯混元)
AI recommended 5 alternatives but never named PKU-YuanGroup/ChatLaw. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhich AI models are effective for legal document analysis and statute matching in Mandarin?you: not recommendedAI recommended (in order):
- GPT-4
- ERNIE 3.0 Titan
- ERNIE Bot
- Legal-BERT
- Tsinghua KGLM
- SenseChat
- SenseNova
- Huawei Pangu-Σ
AI recommended 8 alternatives but never named PKU-YuanGroup/ChatLaw. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesswarn
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 PKU-YuanGroup/ChatLaw?passAI named PKU-YuanGroup/ChatLaw explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts PKU-YuanGroup/ChatLaw in production, what risks or prerequisites should they evaluate first?passAI named PKU-YuanGroup/ChatLaw 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 PKU-YuanGroup/ChatLaw solve, and who is the primary audience?passAI named PKU-YuanGroup/ChatLaw 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 PKU-YuanGroup/ChatLaw. 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/PKU-YuanGroup/ChatLaw)<a href="https://repogeo.com/en/r/PKU-YuanGroup/ChatLaw"><img src="https://repogeo.com/badge/PKU-YuanGroup/ChatLaw.svg" alt="RepoGEO" /></a>Subscribe to Pro for deep diagnoses
PKU-YuanGroup/ChatLaw — 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