RRepoGEO

REPOGEO REPORT · LITE

vercel/next-devtools-mcp

Default branch main · commit 8840ce34 · scanned 5/30/2026, 7:16:54 AM

GitHub: 762 stars · 56 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 vercel/next-devtools-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
  • highabout#1
    Clarify About description to emphasize unique category

    Why:

    CURRENT
    Next.js Development for Coding Agent
    COPY-PASTE FIX
    Model Context Protocol (MCP) server for integrating Next.js development tools with AI coding agents like Claude and Cursor.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root containing the text for the MIT License.
  • mediumreadme#3
    Strengthen README opening to highlight unique value for AI agents

    Why:

    CURRENT
    `next-devtools-mcp` is a Model Context Protocol (MCP) server that provides Next.js development tools and utilities for coding agents like Claude and Cursor.
    COPY-PASTE FIX
    `next-devtools-mcp` is a Model Context Protocol (MCP) server that provides Next.js development tools and utilities, specifically designed to empower AI coding agents like Claude and Cursor with deep, real-time context for Next.js projects. Unlike generic AI tools, it bridges the gap between your Next.js application and your agent, enabling precise assistance.

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 vercel/next-devtools-mcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 1×
  2. GPT-4 · recommended 1×
  3. GPT-3.5 Turbo · recommended 1×
  4. LangChain · recommended 1×
  5. LlamaIndex · recommended 1×
  • CATEGORY QUERY
    How can I enable AI coding agents to understand and assist with Next.js projects?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. GPT-4
    3. GPT-3.5 Turbo
    4. LangChain
    5. LlamaIndex
    6. GitHub Copilot
    7. GitHub Copilot X
    8. Next.js Snippets
    9. ESLint
    10. Prettier
    11. OpenAI's Fine-tuning API
    12. Hugging Face Transformers
    13. CodeLlama
    14. Tree-sitter
    15. tree-sitter-javascript
    16. tree-sitter-typescript
    17. tree-sitter-tsx

    AI recommended 17 alternatives but never named vercel/next-devtools-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools integrate Next.js development context into a Model Context Protocol server?
    you: not recommended
    AI recommended (in order):
    1. Turborepo
    2. Nx
    3. Docker Compose
    4. Webpack
    5. Rollup
    6. nodemon
    7. ts-node-dev
    8. Nginx
    9. Caddy

    AI recommended 9 alternatives but never named vercel/next-devtools-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 vercel/next-devtools-mcp?
    pass
    AI named vercel/next-devtools-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 vercel/next-devtools-mcp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named vercel/next-devtools-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 vercel/next-devtools-mcp solve, and who is the primary audience?
    pass
    AI named vercel/next-devtools-mcp explicitly

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

Embed your GEO score

Drop this badge into the README of vercel/next-devtools-mcp. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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vercel/next-devtools-mcp — 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