RANKDevtools & code
Jev MCP Tool


This project built a Jev MCP Tool that saves time and tokens on ranking tasks for LLM models, but requires explicit instructions on how to process the Jev data.
SignalJev saves time/tokens on ranking tasks, but you must specify what to do with it—otherwise LLM models ignore it. https://x.com/unbug/status/2101242447779295558/photo/1
Built a Jev MCP Tool via @typesafeai for @GitHubCopilot and @UnslothAI, tested with local Qwen3.8-Flash. Jev saves time/tokens on ranking tasks, but you must specify what to do with it—otherwise LLM models ignore it. x.com/unbug/status/2101242447779295558/pho