How does the shared knowledge base reduce debugging costs?

When you fix a bug, it's added to the KB so other developers can find solutions instantly via 4ms free lookups. Only novel analyses cost $0.05, avoiding duplicate work.

What's included in the free tier?

Knowledge base lookups are free and complete in 4ms. You only pay $0.05 when the system performs a new analysis that isn't already in the KB.

How do I authenticate and set up this MCP server?

The server is hosted at https://api.washinmura.jp/mcp/debug/{lobster_id}. You'll need a valid lobster_id to connect; check the registry or documentation for authentication details.

Can I contribute my own bug fixes to the KB?

Yes—the registry description indicates that fixes are shared across users. When you resolve a bug, it becomes part of the collective knowledge base for others to benefit from.

What happens if my issue isn't in the KB yet?

A new analysis will be performed and charged at $0.05. Once complete, that solution is added to the KB so future lookups on the same issue are free.

MCP ServerHTTPOfficialv2.2.0

顏回 YanHui Debug AI MCP Server

Debug AI models collaboratively with a shared knowledge base where bug fixes benefit all users. Pay only $0.05 per new analysis after free KB lookups.

io.github.sstklen/yanhui-debug

Open in Agent Studio Scan security View source

Hosted URL

https://api.washinmura.jp/mcp/debug/{lobster_id}

Transport

HTTP

Auth

No auth required

What the 顏回 YanHui Debug AI MCP server does

How models use it and what it is built for.

Debug AI models collaboratively with a shared knowledge base where bug fixes benefit all users. Pay only $0.05 per new analysis after free KB lookups.

Connect to 顏回 YanHui Debug AI

Hosted endpoint — paste into any MCP client.

https://api.washinmura.jp/mcp/debug/{lobster_id}

Resources

Where to find authoritative docs and source for 顏回 YanHui Debug AI.

Source repository

Example prompts for 顏回 YanHui Debug AI

Paste any of these into Agent Studio after connecting 顏回 YanHui Debug AI.

What debugging patterns exist in the KB for this error type?
Add this bug fix to the shared knowledge base for future analysis
Show me similar issues other developers have solved
Explain how the KB lookup and analysis pricing model works