ai-code-reviewer SKILL.md skillA
ai-code-reviewer from hahaknight/claude-skills-pro is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add hahaknight/claude-skills-pro/ai-code-reviewer@git:20260911.2fc2767Pins git:20260911.2fc2767 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- hahaknight/claude-skills-pro
- Path
free-skills/ai-code-reviewer/SKILL.md- Versions recorded
- 4
- Latest version
- git:20260911.2fc2767, committed Sep 11, 2026
- First version recorded
- Aug 31, 2026
- Size
- 4,136 bytes
- Repository stars
- 6
- License
- MIT
MUST USE when reviewing AI-generated code (Claude/ChatGPT/Copilot output), AI 写的代码/生成的代码能上线吗, or when a change was produced fast and unverified. Targets the characteristic failure modes of AI-generated code: plausible-but-wrong, hallucinated APIs, silent behavior drift, security theater, and over-engineering. Part of claude-skills-pro - 8 more skills (security-audit, refactor-surgeon, perf-profiler, api-designer, db-migration-safe) + 11-chapter CN handbook, all free…
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 Code Reviewer — Trust, but Verify Harder AI-generated code has a specific defect profile: it looks right, is idiomatic, passes lints — and is wrong in ways human code usually isn't. Review it with this bias. ## The AI defect taxonomy (check every item) 1. **Hallucinated surface**: APIs, flags, env vars, config keys, package names that don't exist or are for the wrong version. Verify every unfamiliar symbol against the actual installed package/source — `pip show`, `node_modules/<pkg>`, official docs. One hallucinated import = audit every import. 2. **Plausible-but-wrong logic**: the flow reads naturally but inverts a condition, swaps two variables, uses `<` where `<=` matters, updates the wrong record. Trace data through the code by hand for the 3 most important cases. Never accept "it looks correct." 3. **Behavior drift**: refactors that "also improved" error messages, defaults, formats, ordering. Diff the old vs new behavior explicitly — AI quietly changes contracts while making things "better." …
Read the whole file at its exact version.
How to install
mdr add hahaknight/claude-skills-pro/ai-code-reviewer@sha256:43c4ed968868fa5aThe line at the top of this page pins the label git:20260911.2fc2767, 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_d7izicpq7muh5kvo)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Aug 31, 2026 and Sep 11, 2026, about one every 3 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260911.2fc2767 latest | 2026-09-11 | 2fc2767 | 4,136 B | A | view · diff |
| git:20260901.8eb4da8 | 2026-09-01 | 8eb4da8 | 4,108 B | A | view · diff |
| git:20260901.5a402f1 | 2026-09-01 | 5a402f1 | 4,403 B | A | view · diff |
| git:20260831.684a643 | 2026-08-31 | 684a643 | 3,871 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 (4136 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
hahaknight/claude-skills-pro · 6 stars · license MIT · pushed 2026-09-17 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_d7izicpq7muh5kvo GET https://markdownregistry.com/api/v1/resolve?ref=hahaknight/claude-skills-pro/ai-code-reviewer GET https://markdownregistry.com/api/v1/blob/43c4ed968868fa5af97ab59e0268f17fe3a6f440b8648829b4e7ca3bb14e9a82
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.