RRepoGEO

REPOGEO REPORT · LITE

neuron-core/neuron-ai

Default branch 3.x · commit 8a8d0951 · scanned 6/29/2026, 7:32:09 AM

GitHub: 1,986 stars · 221 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
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
2 / 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 neuron-core/neuron-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
  • highreadme#1
    Add explicit disambiguation from AWS Neuron hardware in README

    Why:

    COPY-PASTE FIX
    Insert the following text immediately after the main H1, before any other content or sections: "Neuron is a PHP framework for creating and orchestrating AI Agents. It is *not* related to AWS Neuron hardware or any specific cloud provider's AI acceleration hardware."
  • mediumreadme#2
    Add a 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section titled "## How Neuron Compares" or "## Why Choose Neuron for PHP AI Agents?" that explicitly contrasts Neuron with general-purpose PHP frameworks (like Laravel) and simple LLM API wrappers, highlighting its unique focus on agentic architecture and orchestration within PHP.
  • lowreadme#3
    Enhance the 'What is Neuron?' introduction for immediate clarity

    Why:

    CURRENT
    ## What is Neuron?
Neuron is a PHP framework for creating and orchestrating AI Agents. It allows you to integrate AI entities into your PHP applications with a powerful and flexible architecture. We provide tools for the entire agentic application development lifecycle, from LLM interfaces, data loading, multi-agent orchestration, to monitoring and debugging.
    COPY-PASTE FIX
    ## What is Neuron?
Neuron is the leading PHP framework designed specifically for building and orchestrating production-ready AI Agents. It provides a powerful, flexible architecture to seamlessly integrate advanced AI capabilities—including LLM interfaces, data loading, vector databases, multi-agent orchestration, and debugging—directly into your PHP applications.

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 neuron-core/neuron-ai
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
grpc/grpc
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. grpc/grpc · recommended 2×
  2. laravel/laravel · recommended 1×
  3. guzzle/guzzle · recommended 1×
  4. OpenAI API · recommended 1×
  5. Google Cloud AI · recommended 1×
  • CATEGORY QUERY
    How can I develop production-ready AI agent applications using PHP?
    you: not recommended
    AI recommended (in order):
    1. Laravel (laravel/laravel)
    2. Guzzle (guzzle/guzzle)
    3. OpenAI API
    4. Google Cloud AI
    5. Anthropic Claude API
    6. Symfony (symfony/symfony)
    7. HTTP Client (symfony/http-client)
    8. Flask (pallets/flask)
    9. FastAPI (tiangolo/fastapi)
    10. Express.js (expressjs/express)
    11. Hugging Face Transformers (huggingface/transformers)
    12. TensorFlow.js (tensorflow/tfjs)
    13. RabbitMQ (rabbitmq/rabbitmq-server)
    14. Apache Kafka (apache/kafka)
    15. gRPC (grpc/grpc)
    16. Laravel Octane (laravel/octane)
    17. Swoole (swoole/swoole-src)
    18. RoadRunner (roadrunner-server/roadrunner)
    19. cURL
    20. Dotenv (vlucas/phpdotenv)
    21. Laravel Horizon (laravel/horizon)
    22. Redis (redis/redis)
    23. Beanstalkd (beanstalkd/beanstalkd)
    24. Monolog (Seldaek/monolog)

    AI recommended 24 alternatives but never named neuron-core/neuron-ai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What PHP frameworks are available for building LLM-powered applications with vector databases?
    you: not recommended
    AI recommended (in order):
    1. Laravel
    2. Laravel Octane
    3. Swoole
    4. RoadRunner
    5. guzzlehttp/guzzle
    6. OpenAI
    7. Cohere
    8. Pinecone
    9. Weaviate
    10. Qdrant
    11. Milvus
    12. ChromaDB
    13. grpc/grpc
    14. Symfony
    15. Symfony Messenger
    16. Spiral Framework
    17. Yii Framework
    18. Yii2
    19. Yii3
    20. Laminas Project
    21. Zend Framework
    22. laminas/http
    23. Hugging Face Inference API
    24. RabbitMQ
    25. Redis Streams
    26. Laravel Queues

    AI recommended 26 alternatives but never named neuron-core/neuron-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
    pass

  • 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 neuron-core/neuron-ai?
    pass
    AI did not name neuron-core/neuron-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 neuron-core/neuron-ai in production, what risks or prerequisites should they evaluate first?
    pass
    AI named neuron-core/neuron-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 neuron-core/neuron-ai solve, and who is the primary audience?
    pass
    AI named neuron-core/neuron-ai explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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neuron-core/neuron-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