stelow-workflow-codebase-critique

stelow-workflow-codebase-critique is a skill for Claude Code, Codex from calionauta/stelow. It costs 94 tokens per session (2,830 once invoked), scanned A, original, MIT.

A structured audit of a source-code directory that reviews its technical organization rather than its visual design. It examines architecture, data flow, API contracts, performance, theming, responsive behavior, and low-quality AI-generated code patterns.

In plain words
What is it for?
Use it to review a codebase's modules and dependencies, trace state and event flow, inspect error handling and logging, identify performance risks, and assess responsive or theme-related implementation.
Why use it?
It helps reveal structural weaknesses that may be difficult to notice during ordinary feature work. The result is a classified gap report with recommendations for addressing the findings.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: mentions subagents; positional $N argument.

Needs its repository: it reads a path above its own folder, which exists only inside the repository. The line is **Tools:** See `../stelow-workflow-orchestrator/references/cli-tools/subagents.md` for subagent patterns..

Good fit Use it to review a codebase's modules and dependencies, trace state and event flow, inspect error handling and logging, identify performance risks, and assess responsive or theme-related implementation.

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Install

Getting it into your agent

It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.

Clone the repo
git clone --depth 1 https://github.com/calionauta/stelow
agentmods
npx agentmods add skills/calionauta/stelow/stelow-workflow-codebase-critique

Made for: Claude Code, 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.

agentmods badge for stelow-workflow-codebase-critique

README.md
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Per session 94 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,830 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. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original 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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00094 $0.02830
Opus 5.5 $0.00038 $0.01132
Sonnet 5.5 $0.00019 $0.00566
Haiku 4.5 $0.00009 $0.00283

Measured 14d ago against content hash 7d657033fecc, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

stelow-workflow-codebase-critique 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 14d 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.

skills/stelow-workflow-codebase-critique/SKILL.md · 291 lines

How it starts

The opening of the file, as written. The whole thing — 291 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Codebase Critique

Focus: Critically analyze source code structure — architecture, data flow, API contracts, performance, theming, responsive patterns, and AI slop in code. Input: Source code directory. Output: Classified gap report (🚨/🤔/🔎) with recommendations.

Tools: See ../stelow-workflow-orchestrator/references/cli-tools/subagents.md for subagent patterns.

Standalone awareness: inside stelow, quality gates critique depth (experimental → light, production → full). Standalone defaults to production quality (full single-reviewer). Works with any source directory — no stelow dependency for the audit logic.

Overview

Structural codebase critique — evaluates architecture, data flow, API contracts, performance, theming, responsive patterns, and AI slop in code.

This skill performs a source code audit using checklists focused on technical and structural aspects (non-visual):

Dimension What it evaluates
🏗️ Architecture Module structure, dependency flow, coupling
🔄 Data Flow Call chains, state management, event propagation
📡 System Contracts API definitions, error handling, logging
⚡ Performance Bundle size, re-renders, lazy loading
🎨 Theming Design tokens, dark mode support
📱 Responsive CSS breakpoints, media queries
🤖 AI Slop in Code Over-generated patterns, redundant code, boilerplate

Important: This skill is for analyzing source code of components and logic. If you need visual UI auditing (accessibility, design, UX), use stelow-workflow-ux-critique em Codebase mode.

Quality Gate (auto-skip for small scopes)

Before running codebase critique, check if quality warrants it. Codebase critique is for structural analysis — if the scope is 1 file, the value is minimal.

# Read quality from stelow context or env var; default production (via canonical helper).
WF_DIR="$(ls -td .stelow/*/*/ 2>/dev/null | head -1)"
# shellcheck disable=SC1091
source "$(dirname "${BASH_SOURCE[0]:-$0}")/../../stelow-workflow-orchestrator/references/cli-tools/read-config.sh"
QUALITY="${QUALITY:-$(stelow_read_quality)}"
DIFF_FILES=$(git diff --name-only HEAD~1 2>/dev/null | wc -l | tr -d ' ')
# Entity-level gate when sem is available (files undercount refactors that touch few files broadly)
DIFF_ENTITIES=$(sem diff --format json HEAD~1 2>/dev/null | python3 -c "import sys,json; print(len(json.load(sys.stdin).get('entities', [])))" 2>/dev/null || echo "$DIFF_FILES")

Read the full file on GitHub · 291 lines

Files

What ships with it

3 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.

  1. 14d ago Changed · +5 lines 7d657033fecc
  2. 1mo ago Changed · -1 lines ccddf5419d1f
  3. 1mo ago Changed · +6 lines 08e2db64347c
  4. 1mo ago Changed · +6 lines be82aea381d3
  5. 1mo ago Changed · +1 lines 5ffcb5249e24
  6. 1mo ago Changed · +26 lines 6537724f9889
  7. 1mo ago Changed · +4 lines 48ad57d9a1ac
  8. 1mo ago Changed · +6 lines 9df9220a180a
  9. 2mo ago First seen · 238 lines · 94 tokens per session scan A 3ff418b23ce2

Subscribe to this mod's changes

stelow-workflow-codebase-critique is a skill published in the GitHub repository calionauta/stelow (14 stars, last pushed 9d ago), licensed MIT. It adds 94 tokens to every session and 2,830 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 2026-08-30.

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