REPOGEO REPORT · LITE

liaokongVFX/MCP-Chinese-Getting-Started-Guide

Default branch main · commit a911d8ce · scanned 5/23/2026, 8:48:18 AM

GitHub: 3,502 stars · 217 forks

Scan history for this repo

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.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 liaokongVFX/MCP-Chinese-Getting-Started-Guide, 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

Clarify README's opening to emphasize LLM protocol guide

Why:

CURRENT

模型上下文协议（MCP）是一个创新的开源协议，它重新定义了大语言模型（LLM）与外部世界的互动方式。MCP 提供了一种标准化方法，使任意大语言模型能够轻松连接各种数据源和工具，实现信息的无缝访问和处理。MCP 就像是 AI 应用程序的 USB-C 接口，为 AI 模型提供了一种标准化的方式来连接不同的数据源和工具。

COPY-PASTE FIX

本指南旨在帮助开发者快速入门模型上下文协议（MCP），这是一个专为大语言模型（LLM）设计的创新开源协议。MCP 重新定义了 LLM 与外部世界的互动方式，提供标准化方法，使 LLM 能够无缝连接各种数据源和工具，如同 AI 应用的 USB-C 接口。

mediumlicense#2

Add a standard open-source LICENSE file

Why:

CURRENT

(no LICENSE file detected — the repo has no recognizable license)

COPY-PASTE FIX

Choose and add a standard open-source LICENSE file (e.g., MIT, Apache-2.0, GPL-3.0) to the repository root.

mediumhomepage#3
Set the repository homepage URL
Why:
CURRENT
```
Homepage:
```
COPY-PASTE FIX
```
https://github.com/liaokongVFX/MCP-Chinese-Getting-Started-Guide
```

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 liaokongVFX/MCP-Chinese-Getting-Started-Guide

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

LangChain

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

LangChain · recommended 1×
LlamaIndex · recommended 1×
Microsoft Semantic Kernel · recommended 1×
Haystack · recommended 1×
OpenAI Assistants API · recommended 1×

CATEGORY QUERY
How to standardize large language model interaction with external data sources and custom tools?
you: not recommended
AI recommended (in order):
1. LangChain
2. LlamaIndex
3. Microsoft Semantic Kernel
4. Haystack
5. OpenAI Assistants API
6. LiteLLM
7. Instructor
AI recommended 7 alternatives but never named liaokongVFX/MCP-Chinese-Getting-Started-Guide. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Seeking a Python library to develop a server exposing custom functions to AI models.
you: not recommended
AI recommended (in order):
1. FastAPI
2. Flask
3. flask-restx
4. connexion
5. Django REST Framework (DRF)
6. Django
7. drf-spectacular
8. Gradio
9. gRPC
10. Apache Thrift
11. Protocol Buffers
12. grpcio
AI recommended 12 alternatives but never named liaokongVFX/MCP-Chinese-Getting-Started-Guide. 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 liaokongVFX/MCP-Chinese-Getting-Started-Guide?
pass
AI did not name liaokongVFX/MCP-Chinese-Getting-Started-Guide — 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 liaokongVFX/MCP-Chinese-Getting-Started-Guide in production, what risks or prerequisites should they evaluate first?
pass
AI did not name liaokongVFX/MCP-Chinese-Getting-Started-Guide — 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 liaokongVFX/MCP-Chinese-Getting-Started-Guide solve, and who is the primary audience?
pass
AI did not name liaokongVFX/MCP-Chinese-Getting-Started-Guide — 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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liaokongVFX/MCP-Chinese-Getting-Started-Guide — 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