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AI EngineeringJavaScript

Implementation Approach

by shinpr

Implementation Approach is an AI Engineering skill for Claude Code, published by shinpr in claude-code-workflows.

669 stars102 forkson shinpr/claude-code-workflowsAdded 2026/08/24Repository updated 2026/08/23
agent-skillsagentic-aiagentic-codingai-agentsanthropicclaude-codeclaude-code-pluginclaude-code-skillcode-qualitycode-reviewdeveloper-toolsdevelopment-workflowllm-orchestrationproductivitysubagents
Install in seconds
Install Implementation Approach
Copy Implementation Approach into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.
terminal
npx degit https://github.com/shinpr/claude-code-workflows/tree/main/skills/implementation-approach ~/.claude/skills/implementation-approach

Requires Node.js. Downloads this skill only โ€” not the rest of the repository โ€” into your Claude Code skills folder.

Without Node.js

git clone https://github.com/shinpr/claude-code-workflows.git

Clones the whole repository, then copy the skillโ€™s own directory into your skills folder yourself.

In this catalog

Source file
skills/implementation-approach/SKILL.md in shinpr/claude-code-workflows
Installs to
~/.claude/skills/implementation-approach
Collection
One of 25 skills cataloged from this repository
Category
AI Engineering โ€” 2451 skills

What Implementation Approach does

Implementation Approach helps choose an implementation strategy by analyzing the current state, comparing options, and defining verification criteria. Use it when planning a change, selecting an approach, or checking constraints and risks.

Implementation Approach is cataloged under AI Engineering on DirSkills. Implementation Approach comes from a repository tagged agent-skills, agentic-ai, agentic-coding, ai-agents and anthropic.

Documentation

README

Implementation Strategy Selection Framework (Meta-cognitive Approach)

Meta-cognitive Strategy Selection Process

Phase 1: Decision-Sufficient Current State Analysis

Core Question: "What does the existing implementation look like?"

Analysis Framework
Architecture Analysis: Responsibility separation, data flow, dependencies, technical debt
Implementation Quality Assessment: Code quality, behavior-relevant test evidence, performance, security
Historical Context Understanding: Current form rationale, past decision validity, constraint changes, requirement evolution

This is the opening of the README. Read the full README on GitHub.

Frequently asked about Implementation Approach

  • What else does shinpr publish alongside Implementation Approach?

    Implementation Approach is one of 25 skills that DirSkills catalogs from shinpr/claude-code-workflows, the repository it ships in. Its siblings there include AI Developer Guide, Coding Principles and Documentation Criteria. Each one is a separate skill with its own page in this directory, installs the same way Implementation Approach does, and is maintained by shinpr in that same repository. The rest of the collection is listed on the shinpr/claude-code-workflows page.

  • How does Implementation Approach compare to other AI Engineering skills?

    Implementation Approach ranks #1813 by stars among the 2451 AI Engineering skills in this catalog. The most-starred ones next to it are Architecture Decision Records, AI-First Engineering and Agentic OS. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of Implementation Approach against them. Open each page to compare what they document and how they install.

More from shinpr/claude-code-workflows

Implementation Approach is one of 25 skills cataloged on DirSkills from shinpr/claude-code-workflows.

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1w ago

AI Developer Guide

AI Developer Guide applies decision criteria, anti-pattern detection, debugging, and quality gates for backend or language-agnostic implementation reviews. Use it to assess code smells, failures, completeness, and fallback behavior.
Quality
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๐Ÿงฉ
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Coding Principles

Coding Principles provides language-agnostic guidance for writing maintainable, readable, and well-structured code. Use it when implementing features, refactoring, or reviewing code quality.
Quality
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๐Ÿ“„
1w ago

Documentation Criteria

Documentation Criteria determines whether a change needs a PRD, ADR, UI Spec, Design Doc, or Work Plan, and where each belongs. Use it when planning or reviewing technical documentation scope.
Writing
669102
๐Ÿ”—
1w ago

External Resource Context

External Resource Context records where external resources live and how to reach them for design, implementation, and verification. Use it when work depends on a design source, API schema, IaC source, secret store, or other canonical external system.
AI Engineering
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๐ŸŽจ
1w ago

Front Adjust

Front Adjust adjusts an existing UI in session and verifies the changes against the design source. Use it for targeted frontend updates that need iterative edit-check-refine review.
Frontend
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๐Ÿงช
1w ago

Front Review

Front Review validates React and TypeScript frontend changes against a Design Doc and security requirements. Use it after implementation to review compliance, resolve findings, and apply optional fixes.
Quality
669102