Comprehensive developer toolkit providing reusable skills for Java/Spring Boot, TypeScript/NestJS/React/Next.js, Python, PHP, AWS CloudFormation, AI/RAG, DevOps, and more.
90
90%
Does it follow best practices?
Impact
Pending
No eval scenarios have been run
Risky
Do not use without reviewing
Enforce modern Python (3.11+) best practices to produce clean, maintainable, and type-safe code.
-> None for functions that return nothinglist[str], dict[str, int], tuple[int, ...] (not List, Dict, Tuple from typing)X | None instead of Optional[X]X | Y instead of Union[X, Y]TypeAlias for complex type definitionsBaseModel for API request/response schemas and validationdataclasses for internal data structures without validation needsNamedTuple for lightweight immutable records@dataclass(frozen=True) for immutable data classesdef func(*, name, age, email)*args and **kwargs sparingly — prefer explicit parametersmap()/filter()with statements for resource management (files, connections, locks)__enter__ / __exit__ or use @contextmanager for custom resource managerspathlib.Path instead of os.path for file operationsasync/await for I/O-bound operationsasyncio.to_thread() for blocking callsasyncio.TaskGroup over asyncio.gather() for structured concurrencyfrom module import *)Args, Returns, Raises sections in docstringsfrom dataclasses import dataclass
from pathlib import Path
@dataclass(frozen=True)
class AppConfig:
database_url: str
max_connections: int = 10
debug: bool = False
def read_config(path: Path) -> AppConfig:
"""Read application configuration from a TOML file.
Args:
path: Path to the configuration file.
Returns:
Parsed application configuration.
Raises:
FileNotFoundError: If the config file does not exist.
"""
with open(path) as f:
data = tomllib.load(f)
return AppConfig(**data)import os
from typing import Optional, List, Dict
def read_config(path): # Missing type hints
"""Read config."""
f = open(path) # No context manager
data = f.read()
f.close()
return data # Returns raw string, not typed modeldocs
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langchain4j-spring-boot-integration
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qdrant
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spring-ai-mcp-server-patterns
spring-boot-actuator
spring-boot-cache
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nestjs
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