code-review-lenses SKILL.md skillA
code-review-lenses from muvon/octomind-tap is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add muvon/octomind-tap/code-review-lenses@git:20261013.a69e0bbPins git:20261013.a69e0bb in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- muvon/octomind-tap
- Path
skills/code-review-lenses/SKILL.md- Versions recorded
- 4
- Latest version
- git:20261013.a69e0bb, committed Oct 13, 2026
- First version recorded
- Jul 5, 2026
- Size
- 6,829 bytes
- Repository stars
- 6
- License
- Apache-2.0
The dimensions of a deep code review: correctness, security, concurrency, performance, design/maintainability, and tests; what each lens hunts for; and the adversarial verification discipline that keeps a multi-reviewer pass from multiplying false positives. Consensus is not correctness; every finding must be refuted before it is trusted.
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
## Overview A single reviewer sees a fraction of what is wrong. Reviewing across distinct lenses in parallel — each blind to the others — surfaces far more, because a security mindset and a concurrency mindset notice different things on the same lines. But breadth has a failure mode: independent reviewers make correlated mistakes, and more voices agreeing does not make a finding true. This skill defines the lenses and the verification discipline that turns a wide sweep into a precise, trustworthy review. The core rule: consensus is not correctness. Models trained on similar data make the same mistakes, and studies of multi-agent pipelines show one confident error spreading until every agent accepts it. So a finding is a hypothesis until it survives an attempt to refute it against the actual code. ## Instructions ### Review beyond the diff …
Read the whole file at its exact version.
How to install
mdr add muvon/octomind-tap/code-review-lenses@sha256:70503b6884753dbbThe line at the top of this page pins the label git:20261013.a69e0bb, 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_ee5qvdeg673ykamr)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Jul 5, 2026 and Oct 13, 2026, about one every 33 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261013.a69e0bb latest | 2026-10-13 | a69e0bb | 6,829 B | A | view · diff |
| git:20260918.40e721d | 2026-09-18 | 40e721d | 6,545 B | A | view · diff |
| git:20260713.4d90955 | 2026-07-13 | 4d90955 | 6,547 B | A | view · diff |
| git:20260705.d55b808 | 2026-07-05 | d55b808 | 6,560 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 (6829 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
muvon/octomind-tap · 6 stars · license Apache-2.0 · pushed 2026-11-08 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_ee5qvdeg673ykamr GET https://markdownregistry.com/api/v1/resolve?ref=muvon/octomind-tap/code-review-lenses GET https://markdownregistry.com/api/v1/blob/70503b6884753dbbf71b9a63db4d42315bedbb83b980354f59a984cf2b1550c2
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.