Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add oborchers/fractional-cto --skill code-qualitygit clone --depth 1 https://github.com/oborchers/fractional-ctoWrote 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.
[](https://agentmods.dev/skills/oborchers/fractional-cto/code-quality)<a href="https://agentmods.dev/skills/oborchers/fractional-cto/code-quality"><img src="https://agentmods.dev/badge/skills/oborchers/fractional-cto/code-quality/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.
<a href="https://agentmods.dev/skills/oborchers/fractional-cto/code-quality"><img src="https://agentmods.dev/badge/skills/oborchers/fractional-cto/code-quality.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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 | $0.00106 | $0.03015 |
| Opus 5.5 | $0.00042 | $0.01206 |
| Sonnet 5.5 | $0.00021 | $0.00603 |
| Haiku 4.5 | $0.00011 | $0.00301 |
Grade A, and why
code-quality 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 3d 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.
How it starts
The opening of the file, as written. The whole thing — 260 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Use Ruff as the Single Linter and Formatter, Enforce Types with mypy
The modern Python code quality stack has consolidated around two tools: Ruff for linting and formatting, mypy (or pyright) for type checking. Ruff replaces Black, isort, flake8, pyupgrade, autoflake, and all flake8 plugins with a single Rust-powered binary that is 10-100x faster. Every major package -- FastAPI, Pydantic, httpx, Polars, Rich, pytest, attrs -- has migrated to Ruff. There is no credible alternative for new projects.
Without this consolidation, teams juggle conflicting configurations across six or more tools, deal with parser incompatibilities, and waste CI minutes. Without type checking in CI, a py.typed marker becomes a lie -- promising type safety to downstream consumers while delivering none.
Ruff Rule Sets
Start with an explicit select of rules you want. Never use select = ["ALL"] with a long ignore list -- every Ruff update adds new rules that fire unexpectedly.
Recommended starting set
[tool.ruff.lint]
select = [
"F", # Pyflakes -- undefined names, unused imports
"E", # pycodestyle errors
"W", # pycodestyle warnings
"I", # isort -- import sorting
"N", # pep8-naming -- naming conventions
"UP", # pyupgrade -- modernize syntax
"B", # flake8-bugbear -- common bugs
"SIM", # flake8-simplify -- simplifiable code
"C4", # flake8-comprehensions -- better comprehensions
"RUF", # Ruff-specific rules
"PERF", # Perflint -- performance anti-patterns
]
ignore = ["E501"] # Line too long -- handled by formatter
Also consider adding:
"TCH"-- moves type-only imports behindif TYPE_CHECKING:guards, reducing import time and breaking circular imports. Most valuable for typed libraries where downstream users pay your import cost."C90"-- flags functions exceeding a cyclomatic complexity threshold (default 10). A code review guardrail for functions that are too complex to maintain and test. Pair with[tool.ruff.lint.mccabe] max-complexity = 10.
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.
- 3d ago First seen · 260 lines · 106 tokens per session scan A b52f633c53c9
code-quality is a skill published in the GitHub repository oborchers/fractional-cto (32 stars, last pushed 3d ago), licensed MIT. It adds 106 tokens to every session and 3,015 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 2026-10-13.
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