What is systematic-code-review?

A structured workflow for reviewing a software repository and proposing changes. It compares the code with product requirements, specifications, and documentation, then records issues such as logic errors, security risks, and unreliable or incomplete implementations.

Use it to audit a new codebase, review an implementation against its documentation, find logic or security problems, and write review findings.

It helps reveal when code does not match its requirements or appears to work only in simple cases. It also organizes the review so important risks and findings are easier to track.

How Qalxry/image-viewer-mcp configures Codex

Reuse

Borrowing it

Nothing to install: this file belongs to Qalxry/image-viewer-mcp. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file

curl -O https://raw.githubusercontent.com/Qalxry/image-viewer-mcp/main/.agents/skills/systematic-code-review/SKILL.md

Clone the repo

git clone --depth 1 https://github.com/Qalxry/image-viewer-mcp

Made for: Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

README.md

[![agentmods](https://agentmods.dev/badge/skills/qalxry/image-viewer-mcp/systematic-code-review/github.svg)](https://agentmods.dev/skills/qalxry/image-viewer-mcp/systematic-code-review)

Your own site

<a href="https://agentmods.dev/skills/qalxry/image-viewer-mcp/systematic-code-review"><img src="https://agentmods.dev/badge/skills/qalxry/image-viewer-mcp/systematic-code-review/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

Your own site · 80×15

<a href="https://agentmods.dev/skills/qalxry/image-viewer-mcp/systematic-code-review"><img src="https://agentmods.dev/badge/skills/qalxry/image-viewer-mcp/systematic-code-review.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 101 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 1,797 The whole file, excluding the scripts and references it only reads on demand.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.

Origin unknown No closer match found in the catalogue.

Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

Model	Per session	Once invoked
Fable 5.1	$0.00101	$0.01797
Opus 5.5	$0.00040	$0.00719
Sonnet 5.5	$0.00020	$0.00359
Haiku 4.5	$0.00010	$0.00180

Measured 2mo ago against content hash b8f8f598c3e3, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

systematic-code-review scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.agents/skills/systematic-code-review/SKILL.md · 116 lines

The source is not reproduced here

No licence file

Read it on GitHub

Files

What ships with it

2 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

2mo ago First seen · 116 lines · 101 tokens per session scan A b8f8f598c3e3

Subscribe to this mod's changes

systematic-code-review is a skill published in the GitHub repository Qalxry/image-viewer-mcp (0 stars, last pushed 2mo ago), with no licence file. It adds 101 tokens to every session and 1,797 once invoked, about $0.0004 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

Code review

systematic-code-review next to 6 skills from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
systematic-code-reviewQalxry/image-viewer-mcp	Skill	0	2mo ago	none	A	101	Codex
autoreviewopenclaw/clawhub	Skill	9.5k	today	MIT	A	17	Claude Code, Codex
omh-code-reviewrlaope/oh-my-hermes	Skill	5.2k	today	MIT	A	48	Claude Code, Codex
agent-teams-simplify-and-hardenLeoYeAI/openclaw-master-skills	Skill	2.2k	6d ago	MIT	A	115	Claude Code, Codex
revdiff-planumputun/revdiff	Skill	947	2d ago	MIT	A	84	Claude Code
explore-unknownsdzhng/skills	Skill	1.4k	today	MIT	A	162	Claude Code, Codex
re0-mergeLilMGenius/paperthin	Skill	1.4k	4d ago	MIT	A	70	Claude Code

image-viewer-mcp: Skill for Codex