RRepoGEO

REPOGEO REPORT · LITE

vinvcn/mattpocock-skills-zh-CN

Default branch main · commit 0cab479d · scanned 6/17/2026, 2:17:59 AM

GitHub: 668 stars · 72 forks

AI VISIBILITY SCORE
15 /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
0 / 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 vinvcn/mattpocock-skills-zh-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

2 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 content type

    Why:

    CURRENT
    # Matt Pocock Agent Skills 中文版

## 为什么需要这个中文版？

- 更好适配中文大语言模型
- 方便中文母语开发者
- 方便接入中文开发流程

## 关于这个中文版

这是 `mattpocock/skills` 的简体中文本地化版本。文档和技能说明已翻译；目录名、技能名、命令、代码块、路径和工具标识保持不变，以免破坏安装和运行行为。
    COPY-PASTE FIX
    # Matt Pocock Agent Skills 中文版

这是一个为中文大语言模型和中文母语开发者优化的AI Agent技能集。本仓库是 `mattpocock/skills` 的简体中文本地化版本，提供了一系列AI Agent技能的中文文档和说明，旨在方便中文开发流程并减少概念转换成本。

## 为什么需要这个中文版？

- 更好适配中文大语言模型
- 方便中文母语开发者
- 方便接入中文开发流程
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://vinvcn.github.io/mattpocock-skills-zh-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 vinvcn/mattpocock-skills-zh-CN
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
huggingface/transformers
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. huggingface/transformers · recommended 2×
  2. PaddlePaddle/Paddle · recommended 1×
  3. PaddlePaddle/PaddleNLP · recommended 1×
  4. PaddlePaddle/ERNIE · recommended 1×
  5. mindspore-ai/mindspore · recommended 1×
  • CATEGORY QUERY
    How to find AI agent skills localized for use with Chinese language models?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers (huggingface/transformers)
    2. PaddlePaddle (PaddlePaddle/Paddle)
    3. PaddleNLP (PaddlePaddle/PaddleNLP)
    4. ERNIE (PaddlePaddle/ERNIE)
    5. MindSpore (mindspore-ai/mindspore)
    6. OpenMMLab
    7. MMOCR (open-mmlab/mmocr)
    8. MMEditing (open-mmlab/mmediting)
    9. Alibaba Damo Academy
    10. ModelScope (modelscope/modelscope)
    11. Tencent AI Lab

    AI recommended 11 alternatives but never named vinvcn/mattpocock-skills-zh-CN. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for resources to develop AI agent workflows optimized for Chinese prompts and context.
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers (huggingface/transformers)
    2. LangChain (langchain-ai/langchain)
    3. OpenAI API
    4. Baidu ERNIE Bot
    5. Tencent Hunyuan
    6. Kimi Chat
    7. PEFT (huggingface/peft)

    AI recommended 7 alternatives but never named vinvcn/mattpocock-skills-zh-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 vinvcn/mattpocock-skills-zh-CN?
    pass
    AI did not name vinvcn/mattpocock-skills-zh-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 vinvcn/mattpocock-skills-zh-CN in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name vinvcn/mattpocock-skills-zh-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?

  • In one sentence, what problem does the repo vinvcn/mattpocock-skills-zh-CN solve, and who is the primary audience?
    pass
    AI did not name vinvcn/mattpocock-skills-zh-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?

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vinvcn/mattpocock-skills-zh-CN — 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