frontend-to-backend-requirements

Document frontend data needs for backend developers. Use when frontend needs to communicate API requirements to backend, or user says 'backend requirements', 'what data do I need', 'API requirements', or is describing data needs for a UI.

1.70x

Quality

79%

Does it follow best practices?

Impact

99%

1.70x

Average score across 3 eval scenarios

Securityby

Passed

No known issues

Optimize this skill with Tessl

npx tessl skill review --optimize ./dist/plugins/frontend-to-backend-requirements/skills/frontend-to-backend-requirements/SKILL.md

Evaluation results

100%

55%

Notification Center Requirements

Backend requirements document structure and workflow

Criteria

Without context

With context

Correct output path

40%

100%

Title format

100%

Context section

50%

100%

Screen subsections

57%

100%

Data display described

100%

Actions described

100%

States covered

100%

Uncertainties section

25%

100%

Questions for Backend

62%

100%

Discussion Log present

100%

No endpoint specs

100%

No field names

100%

Context-rich data descriptions

40%

100%

98%

-2%

Incorporating Backend Feedback into Requirements

Updating requirements after backend feedback

Criteria

Without context

With context

Correct output path

100%

Discussion Log populated

100%

Decisions recorded

100%

Uncertainties resolved

100%

Requirements adjusted

100%

Original structure preserved

100%

No implementation details added

100%

Source of truth note

100%

Remaining questions flagged

100%

Pushback invitation present

100%

33%

100%

70%

Order History Requirements

Data relationships and pushback invitation

Criteria

Without context

With context

Correct output path

28%

100%

Relationship descriptions

20%

100%

No nesting assumptions

30%

100%

No field names

100%

Context for data items

50%

100%

Pushback invitation phrases

100%

Open questions phrasing

50%

100%

Business rules section

100%

Edge case states

87%

100%

Uncertainties checklist

14%

100%

No endpoint specs

100%

Repository: softaworks/agent-toolkit
Commit: 3027f20

Evaluated: 30 days ago
Agent: Claude Code
Model: Claude Sonnet 4.6

Table of Contents

Notification Center Requirements Incorporating Backend Feedback into Requirements Order History Requirements

Is this your skill?

If you maintain this skill, you can claim it as your own. Once claimed, you can manage eval scenarios, bundle related skills, attach documentation or rules, and ensure cross-agent compatibility.