RRepoGEO

REPOGEO REPORT · LITE

chrisryugj/korean-law-mcp

Default branch main · commit 4eb8ea60 · scanned 5/27/2026, 9:43:09 AM

GitHub: 1,849 stars · 346 forks

AI VISIBILITY SCORE
27 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
1 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

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 chrisryugj/korean-law-mcp, 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.

OVERALL DIRECTION
  • highreadme#1
    Reposition the README's opening to clearly state the project's purpose as AI-powered legal tools.

    Why:

    CURRENT
    Korean Law MCP

**법제처 42개 API를 17개 도구로.** 법령, 판례, 행정규칙, 자치법규, 조약, 해석례(국세청 포함) + **LLM 환각 방지 인용 검증** + **조문 영향 그래프** + **시점 비교 자동 diff** + **이럴 땐 이렇게 — 5단계 안내**를 AI 어시스턴트나 터미널에서 바로 사용.
    COPY-PASTE FIX
    Korean Law MCP: **AI-powered legal research and analysis tools for Korean law.** This project transforms 42 Korean legal APIs into 17 specialized tools for legal professionals and AI assistants, offering LLM hallucination prevention, impact mapping, time-travel diffs, and 5-step action plans directly in AI environments or terminals.
  • mediumabout#2
    Refine the repository description to emphasize 'AI-ready legal tools' and its target audience.

    Why:

    CURRENT
    국가법령정보MCP v4.0 | 법제처 42개 API → 17개 MCP 도구. 법령·판례·조례 검색 + LLM 환각 방지 인용검증 + 조문 영향 그래프(impact_map) + 시점 비교 자동 diff(time_travel) + 이럴 땐 이렇게, 5단계 안내(action_plan) | 42 Korean legal APIs → 17 MCP tools
    COPY-PASTE FIX
    국가법령정보MCP v4.0: 법제처 42개 API를 AI 어시스턴트용 17개 법률 도구로 전환. LLM 환각 방지 인용검증, 조문 영향 그래프, 시점 비교 자동 diff, 5단계 안내 등 법률 전문가를 위한 핵심 기능을 제공합니다. | 42 Korean legal APIs → 17 specialized AI-ready legal tools for professionals, including LLM hallucination prevention, impact mapping, time-travel diffs, and action plans.
  • mediumtopics#3
    Add more explicit 'tool' and 'AI assistant' related topics.

    Why:

    CURRENT
    citation-verification, citizen-guide, claude, hallucination-detection, impact-graph, korean-law, law, law-diff, legal, legal-ai, legal-rag, legal-tech, llm-hallucination, mcp, mcp-server, mermaid, model-context-protocol, precedent, typescript
    COPY-PASTE FIX
    citation-verification, citizen-guide, claude, hallucination-detection, impact-graph, korean-law, law, law-diff, legal, legal-ai, legal-rag, legal-tech, llm-hallucination, mcp, mcp-server, mermaid, model-context-protocol, precedent, typescript, legal-tools, ai-tools, legal-research-tools, ai-assistant-tools

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.

Recall
0 / 2
0% of queries surface chrisryugj/korean-law-mcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Casetext
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Casetext · recommended 2×
  2. LawGeex · recommended 1×
  3. LexisNexis AI Solutions · recommended 1×
  4. OpenAI's GPT-3.5/4 Fine-tuning API · recommended 1×
  5. Anthropic's Claude Fine-tuning · recommended 1×
  • CATEGORY QUERY
    How to prevent LLM hallucinations when generating legal responses for Korean law?
    you: not recommended
    AI recommended (in order):
    1. LawGeex
    2. Casetext
    3. LexisNexis AI Solutions
    4. OpenAI's GPT-3.5/4 Fine-tuning API
    5. Anthropic's Claude Fine-tuning
    6. Hugging Face Transformers
    7. LlamaIndex
    8. LangChain
    9. Pinecone
    10. Weaviate
    11. ChromaDB
    12. Polyglot-Ko
    13. KoAlpaca
    14. SKT's KoGPT
    15. Drools
    16. CLIPS
    17. Scale AI
    18. Appen
    19. OpenAI's API
    20. Anthropic's API

    AI recommended 20 alternatives but never named chrisryugj/korean-law-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to analyze legal document changes over time and map regulation impacts?
    you: not recommended
    AI recommended (in order):
    1. LexisNexis Practical Guidance/LexisNexis Legal Research
    2. Westlaw Edge
    3. Casetext
    4. OpenRegs
    5. DocuSign CLM / Ironclad
    6. Microsoft Word

    AI recommended 6 alternatives but never named chrisryugj/korean-law-mcp. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • README presence
    pass

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 chrisryugj/korean-law-mcp?
    pass
    AI did not name chrisryugj/korean-law-mcp — 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 chrisryugj/korean-law-mcp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named chrisryugj/korean-law-mcp 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 chrisryugj/korean-law-mcp solve, and who is the primary audience?
    pass
    AI did not name chrisryugj/korean-law-mcp — 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?

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chrisryugj/korean-law-mcp — 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