RRepoGEO

REPOGEO REPORT · LITE

iannuttall/mcp-boilerplate

Default branch main · commit e248a9fd · scanned 6/20/2026, 8:43:15 PM

GitHub: 1,022 stars · 194 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
28 /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
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 iannuttall/mcp-boilerplate, 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 "MCP" in README to prevent Minecraft miscategorization

    Why:

    CURRENT
    # MCP Boilerplate: Simple Setup Guide

This project helps you create your own remote MCP server on Cloudflare with user login and payment options.
    COPY-PASTE FIX
    # AI Assistant Backend Boilerplate (MCP): Cloudflare, Auth, Payments

This project provides a boilerplate for building a remote server for AI assistants (using a custom protocol, or MCP) on Cloudflare, complete with user authentication and Stripe for monetized tools.
  • hightopics#2
    Add relevant topics to improve AI categorization

    Why:

    COPY-PASTE FIX
    ai-assistants, cloudflare-workers, serverless, boilerplate, user-authentication, stripe, monetization, custom-protocol
  • mediumhomepage#3
    Add a homepage URL to the repository

    Why:

    COPY-PASTE FIX
    [Insert URL to a live demo, documentation, or project page here]

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 iannuttall/mcp-boilerplate
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Supabase
Recommended in 3 of 2 queries
COMPETITOR LEADERBOARD
  1. Supabase · recommended 3×
  2. Firebase · recommended 2×
  3. Stripe · recommended 2×
  4. Vercel · recommended 2×
  5. Auth0 · recommended 2×
  • CATEGORY QUERY
    How can I quickly set up a custom AI assistant backend with user login and payment features?
    you: not recommended
    AI recommended (in order):
    1. Firebase
    2. Stripe
    3. OpenAI API
    4. Anthropic
    5. Supabase
    6. Vercel
    7. Next.js (vercel/next.js)
    8. Auth0
    9. Clerk (clerk/clerk)
    10. NextAuth.js (nextauthjs/next-auth)
    11. PlanetScale
    12. Neon
    13. MongoDB Atlas
    14. AWS Amplify (aws-amplify/amplify-js)
    15. Passport.js (jaredhanson/passport)
    16. Flask-Login (maxcountryman/flask-login)
    17. Heroku
    18. Render

    AI recommended 18 alternatives but never named iannuttall/mcp-boilerplate. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What is the best way to deploy a serverless platform for monetized AI tools with user accounts?
    you: not recommended
    AI recommended (in order):
    1. AWS Amplify
    2. AWS Lambda
    3. Amazon DynamoDB
    4. Amazon API Gateway
    5. Amazon Cognito
    6. Stripe
    7. PayPal
    8. Google Cloud Platform (GCP)
    9. Firebase
    10. Firebase Authentication
    11. Firestore
    12. Google Cloud Functions
    13. Cloud Endpoints
    14. Vercel
    15. Next.js
    16. PlanetScale
    17. Supabase
    18. PostgreSQL
    19. Auth.js
    20. Netlify
    21. Netlify Functions
    22. Netlify Identity
    23. FaunaDB
    24. Supabase
    25. Microsoft Azure Functions
    26. Azure Cosmos DB
    27. Azure API Management
    28. Azure Active Directory B2C
    29. Cloudflare Workers
    30. Cloudflare Workers KV
    31. Durable Objects
    32. Auth0
    33. Clerk

    AI recommended 33 alternatives but never named iannuttall/mcp-boilerplate. 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 iannuttall/mcp-boilerplate?
    pass
    AI did not name iannuttall/mcp-boilerplate — 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 iannuttall/mcp-boilerplate in production, what risks or prerequisites should they evaluate first?
    pass
    AI named iannuttall/mcp-boilerplate 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 iannuttall/mcp-boilerplate solve, and who is the primary audience?
    pass
    AI named iannuttall/mcp-boilerplate explicitly

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

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iannuttall/mcp-boilerplate — 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