REPOGEO REPORT · LITE

spring-ai-community/awesome-spring-ai

Default branch main · commit ac1e8589 · scanned 6/6/2026, 10:32:52 PM

GitHub: 780 stars · 115 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 spring-ai-community/awesome-spring-ai, 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

hightopics#1
Add more descriptive topics to clarify the repo's nature and content
Why:
CURRENT
```
spring-ai
```
COPY-PASTE FIX
```
spring-ai, awesome-list, curated-list, generative-ai, llm, java, tutorials, examples, resources
```

highreadme#2

Reposition the README's opening paragraph to explicitly state its 'awesome list' purpose and value

Why:

CURRENT

A curated list of awesome resources, tools, tutorials, and projects for building generative AI applications using Spring AI. This repository aims to help developers leverage the power of Large Language Models (LLMs) within the Spring ecosystem.

COPY-PASTE FIX

This is the definitive community-curated list of awesome resources, tools, tutorials, and projects for building generative AI applications using Spring AI. It serves as a central hub for developers to discover and leverage the power of Large Language Models (LLMs) within the Spring ecosystem, offering comprehensive learning paths and practical examples.

mediumhomepage#3
Add the repository's own URL as the homepage
Why:
COPY-PASTE FIX
```
https://github.com/spring-ai-community/awesome-spring-ai
```

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 spring-ai-community/awesome-spring-ai

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Deeplearning4j (DL4J)

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Deeplearning4j (DL4J) · recommended 1×
Hugging Face Transformers · recommended 1×
FastAPI · recommended 1×
ONNX Runtime · recommended 1×
TensorFlow · recommended 1×

CATEGORY QUERY
Where can I find learning resources for building generative AI applications using Java?
you: not recommended
AI recommended (in order):
1. Deeplearning4j (DL4J)
2. Hugging Face Transformers
3. FastAPI
4. ONNX Runtime
5. TensorFlow
6. PyTorch
7. LibTorch
8. OpenNLP
9. Stanford CoreNLP
10. Google Cloud AI Platform
11. AWS SageMaker
12. Azure Machine Learning
13. Google Cloud Vertex AI
14. AWS Comprehend
15. Azure OpenAI Service
AI recommended 15 alternatives but never named spring-ai-community/awesome-spring-ai. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What are the best tutorials and examples for developing LLM-powered applications in the Spring ecosystem?
you: not recommended
AI recommended (in order):
1. Spring AI (spring-projects/spring-ai)
2. Baeldung
3. Josh Long
4. Spring Academy
5. LangChain4j
6. OpenAI API
AI recommended 6 alternatives but never named spring-ai-community/awesome-spring-ai. 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 spring-ai-community/awesome-spring-ai?
pass
AI did not name spring-ai-community/awesome-spring-ai — 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 spring-ai-community/awesome-spring-ai in production, what risks or prerequisites should they evaluate first?
pass
AI named spring-ai-community/awesome-spring-ai 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 spring-ai-community/awesome-spring-ai solve, and who is the primary audience?
pass
AI did not name spring-ai-community/awesome-spring-ai — 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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Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/spring-ai-community/awesome-spring-ai.svg)](https://repogeo.com/en/r/spring-ai-community/awesome-spring-ai)

HTML

<a href="https://repogeo.com/en/r/spring-ai-community/awesome-spring-ai"><img src="https://repogeo.com/badge/spring-ai-community/awesome-spring-ai.svg" alt="RepoGEO" /></a>

Pro

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spring-ai-community/awesome-spring-ai — 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