RRepoGEO

REPOGEO REPORT · LITE

laravel/mcp

Default branch main · commit e73ab1cb · scanned 6/11/2026, 5:37:36 PM

GitHub: 765 stars · 93 forks

AI VISIBILITY SCORE
35 /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
3 / 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 laravel/mcp, 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 introduction to clarify 'MCP' and its purpose

    Why:

    CURRENT
    Laravel MCP allows you to rapidly build MCP servers for your Laravel applications. MCP servers allow AI clients to interact with your Laravel application through the Model Context Protocol.
    COPY-PASTE FIX
    Laravel MCP is a package that enables you to rapidly build servers for the Model Context Protocol (MCP) within your Laravel applications. These MCP servers facilitate direct interaction between AI clients and your Laravel application.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    laravel, php, ai, artificial-intelligence, protocol, mcp, model-context-protocol, server-side
  • mediumhomepage#3
    Set the repository homepage to the official documentation

    Why:

    COPY-PASTE FIX
    https://laravel.com/docs/mcp

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 laravel/mcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
gRPC
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. gRPC · recommended 2×
  2. RESTful API · recommended 1×
  3. GraphQL API · recommended 1×
  4. WebSocket API · recommended 1×
  5. OpenAPI · recommended 1×
  • CATEGORY QUERY
    How can I enable AI clients to interact with my web application using a protocol?
    you: not recommended
    AI recommended (in order):
    1. RESTful API
    2. GraphQL API
    3. gRPC
    4. WebSocket API
    5. OpenAPI
    6. MQTT

    AI recommended 6 alternatives but never named laravel/mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools exist for building protocol-based AI interaction servers within a PHP framework?
    you: not recommended
    AI recommended (in order):
    1. Swoole
    2. Open Swoole
    3. Ratchet
    4. Laravel Octane
    5. RoadRunner
    6. PHP-PM
    7. RabbitMQ
    8. php-amqp
    9. enqueue/enqueue-bundle
    10. gRPC
    11. grpc/grpc

    AI recommended 11 alternatives but never named laravel/mcp. 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 laravel/mcp?
    pass
    AI named laravel/mcp explicitly

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

  • If a team adopts laravel/mcp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named laravel/mcp 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 laravel/mcp solve, and who is the primary audience?
    pass
    AI named laravel/mcp explicitly

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

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