Armature continuously runs the workflows agents execute through your MCP — across multiple models and coding harnesses — then tells you exactly what broke, when, and why.
Click-test frameworks were built when software was deterministic. A button either worked or it didn't. Now your product is driven by a non-deterministic agent that picks tools at runtime, hallucinates arguments, and takes a different path on Tuesday than it did on Monday.
Unit tests can't catch this. Manual QA can't keep up. You need a harness that runs your agent the way your users run it — and tells you when reality drifts from the rubric.
Connect once. Armature handles discovery, scheduling, evaluation, and notifications.
Point Armature at your MCP server URL. We catalog every tool, schema, and capability automatically.
We crawl your product surface and tools to propose realistic workflows your users actually run. Approve, edit, or write your own.
Each workflow runs on a schedule against multiple harnesses and models. Catch the regressions you can't reproduce by hand.
Full traces, judge verdicts, and assertion checks on every run. When success rate drops, you find out before your users do.
An agent that works in Claude Code might fall over in Codex. We catch the regressions you can't reproduce by hand.
Every run produces a complete trace — reasoning, tool calls, judge verdict, assertions — so you can debug failures the same way you debug code.
Spot regressions the moment they appear, scoped by workflow, model, or harness.
Every reasoning step, tool call, and result.
Deterministic checks, every run.
Plain-language rubrics get evaluated by an independent model. Every PASS or FAIL is auditable.
Set thresholds on success rate, judge score, latency, or any assertion. Get paged the way your team already gets paged.
tool_called(linear.assign).Connect your MCP in 60 seconds. Watch Armature discover, test, and monitor your agents around the clock.