Dignified Python Standards
docling-project/docling
Applies opinionated production Python conventions chosen by the project's Python version: modern type syntax, pathlib, explicit checks and interface guidance.
Code quality guidelines and best practices for writing clean, maintainable code.
$ npx skills add unxed/f4 --skill aif-best-practices -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install unxed/f4 aif-best-practices --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/unxed/f4.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/aif-best-practices .claude/skills/aif-best-practices && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "aif-best-practices" agent skill from https://github.com/unxed/f4/tree/main/.agents/skills/aif-best-practices into .claude/skills/aif-best-practices/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aif-best-practices", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/unxed/f4/tree/main/.agents/skills/aif-best-practicesType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add unxed/f4 --skill aif-best-practices -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install unxed/f4 aif-best-practices --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/unxed/f4.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/aif-best-practices .agents/skills/aif-best-practices && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "aif-best-practices" agent skill from https://github.com/unxed/f4/tree/main/.agents/skills/aif-best-practices into .agents/skills/aif-best-practices/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aif-best-practices", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add unxed/f4 --skill aif-best-practices -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install unxed/f4 aif-best-practices --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/unxed/f4.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/aif-best-practices .cursor/skills/aif-best-practices && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "aif-best-practices" agent skill from https://github.com/unxed/f4/tree/main/.agents/skills/aif-best-practices into .cursor/skills/aif-best-practices/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aif-best-practices", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/unxed/f4.git --path .agents/skills/aif-best-practices--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add unxed/f4 --skill aif-best-practices -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install unxed/f4 aif-best-practices --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/unxed/f4.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/aif-best-practices .gemini/skills/aif-best-practices && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "aif-best-practices" agent skill from https://github.com/unxed/f4/tree/main/.agents/skills/aif-best-practices into .gemini/skills/aif-best-practices/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aif-best-practices", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install unxed/f4 aif-best-practicesInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add unxed/f4 --skill aif-best-practices -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/unxed/f4.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/aif-best-practices .github/skills/aif-best-practices && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "aif-best-practices" agent skill from https://github.com/unxed/f4/tree/main/.agents/skills/aif-best-practices into .github/skills/aif-best-practices/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aif-best-practices", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add unxed/f4 --skill aif-best-practices -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install unxed/f4 aif-best-practices --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/unxed/f4.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/aif-best-practices .opencode/skills/aif-best-practices && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "aif-best-practices" agent skill from https://github.com/unxed/f4/tree/main/.agents/skills/aif-best-practices into .opencode/skills/aif-best-practices/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aif-best-practices", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
aif-best-practicesCode quality guidelines and best practices for writing clean, maintainable code.
Aif Best Practices is an agent skill from unxed/f4. Code quality guidelines and best practices for writing clean, maintainable code. Covers naming, structure, error handling, testing, and code review standards. Use when writing code, reviewing, refactoring, or asking "how should I name this", "best practice for", "clean code".
Its SKILL.md is about 2.3k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Development, covering Code quality, Code review and Refactoring. The repository describes itself as: dual pane like a charm. The licence is BSD-3-Clause.
Read from SKILL.md and the folder at commit 772edc7. It shows what the files ask for, not the result of running them.
Pre-approves these tools, so the agent can use them without asking each time:
ReadGlobGrepFrom allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md (its code samples are typescript and php).
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Aif Best Practices loads about 2.3k tokens when it runs. Until then it costs about 74 tokens; SKILL.md has 596 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from unxed/f4 at commit 772edc7, republished under its BSD-3-Clause licence (© unxed). 596 words, ~2,271 tokens.
.claude/skills/aif-best-practices/SKILL.md (or your agent's skills folder).Universal code quality guidelines applicable to any language or framework.
Context: If .ai-factory/ARCHITECTURE.md exists, follow its folder structure, dependency rules, and module boundaries alongside these guidelines.
Read .ai-factory/skill-context/aif-best-practices/SKILL.md — MANDATORY if the file exists.
This file contains project-specific rules accumulated by /aif-evolve from patches,
codebase conventions, and tech-stack analysis. These rules are tailored to the current project.
How to apply skill-context rules:
Enforcement: After generating any output artifact, verify it against all skill-context rules. If any rule is violated — fix the output before presenting it to the user.
