ai-development-guide SKILL.md skillA
This file is byte-identical to the first copy the registry indexed. 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:20261106.93b67d5Pins git:20261106.93b67d5 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
skills/ai-development-guide/SKILL.md- Versions recorded
- 10
- Latest version
- git:20261106.93b67d5, committed Nov 6, 2026
- First version recorded
- Aug 8, 2026
- Size
- 15,677 bytes
- Repository stars
- 712
- License
- MIT
Applies technical decision criteria, anti-pattern detection, debugging, and quality gates for backend and frontend code. Use when implementing, reviewing, or diagnosing code, 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 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 assigned 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:ce8fbe32d238a68bThe line at the top of this page pins the label git:20261106.93b67d5, 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_f3tsnxreo74fcyzh)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 10 versions of this file, between Aug 8, 2026 and Nov 6, 2026, about one every 10 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261106.93b67d5 latest | 2026-11-06 | 93b67d5 | 15,677 B | A | view · diff |
| git:20261102.9387efe | 2026-11-02 | 9387efe | 15,543 B | A | view · diff |
| git:20261019.e544b5c | 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 (15677 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 · 712 stars · license MIT · pushed 2026-11-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_f3tsnxreo74fcyzh GET https://markdownregistry.com/api/v1/resolve?ref=shinpr/claude-code-workflows/ai-development-guide GET https://markdownregistry.com/api/v1/blob/ce8fbe32d238a68bcded0eacd8bdcf6287a8fe4d42ec7ca207317f5d140e94d0
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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