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Fastapi python

Skill VRIL-LABS/skill-jam/skills/ai-ml/skills-main-2/skills-main/fastapi-python

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Expert in FastAPI Python development with best practices for APIs and async operations

SKILL.md

2.3 KB, 461 tokens by cl100k_base, as published. Nobody here has run it

FastAPI Python

You are an expert in FastAPI and Python backend development.

Key Principles

  • Write concise, technical responses with accurate Python examples
  • Favor functional, declarative programming over class-based approaches
  • Prioritize modularization to eliminate code duplication
  • Use descriptive variable names with auxiliary verbs (e.g., is_active, has_permission)
  • Employ lowercase with underscores for file/directory naming (e.g., routers/user_routes.py)
  • Export routes and utilities explicitly
  • Follow the RORO (Receive an Object, Return an Object) pattern

Python/FastAPI Standards

  • Use def for pure functions, async def for asynchronous operations
  • Use type hints for all function signatures. Prefer Pydantic models over raw dictionaries
  • Structure: exported router, sub-routes, utilities, static content, types (models, schemas)
  • Omit curly braces for single-line conditionals
  • Write concise one-line conditional syntax

Error Handling

  • Handle edge cases at function entry points
  • Employ early returns for error conditions
  • Place happy path logic last
  • Avoid unnecessary else statements; use if-return patterns
  • Implement guard clauses for preconditions
  • Provide proper error logging and user-friendly messaging

FastAPI-Specific Guidelines

  • Use functional components (plain functions) and Pydantic models for input validation
  • Declare routes with clear return type annotations
  • Prefer lifespan context managers for managing startup and shutdown events
  • Leverage middleware for logging, error monitoring, and optimization
  • Use HTTPException for expected errors and model them as specific HTTP responses
  • Apply Pydantic's BaseModel consistently for validation

Performance Optimization

  • Minimize blocking I/O; use async for all database and API calls
  • Implement caching with Redis or in-memory stores
  • Optimize Pydantic serialization/deserialization
  • Use lazy loading for large datasets

Key Conventions

  1. Rely on FastAPI's dependency injection system
  2. Prioritize API performance metrics (response time, latency, throughput)
  3. Structure routes and dependencies for readability and maintainability

Dependencies

FastAPI, Pydantic v2, asyncpg/aiomysql, SQLAlchemy 2.0

Gives 0 of the 12 instructions most apis services skills give in 461 tokens

Counted across 424 of the 426 authors here whose files we hold, read 2026-08-06

  • use plural nouns for resource namesin 41 of 424, across 32 files
  • use cursor-based pagination for large datasetsin 35 of 424, across 20 files
  • include rate limit headers in responsesin 25 of 424, across 13 files
  • Use kebab-case for multi-word resourcesin 23 of 424, across 13 files
  • version APIs in the URL pathin 19 of 424, across 9 files
  • use semantic HTTP status codesin 18 of 424, across 8 files
  • verify webhook signaturesin 18 of 424, across 11 files
  • use query parameters for filteringin 17 of 424, across 6 files
  • use async database operationsin 14 of 424, across 7 files
  • wrap successful responses in a data fieldin 13 of 424, across 3 files
  • prefix sorting parameters with a hyphen for descending orderin 13 of 424, across 3 files
  • set appropriate HTTP status codesin 13 of 424, across 6 files

Grouped from the skills themselves: near-identical wordings counted once, and counted by distinct author, so one author publishing three of these counts once. Length counted with cl100k_base; the agent that loads this file may tokenize it differently.

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