CrewAI

Install and activate first — Getting started covers both. Without a key the wiring below succeeds and the server refuses with E_NO_KEY the moment your editor starts it.

One adapter context for the whole crew run, not one per task.

Get the descriptor

cd ~/your-project
kscope init --no-wire
kscope profile import default ~/your-project/.kaleidoscope
kscope profile launch default

Copy command and args into the adapter’s server definition. Any other MCP client explains each field.

Wire it in

Build the adapter from the descriptor, enter the context once, select search and remember, run the crew, then close the context. Do not recreate the server for each task.

Check it

Your agents should hold search and remember, from one adapter context shared across the crew.

Remove it

Close the adapter context at the end of the run and delete the server definition from your own configuration.