See what happened
Follow every model call, tool action, error, and result.
Tools for AI agentsSee / Improve / Scale
Crumbles / AI agent tools
Build and scale AI agents with confidence.
Crumbles gives teams simple tools to see what their agents are doing, give them the right knowledge, and improve them as they grow.
04
products for agent teams
02
tools that power them
02
agents for real work
How it works
Agents need the right tools to do real work.
Give agents the right information
Connect current, approved knowledge with the source attached.
Make every run better
Find failures, test changes, and improve how agents work.
Our products
Tools to run agents every day.
01
Observer Tracey
See what every agent did, find failures, and keep runs reliable.
Watch and improve02Captain Atlas
Give agents the right information, with sources and permissions attached.
Give agents knowledge03Agent Clara
Answer customer questions and take safe actions with human backup.
Support customers04Operator Riley
Let agents coordinate work across the tools your team already uses.
Automate workWhy this exists
INPUT
Events, documents, tools, models
PLATFORM
Tracey + Atlas
PRODUCTS
Clara + Riley for real work
For teams building with AI
Make your agents easier to trust and easier to scale.
Know what your agents did, why they did it, what information they used, and what to improve next.