Launch a swarm, inspect sandbox runs, and turn failures into test cases.
preman / MCP testingProduct demo
Parallel model testing · Sandbox execution · Repeatable test cases.
ParallelSimulated agent traffic
MCPConnection and tool probing
SandboxWorkflow scenarios
RepeatableRegression coverage
Simulate. Probe. Repeat.
See how agents use your software, find where workflows fail, and keep the checks that matter.
preman / simulate · probe · repeatExample
Example workflowReturn a shipped order
Sandbox
GoalResolve a customer return
ToolsOrders · Returns · Refunds
RuleOpen a return before refunding
CheckCorrect outcome and system state
Your rulestested in context
preman / simulate · probe · repeatExample
Example probe planOne server. Parallel agent traffic.
MCP
Agent 01initialize → tools/list
Agent 02initialize → tools/list
Agent 03initialize → tools/list
Inspect resultsconnections · latency · tools
preman / simulate · probe · repeatExample
Example regression suiteKeep the failures you found
Reusable
01Missing returnPolicy
02Duplicate refundSide effect
03Unknown orderEdge case
Ready to rerunafter the next change
Recreate the conditions agents will encounter.
Bring your tools, workflows, and business rules into a sandbox. Describe what should happen in plain English, including the paths an agent should never take.
Production-like data and tool responses
Expected outcomes grounded in your rules
Run agents against your MCP tools in parallel.
Simulate agent traffic to check connection behavior and tool discovery. Then exercise workflow scenarios to see how agents choose tools and act on the results.
Concurrent MCP discovery probes
Workflow decisions and tool-call evidence
Turn failures into tests you can run again.
Keep the scenario, expected outcome, and evidence behind each failure. Rerun those checks after a tool, model, or product change, and keep expanding your coverage.
Reusable regression scenarios
Run from your desktop or terminal
Software has a new kind of user.
Agents choose tools, chain actions, and take paths your team may never have written a test for. PreMan helps you test those paths.
03 Agents in parallel
Put your MCP server to the test.
Simulate concurrent agent traffic. Probe connections and tool discovery, with evidence behind every request.
02 Individual agents
Check the decisions between calls.
A successful refund can still skip a required return. Test the whole workflow against your business rules.
01 Software
Keep coverage in step with your product.
Discover existing tests, add adjacent scenarios, and rerun the failures you’ve found after every change.
Works with
CursorClaude CodeCodex
Build for your next million users.
We’re building for a world where millions of agents use software alongside people. See how PreMan can test your product today.