REPOGEO REPORT · LITE
PKU-YuanGroup/ChatLaw
Default branch main · commit aec7952a · scanned 6/29/2026, 7:47:47 AM
GitHub: 7,540 stars · 618 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
2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.
- highreadme#1Add a concise, direct positioning statement at the top of the README
Why:
CURRENTThe first actual prose sentence in the README excerpt is 'AI legal assistants, powered by Large Language Models (LLMs), offer accessible legal consulting.' (from the 'Introduction' section).
COPY-PASTE FIXInsert this sentence immediately after the H1 and any badges/links: "PKU-YuanGroup/ChatLaw is a powerful large language model (LLM) specifically tailored for the Chinese legal domain, offering multi-agent legal assistance enhanced by knowledge graphs and a Mixture-of-Experts architecture."
- mediumreadme#2Add a 'Differentiators' or 'Why Choose Us?' section to the README
Why:
COPY-PASTE FIXAdd a new section, for example, '## Why Choose PKU-YuanGroup/ChatLaw?' with points like: - **Specialized for Chinese Legal Domain:** Unlike general LLMs, ChatLaw is meticulously fine-tuned on extensive Chinese legal datasets. - **Multi-Agent Architecture:** Leverages a multi-agent system for enhanced reasoning and task execution in legal scenarios. - **Knowledge Graph Integration:** Incorporates a knowledge graph to reduce hallucinations and improve factual accuracy in legal advice. - **Mixture-of-Experts (MoE) Design:** Our ChatLaw2-MoE model utilizes a 4x7B MoE architecture for superior performance in Chinese legal language processing. - **Text2Vec for Contextual Relevance:** Includes a specialized text similarity model trained on 93,000 court cases to match queries to pertinent legal statutes.
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.
- GPT-4 · recommended 2×
- LawGPT (法律GPT) · recommended 1×
- ChatLaw (智拾法律大模型) · recommended 1×
- Legal-BELLE (法律版BELLE) · recommended 1×
- GLM-130B · recommended 1×
- CATEGORY QUERYWhat are the best large language models for specialized Chinese legal document analysis?you: not recommendedAI recommended (in order):
- LawGPT (法律GPT)
- ChatLaw (智拾法律大模型)
- Legal-BELLE (法律版BELLE)
- GLM-130B
- ERNIE-Bot
- GPT-3.5
- GPT-4
AI recommended 7 alternatives but never named PKU-YuanGroup/ChatLaw. This is the gap to close.
Show full AI answer
- CATEGORY QUERYSeeking an AI assistant to interpret complex Chinese legal texts and provide expert reasoning.you: not recommendedAI recommended (in order):
- LawBot
- Westlaw China
- LexisNexis China
- DeepMind's AlphaLaw
- GPT-4
- Baidu ERNIE Bot
AI recommended 6 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 did not name PKU-YuanGroup/ChatLaw — 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?
- 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.
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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