RRepoGEO

REPOGEO REPORT · LITE

alpic-ai/skybridge

Default branch main · commit 1297d93b · scanned 5/28/2026, 5:22:07 AM

GitHub: 1,446 stars · 89 forks

AI VISIBILITY SCORE
40 /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
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 alpic-ai/skybridge, 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 README H1 and subtitle to emphasize full-stack AI apps

    Why:

    CURRENT
    # Skybridge - the MCP Apps framework

<p align="center">
  <strong>The full-stack React framework for MCP Apps and MCP Servers.</strong>
</p>
    COPY-PASTE FIX
    # Skybridge - The Full-Stack React Framework for AI Applications

<p align="center">
  <strong>Build type-safe, React-powered AI applications, including MCP Apps and ChatGPT Apps.</strong>
</p>
  • mediumtopics#2
    Add 'fullstack' and 'web-framework' to topics

    Why:

    CURRENT
    agent, ai, apps-sdk, chatgpt, claude, claude-code, devtools, ext-apps, llms, mcp, mcp-apps, mcp-server, mcp-ui, modelcontextprotocol, openai, react, skills, tooling, typescript
    COPY-PASTE FIX
    agent, ai, apps-sdk, chatgpt, claude, claude-code, devtools, ext-apps, fullstack, llms, mcp, mcp-apps, mcp-server, mcp-ui, modelcontextprotocol, openai, react, skills, tooling, typescript, web-framework
  • lowreadme#3
    Add a concise introductory sentence to the README

    Why:

    COPY-PASTE FIX
    Skybridge is your comprehensive solution for building type-safe, full-stack AI applications with React and TypeScript.

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 alpic-ai/skybridge
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Next.js
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Next.js · recommended 2×
  2. SvelteKit · recommended 2×
  3. tRPC · recommended 1×
  4. Prisma · recommended 1×
  5. OpenAI's official Node.js client library · recommended 1×
  • CATEGORY QUERY
    How to build type-safe full-stack AI applications using React and TypeScript?
    you: not recommended
    AI recommended (in order):
    1. Next.js
    2. tRPC
    3. Prisma
    4. OpenAI's official Node.js client library
    5. LangChain.js
    6. ONNX Runtime
    7. Remix
    8. Zod
    9. TanStack Query
    10. Create React App
    11. Vite
    12. NestJS
    13. Express.js
    14. OpenAPI (Swagger)
    15. `openapi-typescript-codegen`
    16. `swagger-typescript-api`
    17. GraphQL
    18. Apollo Server/Client
    19. Relay
    20. `graphql-codegen`
    21. SvelteKit
    22. Hugging Face Transformers.js

    AI recommended 22 alternatives but never named alpic-ai/skybridge. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What framework helps develop interactive LLM-powered applications with a modern web stack?
    you: not recommended
    AI recommended (in order):
    1. Next.js
    2. Vercel AI SDK
    3. Streamlit
    4. Gradio
    5. SvelteKit
    6. Nuxt.js

    AI recommended 6 alternatives but never named alpic-ai/skybridge. 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 alpic-ai/skybridge?
    pass
    AI named alpic-ai/skybridge explicitly

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

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

    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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MARKDOWN (README)
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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite