Turn evidence into reliable Skills

Ingest any work evidence as Sources. Keep the workflows that matter,then explicitly apply Evals before you improve Skills.

Evidence to durable behavior

Find the work worth teaching.

Models organize the evidence. You decide what matters. Workbench preserves that judgment from Sources through Evals to Skills.

Sources01
Ingest immutable records from any source. Analysis identifies recurring work and preserves exact evidence citations.
Workflow taxonomy
- Operations
- Reconcile invoices
- Resolve exceptions
Explore as a hierarchy or optional 2D Map.
Keep or dismiss02
Inspect the workflow and its citations. Human judgment decides what is useful; nothing advances by default.
Reconcile invoicesKeep
One-off formattingDismiss
Decision recorded with exact citations.
Evals03
You select kept workflows and confirm the objective. The model proposes an immutable draft; Apply creates the Eval, while Discard changes nothing.
Immutable Eval draftReady
eval.yaml + cited cases
Apply or discardNo auto-run
Skills04
Run the Eval when you choose, then use its proof to author and improve portable, versioned Skills.
invoice-reconciliationv3
Versioned instructions, references, and proof from the Eval you chose to run.

Nothing is applied or run automatically. Every transition remains inspectable.

Install the CLI

npm install -g @workbench-ai/workbench

Install the Workbench skill

npx skills add workbench-ai/workbench

Send this to your agent

Scan my local agent skills with Workbench

Rolling skills out across an organization? Talk to us about governance.