implementation-approach SKILL.md skillA

implementation-approach from shinpr/ai-coding-project-boilerplate is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add shinpr/ai-coding-project-boilerplate/implementation-approach@git:20261014.578fed5

Pins git:20261014.578fed5 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
shinpr/ai-coding-project-boilerplate
Path
.claude/skills-en/implementation-approach/SKILL.md
Versions recorded
6
Latest version
git:20261014.578fed5, committed Oct 14, 2026
First version recorded
Aug 8, 2026
Size
12,843 bytes
Repository stars
234
License
MIT

Selects implementation strategy (vertical slice, horizontal, or hybrid) with risk assessment. Use when planning feature implementation.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# 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
```yaml
Architecture Analysis: Responsibility separation, data flow, dependencies, technical debt
Implementation Quality Assessment: Code quality, test coverage, performance, security
Historical Context Understanding: Current form rationale, past decision validity, constraint changes, requirement evolution
```

#### Meta-cognitive Question List
- What is the true responsibility of this implementation?
- Which parts are business essence and which derive from technical constraints?
- What dependencies or implicit preconditions are unclear from the code?
- What benefits and constraints does the current design bring?

Stop when another current-state fact cannot change responsibility, reuse, option validity, total complexity, a contract, or verification.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add shinpr/ai-coding-project-boilerplate/implementation-approach@sha256:3abbb2893ad998dd

The line at the top of this page pins the label git:20261014.578fed5, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_tuql6jkkutbdml35.svg)](https://markdownregistry.com/a/art_tuql6jkkutbdml35)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 6 versions of this file, between Aug 8, 2026 and Oct 14, 2026, about one every 13 days.

versioncommittedcommitsizeaudit
git:20261014.578fed5 latest2026-10-14 578fed5 12,843 BA view · diff
git:20260901.b347ae22026-09-01 b347ae2 12,828 BA view · diff
git:20260831.b1830372026-08-31 b183037 12,685 BA view · diff
git:20260828.9d50d562026-08-28 9d50d56 12,637 BA view · diff
git:20260823.ef6017b2026-08-23 ef6017b 12,465 BA view · diff
git:20260808.84734e32026-08-08 84734e3 12,226 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (12843 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

shinpr/ai-coding-project-boilerplate · 234 stars · license MIT · pushed 2026-10-14 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_tuql6jkkutbdml35
GET https://markdownregistry.com/api/v1/resolve?ref=shinpr/ai-coding-project-boilerplate/implementation-approach
GET https://markdownregistry.com/api/v1/blob/3abbb2893ad998dd6535430aa576badc5386c1a5ff9a9772c9af43dad9e20637

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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Every file in shinpr/ai-coding-project-boilerplate

Other files named implementation-approach

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implementation-approach SKILL.md skill
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implementation-approach SKILL.md skill
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