RRepoGEO

REPOGEO REPORT · LITE

jwangkun/claude-for-financial-services-cn

Default branch main · commit 59e97ee6 · scanned 6/20/2026, 6:43:03 PM

GitHub: 510 stars · 77 forks

AI VISIBILITY SCORE
22 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 jwangkun/claude-for-financial-services-cn, 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
  • highabout#1
    Clarify the repository description to emphasize it's a Claude plugin/skill package

    Why:

    CURRENT
    63 个 Claude Skills，为 A 股金融从业者而生 基于 Anthropic 官方 claude-for-financial-services 深度适配国内市场，现已开源。
    COPY-PASTE FIX
    为 Anthropic Claude 设计的 A 股金融专业技能包/插件，包含 63 个即插即用的 Skills，深度适配国内市场，助力 A 股金融从业者提升 AI 助手能力。
  • hightopics#2
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    claude, anthropic, llm-plugin, ai-skills, financial-services, a-share, china-finance, investment-banking, wealth-management, financial-modeling, quantitative-finance, wind-data, ifind-data, akshare
  • mediumhomepage#3
    Add a homepage URL to the About section

    Why:

    COPY-PASTE FIX
    https://github.com/jwangkun/claude-for-financial-services-cn

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 jwangkun/claude-for-financial-services-cn
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Wind Financial Terminal
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Wind Financial Terminal · recommended 1×
  2. Choice Financial Terminal · recommended 1×
  3. Refinitiv Eikon / LSEG Workspace · recommended 1×
  4. Bloomberg Terminal · recommended 1×
  5. Tushare · recommended 1×
  • CATEGORY QUERY
    How to enhance AI assistant's financial analysis capabilities for China A-share market?
    you: not recommended
    AI recommended (in order):
    1. Wind Financial Terminal
    2. Choice Financial Terminal
    3. Refinitiv Eikon / LSEG Workspace
    4. Bloomberg Terminal
    5. Tushare
    6. Sina Finance API
    7. Tencent Finance API
    8. Alpha Vantage

    AI recommended 8 alternatives but never named jwangkun/claude-for-financial-services-cn. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking tools to adapt large language models for Chinese financial data and reporting standards.
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers
    2. PEFT
    3. LoRA
    4. PaddlePaddle
    5. PaddleNLP
    6. OpenAI API
    7. Google Cloud Vertex AI
    8. Microsoft Azure OpenAI Service
    9. Alibaba Cloud PAI-DSW

    AI recommended 9 alternatives but never named jwangkun/claude-for-financial-services-cn. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    Suggestion:

  • 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 jwangkun/claude-for-financial-services-cn?
    pass
    AI did not name jwangkun/claude-for-financial-services-cn — 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 jwangkun/claude-for-financial-services-cn in production, what risks or prerequisites should they evaluate first?
    pass
    AI named jwangkun/claude-for-financial-services-cn 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 jwangkun/claude-for-financial-services-cn solve, and who is the primary audience?
    pass
    AI did not name jwangkun/claude-for-financial-services-cn — 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

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite