MCP ONBOARDING EXPERIMENTS

A material change. A verified result.

Compare onboarding guides and tool descriptions against a fixed task, then connect feedback to a tested revision.

Recorded experiment · synthetic records · local execution. This public explorer makes no model calls.

Try a material comparison

Choose a saved failure, inspect its material and compare the recorded result after the material change. Your selections stay in this browser; they create no new run or user-feedback record.

Saved failure

Inspect the evidence

Report versionExecution modeEvidence cohortTask splitTask familyMaterial

Task	Material / trial	Verdict	Evidence	CNY cost bound

Read the changed materials

Choose a workflow

The local workspace supports immutable materials, real stdio MCP tools, independent verification, cost reservation and feedback-linked revisions. This website provides the published experiment view.

Interpretation and privacy

Synthetic task evidence; correlated repeats and a small task catalog limit interpretation. Observed human participants: 0.

No login, uploads, feedback forms or application analytics are included. Hosting providers may process ordinary access logs. Keys and private execution files stay outside this bundle.