/aif-best-practices — Full overview/aif-best-practices naming — Naming conventions/aif-best-practices structure — Code organization/aif-best-practices errors — Error handling/aif-best-practices testing — Testing practices/aif-best-practices review — Code review checklist✅ Good ❌ Bad
─────────────────────────────────────────────
getUserById(id) getUser(i)
isValidEmail checkEmail
maxRetryCount max
calculateTotalPrice calc
handleSubmit submitRules:
id, url, api)is, has, can, should prefixfetchUser, validateInput)✅ Good ❌ Bad
─────────────────────────────────────────────
user-service.ts userService.ts (inconsistent)
UserRepository.ts user_repository.ts (mixed)
/components/Button/ /Components/button/
/services/auth/ /Services/Auth/Rules:
*.test.ts or *.spec.ts (consistent)// ✅ Good: Single responsibility, clear inputs/outputs
function calculateDiscount(price: number, discountPercent: number): number {
if (discountPercent < 0 || discountPercent > 100) {
throw new Error('Discount must be between 0 and 100');
}
return price * (1 - discountPercent / 100);
}
// ❌ Bad: Multiple responsibilities, side effects
function processOrder(order) {
validateOrder(order); // validation
order.discount = getDiscount(); // mutation
saveToDatabase(order); // persistence
sendEmail(order.user); // notification
return order;
}// ✅ Good: PHP with type declarations
function calculateDiscount(float $price, float $discountPercent): float
{
if ($discountPercent < 0 || $discountPercent > 100) {
throw new InvalidArgumentException('Discount must be between 0 and 100');
}
return $price * (1 - $discountPercent / 100);
}Rules:
feature/
├── index.ts # Public exports only
├── types.ts # Types and interfaces
├── constants.ts # Constants
├── utils.ts # Pure utility functions
├── hooks.ts # React hooks (if applicable)
├── service.ts # Business logic
└── repository.ts # Data accessRules:
_ or in internal/// ✅ Good: Specific errors, meaningful messages
class UserNotFoundError extends Error {
constructor(userId: string) {
super(`User not found: ${userId}`);
this.name = 'UserNotFoundError';
}
}
async function getUser(id: string): Promise<User> {
const user = await db.users.find(id);
if (!user) {
throw new UserNotFoundError(id);
}
return user;
}
// ❌ Bad: Generic errors, swallowed exceptions
async function getUser(id) {
try {
return await db.users.find(id);
} catch (e) {
console.log(e); // Swallowed!
return null; // Hides the problem
}
}Rules:
✅ Good: "Failed to create user: email 'test@example.com' already exists"
❌ Bad: "Error occurred"
❌ Bad: "Something went wrong"describe('calculateDiscount', () => {
it('should apply percentage discount to price', () => {
// Arrange
const price = 100;
const discount = 20;
// Act
const result = calculateDiscount(price, discount);
// Assert
expect(result).toBe(80);
});
it('should throw for invalid discount percentage', () => {
expect(() => calculateDiscount(100, -10)).toThrow();
expect(() => calculateDiscount(100, 150)).toThrow();
});
});Rules:
1. Critical business logic ████████████ Must have
2. Edge cases and boundaries ████████░░░░ Important
3. Integration points ██████░░░░░░ Important
4. Happy paths ████░░░░░░░░ Basic
5. UI components ██░░░░░░░░░░ Optional/aif-security-checklist)✅ Good feedback:
"This could throw if `user` is null. Consider adding a null check
or using optional chaining: `user?.profile?.name`"
❌ Bad feedback:
"This is wrong"
"I don't like this"
"Why did you do it this way?"| Area | Rule |
|---|---|
| Naming | Descriptive, consistent, reveals intent |
| Functions | Small, single purpose, no side effects |
| Errors | Specific types, never swallow, log context |
| Tests | AAA pattern, test behavior, descriptive names |
| Reviews | Be specific, suggest solutions, be kind |
.ai-factory/ARCHITECTURE.md, and skill-context overrides instead of reading config.yaml.© unxed, BSD-3-Clause. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in .agents/skills/aif-best-practices of unxed/f4.
