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Categories: Testing & security

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GitHub

codeexplainer

furqan5911

Analyze and explain Python code in detail. Provides comprehensive explanations of functions, classes, logic, and best practices. Use when user needs detailed explanations of Python code, documentation of existi...

GitHub

md2ipynb

haggler09

"Convert markdown files to Jupyter notebooks (.ipynb). Splits markdown by `---` delimiters into cells, extracts code blocks (```python```, ```sql```) as code cells, and handles YAML front matter removal. Use wh...

GitHub

snowflake-query

haggler09

Execute SQL queries against Snowflake data warehouse using Python connector. Supports password, key-pair, and SSO/OAuth authentication. Use for ad-hoc queries, data extraction, and schema exploration. Output in...

GitHub

strict-architecture

leonj1

Enforces universal strict governance rules (500 lines, 5 funcs, 4 args) and interface-first I/O for Python, Golang, and .NET.

GitHub

dependencies

danielscholl-osdu

Multi-ecosystem dependency analysis tools. Provides structured data for vulnerability scanning and version checking. The AI applies intelligence to create rich reports - scripts are data providers only. Support...

GitHub

proto-gen

AlexandrePrevot

Generate C++ and Python code from Protocol Buffer definitions. Use when user asks to generate proto files, compile protos, regenerate gRPC code, or mentions protobuf/gRPC generation.

GitHub

observable-notebook-kit

kindy

Create, edit, and build Observable Notebooks using Notebook Kit. Use when working with .html notebook files, generating static sites from notebooks, querying databases from notebooks, or using data loaders (Nod...

GitHub

mcp-builder

defnotwig

Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or...

GitHub

backend-rust

urjitbhatia

Rust/WASM backend in api-rust/. High-performance alternative using workers-rs, utoipa for OpenAPI, and Supabase REST API. Port 9990 for local dev. 10-100x faster than Python.

GitHub

backend-python

urjitbhatia

FastAPI Python backend in api/. Covers routes, models, Supabase integration, authentication, R2 storage, and Cloudflare Workers deployment. Port 9990 for local dev. OpenAPI docs at /docs.

GitHub

python-code-review

thoo

Review Python code changes in merge requests and pull requests. Use when asked to review Python code, MR/PR reviews, code quality checks, or when phrases like "review this code", "check this PR", "review my cha...

GitHub

python

khalido

Python development preferences. Use when writing Python code, CLI tools, APIs, or scripts.

GitHub

test-modules

dudusoar

Test script creation and execution for Python modules, focusing on functional testing, unit testing, and integration testing. Use when creating test scripts for software modules, running tests to verify functio...

GitHub

manage-python-env

dudusoar

Python virtual environment management using uv for fast and reliable environment setup. Create, maintain, and manage Python virtual environments with dependency management. Use uv for environment creation, pack...

GitHub

async-python-patterns

dredd-us

Implement AsyncIO patterns for I/O-bound tasks with asyncio.gather, semaphores, and FastAPI async endpoints. Use for concurrent operations, parallel HTTP fetches, rate-limited operations, or async API developme...

GitHub

code-testing

dredd-us

Generate and run unit and integration tests using pytest (Python) or Jest (JavaScript) with fixtures, mocks, and async support. Use for test-driven development, code review validation, coverage verification, an...

GitHub

life-sciences-connector

dredd-us

Query PubMed and scientific databases for protocols, analyze biological data with Biopython, handle HIPAA-compliant data. Use for biology research, protocol searches, sequence analysis, or scientific data handl...

GitHub

admin-wsl

evolv3-ai

WSL2 Ubuntu administration from Linux side. Profile-aware - reads preferences from Windows-side profile at /mnt/c/Users/{WIN_USER}/.admin/profiles/{hostname}.json Use when: Inside WSL for apt packages, Docker,...

GitHub

openai-chatkit-frontend

mub7865

Patterns for building AI chatbot frontends using OpenAI ChatKit with Next.js App Router, including custom backend integration via ChatKit Python SDK.

GitHub

docker-containerization

mub7865

Complete patterns for containerizing applications with Docker: Dockerfiles, multi-stage builds, layer optimization, security best practices, and production-ready configurations for Python/FastAPI and Node.js/Ne...

GitHub

tmux

scaryrawr

Remote control tmux sessions for interactive CLIs (python, gdb, etc.) by sending keystrokes and scraping pane output.

GitHub

python-code-review

Olino3

Deep Python code review of changed files using git diff analysis. Focuses on production quality, security vulnerabilities, performance bottlenecks, architectural issues, and subtle bugs in code changes. Analyze...

GitHub

loguru

optivent

Python logging made (stupidly) simple. Focuses on a single, global logger with progressive disclosure to deep source understanding.

GitHub

docx-reader

childbamboo

Reads Microsoft Word (.docx) files and extracts text content. Use when needing to read .docx documents. Requires python-docx package.

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