Transform a tech-agnostic feature specification (title, description, acceptance criteria) into a codebase-specific implementation plan.
NewMaintained
Automatic
◆Coding pack
Last verified 8/3/2026
What it changes
Passed 6 of 18 test cases with the skill, and 12 of 18 without it.
Without skill67%
With skill33%
Checks it passed that the model alone missed
Requests the missing feature title and description before creating the plan.
Asks the user for acceptance criteria prior to generating the technical plan.
Requests the missing acceptance criteria before producing the implementation plan.
and 1 more in the full report
3 fixed2 passed either way16 still failing4 broke
Pass-rate lift
-33 pp
Tokens
-12%
Agent turns
0%
Response time
-52%
Model gemini-3.6-flashMeasured 8/3/2026v15 of 25 cases passed with skill · 18 comparable
Tokens, turns and time describe resource use, not a dollar price.
What's inside
The instructions your model reads when the skill loads.
SKILL.md152 linessingle file
Implementation Planner
Transform a tech-agnostic feature specification into a codebase-specific implementation plan. This skill is designed to be used with Claude Code, where the repo is available as context.
Input
This skill expects a feature specification as input, typically produced by the feature-refiner skill. The input should contain:
Title: Name of the feature
Description: 2-3 sentences on what the feature does and why
Acceptance Criteria: A list of specific, testable criteria
If the input is missing any of these, ask the user to provide them before proceeding.
Process Overview
Receive the feature spec — Parse the title, description, and acceptance criteria
Explore the codebase — Understand the repo's structure, tech stack, patterns, and conventions
Identify the relevant code — Find the files, components, and modules that the feature will touch
Map criteria to code changes — Determine what needs to change or be created for each acceptance criterion
Detect risks and dependencies — Surface anything that could block or complicate implementation
Produce the plan — Write a structured, actionable implementation plan
Step 1: Receive the Feature Spec
Parse the provided feature spec. Echo it back in a summary to confirm understanding.
If the spec is ambiguous or seems incomplete, ask clarifying questions before exploring the codebase.
Patterns and conventions: How existing features are structured (routing, state management, data access, API patterns, component structure, naming conventions, test patterns)
Relevant existing code: Files and modules that relate to the feature being planned
Focus your exploration on areas relevant to the feature. Don't map the entire repo — just what matters.