Open the folder on GitHubat commit 772edc7
Aif Best Practices next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Aif Best Practices this skillunxed/f4 | 243 | — | ~2.3k | Automated safety check: Pass | BSD-3-Clause | |
| Dignified Python Standardsdocling-project/docling | 69k | — | ~1.5k | Automated safety check: Pass | Apache-2.0 | |
| Clean Code GuardamElnagdy/guard-skills | 1.3k | 2 repos | ~4.3k | Automated safety check: Pass | MIT | |
| Maintainable Code for iPolloWorkDevin-AXIS/iPolloWork | 6.8k | — | ~2.7k | Automated safety check: Pass | Custom licence | |
| Cross-Language Coding Standardszereight/gitlab-mcp | 2k | 1 repos | ~1.4k | Automated safety check: Pass | MIT | |
| Code Qualitypiomin/claude-ai-spring-boot | 1.3k | — | ~2.2k | Automated safety check: Pass | Apache-2.0 |
docling-project/docling
Applies opinionated production Python conventions chosen by the project's Python version: modern type syntax, pathlib, explicit checks and interface guidance.
amElnagdy/guard-skills
Reviews generated or changed production code against Clean Code, SOLID, DRY, KISS, YAGNI and LLM-specific failure modes before it ships, in any language.
Devin-AXIS/iPolloWork
A code-change gate for the iPolloWork repository: search and reuse first, keep one source of truth, justify every new file or dependency, and audit the change.
zereight/gitlab-mcp
Shared reference for naming, function size, complexity and error handling rules that reviewer agents apply across TypeScript, Python, Go, Rust, Java, C# and Swift.
piomin/claude-ai-spring-boot
Comprehensive code review for Java - clean code principles, API contracts, null safety, exception handling, and performance.
saurabhkumar8112/cyclomatic-complexity-skill
Refactor code to reduce cyclomatic complexity so it stays readable, maintainable, and aligned with the long-term vision of the codebase, not just optimized for AI comprehension.
unxed/f4
Comprehensive documentation guide for Golang projects, covering godoc comments, README, CONTRIBUTING, CHANGELOG, Go Playground, Example tests, API docs, and llms.txt.
unxed/f4
Golang code style conventions — line length and breaking, variable declarations, control flow clarity, when comments help vs hurt.
unxed/f4
Comprehensive guide for Go database access — parameterized queries, struct scanning, NULLable columns, transactions, isolation levels, SELECT FOR UPDATE, connection pool, batch processing, context…
unxed/f4
Security audit checklist based on OWASP Top 10 and best practices.
unxed/f4
Go (Golang) naming conventions — covers packages, constructors, structs, interfaces, constants, enums, errors, booleans, receivers, getters/setters, functional options, acronyms, test functions, and…
unxed/f4
Golang concurrency design — goroutine lifecycle and leak prevention, channels and select, channel ownership and direction, sync.Mutex/RWMutex/sync.Map/sync.Once/atomics, errgroup, singleflight…
Categories
Code quality guidelines and best practices for writing clean, maintainable code. Aif Best Practices is an agent skill from unxed/f4. Code quality guidelines and best practices for writing clean, maintainable code.
Aif Best Practices fits situations like: asking how should I name this; best practice for.
Run `npx skills add unxed/f4 --skill aif-best-practices -a claude-code`. Or copy the skill folder (.agents/skills/aif-best-practices in unxed/f4) into .claude/skills/aif-best-practices in your project. Claude Code loads it when a task matches its description.
Run `npx skills add unxed/f4 --skill aif-best-practices -a codex`. Or copy the skill folder (.agents/skills/aif-best-practices in unxed/f4) into .agents/skills/aif-best-practices in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add unxed/f4 --skill aif-best-practices -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/aif-best-practices, .gemini/skills/aif-best-practices, .github/skills/aif-best-practices and .opencode/skills/aif-best-practices in your project.
SKILL.md names no scripts, command-line tools or credentials: Aif Best Practices is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Glob, Grep.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Aif Best Practices is published under the BSD-3-Clause licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.3k tokens (SKILL.md is roughly 9.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Aif Best Practices: Dignified Python Standards (docling-project/docling, 69k stars), Clean Code Guard (amElnagdy/guard-skills, 1.3k stars), Maintainable Code for iPolloWork (Devin-AXIS/iPolloWork, 6.8k stars) and Cross-Language Coding Standards (zereight/gitlab-mcp, 2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
unxed (a GitHub user) maintains it in unxed/f4, which has 243 GitHub stars. The repository holds 36 skills in this directory. The repository was last updated on October 10, 2026.
Source: unxed/f4 on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.