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
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.
- highreadme#1Reposition 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#2Add relevant topics for better categorization
Why:
COPY-PASTE FIXai-gateway, server-sent-events, websockets, stdio, mcp, protocol-bridge, api-gateway, ai-tools, remote-access
- mediumexamples#3Add 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.
- Node.js · recommended 1×
- ws · recommended 1×
- Python · recommended 1×
- Flask-SocketIO · recommended 1×
- Go · recommended 1×
- CATEGORY QUERYHow to expose a command-line application's input/output stream via a web-based protocol?you: not recommendedAI recommended (in order):
- Node.js
- ws
- Python
- Flask-SocketIO
- Go
- Java
- child_process
- xterm.js
- subprocess
- Django Channels
- gotty
- ttyd
- Shell In A Box
- Apache Guacamole
- Flask
- Express.js
- Spring Boot
- tmux
- screen
AI recommended 19 alternatives but never named supercorp-ai/supergateway. This is the gap to close.
Show full AI answer
- CATEGORY QUERYSeeking a utility to convert incoming server-sent events into a standard process input stream.you: not recommendedAI recommended (in order):
- curl
- Invoke-WebRequest
- fetch
- node-fetch (node-fetch/node-fetch)
- requests (psf/requests)
- EventSource
- eventsource (EventSource/eventsource)
- 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 completenesswarn
Suggestion:
- README presencepass
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?passAI 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?passAI 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?passAI 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?
Embed your GEO score
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supercorp-ai/supergateway — 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