Each tool has a clearly distinct pipeline role: inspect_form discovers form structure, generate_test_data produces data without browser interaction, and fill_and_submit performs the actual fill and submit action. The overlap in data generation is secondary and explicitly positioned for pre-submission review, so there is no meaningful ambiguity.

All tool names use snake_case and descriptive verbs, but the patterns are not perfectly uniform: generate_test_data includes an extra noun and fill_and_submit uses a conjunction. Still, the style is consistent and readable across the set.

Three tools are well-scoped for a focused form-testing server, covering the essential inspect-generate-submit workflow without redundancy. Each tool earns its place and the minimal set is appropriate.

The tools cover the core lifecycle: inspect form fields, generate valid data, and fill/submit with detailed reporting. A minor gap is the lack of a fill-without-submit operation, but agents can work around it by supplying invalid data to trigger validation errors.