Task success
Did the agent finish the task it was given, to the bar you set?
Pre-launch concept
Muxboard is a desktop app that switches harnesses, carries task memory between models, and routes planning to Claude while cheaper models handle routine edits.
Four steps, one desktop. Muxboard sits above the agents you already use instead of replacing them.
Pick a task and Muxboard sends it to the right harness. Switch harnesses mid-task without losing context, because task memory moves with the work, not with the model.
The Claude API breaks the task into concrete steps. Planning goes to Claude, and routine edits go to cheaper models.
Claude reviews tool calls as they happen, so risky or off-plan actions get flagged before they land and a human can step in when needed.
Every run leaves a trace. Each week, Claude turns those traces into a cost and quality report you can actually act on.
Illustrative mockup, not a screenshot of a shipping product. All names and numbers below are placeholders.
Plan (by Claude)
Muxboard measures outcomes, not tokens. These are the metrics it tracks. Values shown are labeled examples only.
Did the agent finish the task it was given, to the bar you set?
How often a run needs you: held tool calls, stuck plans, handoffs.
Total model spend divided by changes that actually merged.
Muxboard is in internal testing. Credits currently cover the planner and the eval loop, roughly 20 to 50 internal runs a day. No public build, pricing, or signup flow yet.
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Tell us which coding agents you run today and what you'd want Muxboard to route.