REPOGEO REPORT · LITE

CoderSJX/AI-Resources-Central

Default branch main · commit 10819452 · scanned 5/20/2026, 1:46:42 AM

GitHub: 1,223 stars · 132 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

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 CoderSJX/AI-Resources-Central, 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 explicitly state it's an 'Awesome List'

Why:

CURRENT

欢迎来到 **AI Resource Central**！本仓库专注于汇集来自全球的优秀人工智能（AI）开源项目。无论你是寻找灵感来启动自己的项目，还是想要学习如何使用最新的AI技术，这里都是一个绝佳的起点。我们致力于为AI开发者、研究人员以及爱好者提供一个平台，以便于探索、交流并共享各种AI项目的代码与实现。

COPY-PASTE FIX

欢迎来到 **AI Resource Central**！这是一个**综合性的精选列表 (Awesome List)**，专注于汇集来自全球的优秀人工智能（AI）开源项目。无论你是寻找灵感来启动自己的项目，还是想要学习如何使用最新的AI技术，这里都是一个绝佳的起点。我们致力于为AI开发者、研究人员以及爱好者提供一个平台，以便于探索、交流并共享各种AI项目的代码与实现。

hightopics#2

Add topics that describe the repo's nature as a curated list/collection

Why:

CURRENT

agent, ai, chatgpt, functioncall, gemini, llm, machine-learning, model, ollama, openai, prompt-engineering, qwen, spring-ai, transformer

COPY-PASTE FIX

agent, ai, chatgpt, functioncall, gemini, llm, machine-learning, model, ollama, openai, prompt-engineering, qwen, spring-ai, transformer, awesome-list, curated-list, resource-collection, ai-directory, ai-resources

lowhomepage#3
Add a homepage URL to the repository metadata
Why:
COPY-PASTE FIX
```
Add a relevant URL, e.g., a project website or a dedicated landing page for the collection.
```

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 CoderSJX/AI-Resources-Central

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Awesome Machine Learning

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Awesome Machine Learning · recommended 1×
Awesome Deep Learning · recommended 1×
Papers With Code · recommended 1×
Hugging Face · recommended 1×
transformers · recommended 1×

CATEGORY QUERY
Where can I find a comprehensive list of open-source AI development tools and frameworks?
you: not recommended
AI recommended (in order):
1. Awesome Machine Learning
2. Awesome Deep Learning
3. Papers With Code
4. Hugging Face
5. transformers
6. diffusers
7. datasets
8. accelerate
9. TensorFlow
10. PyTorch
11. TensorFlow Hub
12. PyTorch Lightning
13. Keras
14. Kaggle
AI recommended 14 alternatives but never named CoderSJX/AI-Resources-Central. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What are the best open-source projects for building intelligent AI agents or LLM applications?
you: not recommended
AI recommended (in order):
1. LangChain
2. LlamaIndex
3. Hugging Face Transformers
4. AutoGPT
5. BabyAGI
6. Haystack
7. OpenAI Gym
8. Farama Foundation Gymnasium
9. Acme
AI recommended 9 alternatives but never named CoderSJX/AI-Resources-Central. 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 CoderSJX/AI-Resources-Central?
pass
AI did not name CoderSJX/AI-Resources-Central — 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 CoderSJX/AI-Resources-Central in production, what risks or prerequisites should they evaluate first?
pass
AI named CoderSJX/AI-Resources-Central 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 CoderSJX/AI-Resources-Central solve, and who is the primary audience?
pass
AI did not name CoderSJX/AI-Resources-Central — 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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CoderSJX/AI-Resources-Central — 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