RRepoGEO

REPOGEO REPORT · LITE

supercorp-ai/supergateway

Default branch main · commit 973c4595 · scanned 5/25/2026, 7:12:17 PM

GitHub: 2,644 stars · 221 forks

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 supercorp-ai/supergateway, 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's opening to emphasize "AI gateway" role

    Why:

    CURRENT
    **Supergateway** runs **MCP stdio-based servers** over **SSE (Server-Sent Events)** or **WebSockets (WS)** with one command. This is useful for remote access, debugging, or connecting to clients when your MCP server only supports stdio.
    COPY-PASTE FIX
    **Supergateway** is an **AI gateway** that runs **MCP stdio-based servers** over **SSE (Server-Sent Events)** or **WebSockets (WS)** with one command. It enables remote access, debugging, and connecting clients to your AI/MCP server even if it only supports stdio.
  • hightopics#2
    Add relevant topics for better categorization

    Why:

    COPY-PASTE FIX
    ai-gateway, server-sent-events, websockets, stdio, mcp, protocol-bridge, api-gateway, ai-tools, remote-access
  • mediumexamples#3
    Add an example demonstrating an AI-specific use case

    Why:

    COPY-PASTE FIX
    ## AI Use Case Example
    
    To expose a local AI model's stdio interface as an SSE endpoint for a web application:
    
    ```bash
    npx -y supergateway --stdio "python -u my_ai_model.py" --outputTransport sse --port 8000
    ```
    
    This allows your web frontend to connect to `http://localhost:8000/sse` to stream responses from `my_ai_model.py`.

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 supercorp-ai/supergateway
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Node.js
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Node.js · recommended 1×
  2. ws · recommended 1×
  3. Python · recommended 1×
  4. Flask-SocketIO · recommended 1×
  5. Go · recommended 1×
  • CATEGORY QUERY
    How to expose a command-line application's input/output stream via a web-based protocol?
    you: not recommended
    AI recommended (in order):
    1. Node.js
    2. ws
    3. Python
    4. Flask-SocketIO
    5. Go
    6. Java
    7. child_process
    8. xterm.js
    9. subprocess
    10. Django Channels
    11. gotty
    12. ttyd
    13. Shell In A Box
    14. Apache Guacamole
    15. Flask
    16. Express.js
    17. Spring Boot
    18. tmux
    19. screen

    AI recommended 19 alternatives but never named supercorp-ai/supergateway. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a utility to convert incoming server-sent events into a standard process input stream.
    you: not recommended
    AI recommended (in order):
    1. curl
    2. Invoke-WebRequest
    3. fetch
    4. node-fetch (node-fetch/node-fetch)
    5. requests (psf/requests)
    6. EventSource
    7. eventsource (EventSource/eventsource)
    8. wget

    AI recommended 8 alternatives but never named supercorp-ai/supergateway. 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 supercorp-ai/supergateway?
    pass
    AI named supercorp-ai/supergateway explicitly

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

  • If a team adopts supercorp-ai/supergateway in production, what risks or prerequisites should they evaluate first?
    pass
    AI named supercorp-ai/supergateway 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 supercorp-ai/supergateway solve, and who is the primary audience?
    pass
    AI did not name supercorp-ai/supergateway — 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?

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