ai-development-guide SKILL.md skillA
This file is byte-identical to the first copy the registry indexed, one of 5 indexed copies. Same content hash, so the same checks give both the same grade.
ai-development-guide from shinpr/claude-code-workflows is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add shinpr/claude-code-workflows/ai-development-guide@git:20261019.e544b5cPins git:20261019.e544b5c in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- shinpr/claude-code-workflows
- Path
dev-skills/skills/ai-development-guide/SKILL.md- Versions recorded
- 8
- Latest version
- git:20261019.e544b5c, committed Oct 19, 2026
- First version recorded
- Aug 8, 2026
- Size
- 15,571 bytes
- Repository stars
- 707
- License
- MIT
Applies language-agnostic and backend technical decision criteria, anti-pattern detection, debugging, and quality gates. Use when reviewing general/backend implementation choices, code smells, failures, or implementation completeness.
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
# AI Developer Guide - Technical Decision Criteria and Anti-pattern Collection ## Value-First Engineering Inspect until the evidence identifies the lowest-total-complexity solution that delivers the required user, operator, or maintainer value while keeping the system correct and maintainable. - Resolve verified problems within confirmed scope or dependencies required for the outcome; report other findings with their owning boundary and evidence without expanding the active change. - Introduce capabilities, infrastructure, abstractions, or speculative edge-case handling when a current outcome, verified constraint, or evidence-backed material risk requires them. - Treat behavior-preserving maintenance inside the confirmed responsibility as current maintainer value when repository evidence shows it reduces change ambiguity, duplicate ownership, defect risk, or future implementation and verification cost without expanding observable product scope. …
Read the whole file at its exact version.
How to install
mdr add shinpr/claude-code-workflows/ai-development-guide@sha256:9bd555eacd512742The line at the top of this page pins the label git:20261019.e544b5c, 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.
[](https://markdownregistry.com/a/art_qsdyjnfyzgv7srrq)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 8 versions of this file, between Aug 8, 2026 and Oct 19, 2026, about one every 10 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261019.e544b5c latest | 2026-10-19 | e544b5c | 15,571 B | A | view · diff |
| git:20261013.5482041 | 2026-10-13 | 5482041 | 15,462 B | A | view · diff |
| git:20261012.33d67a5 | 2026-10-12 | 33d67a5 | 15,453 B | A | view · diff |
| git:20260827.75012a3 | 2026-08-27 | 75012a3 | 15,564 B | A | view · diff |
| git:20260823.056772e | 2026-08-23 | 056772e | 15,349 B | A | view · diff |
| git:20260809.61960dc | 2026-08-09 | 61960dc | 14,921 B | A | view · diff |
| git:20260809.6130272 | 2026-08-09 | 6130272 | 14,940 B | A | view · diff |
| git:20260808.4a0054b | 2026-08-08 | 4a0054b | 15,542 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (15571 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
shinpr/claude-code-workflows · 707 stars · license MIT · pushed 2026-10-29 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_qsdyjnfyzgv7srrq GET https://markdownregistry.com/api/v1/resolve?ref=shinpr/claude-code-workflows/ai-development-guide GET https://markdownregistry.com/api/v1/blob/9bd555eacd5127425d3a7dabe642d609965ab8292b0e582e2f43b50e4cd768e3
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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