bobmatnyc/terminator

asyncio

Python asyncio - Modern concurrent programming with async/await, event loops, tasks, coroutines, primitives, aiohttp, and FastAPI async patterns

mypy

mypy - Static type checker for Python with gradual typing, strict mode, Protocol support, and framework integration

pydantic

Python data validation using type hints and runtime type checking with Pydantic v2's Rust-powered core for high-performance validation in FastAPI, Django, and configuration management.

git-workflow

Essential Git patterns for effective version control, eliminating redundant Git guidance per agent.

git-worktrees

Use git worktrees for parallel development on multiple branches simultaneously

stacked-prs

Create and manage stacked (dependent) pull requests for complex features

database-migration

Safe patterns for evolving database schemas in production with decision trees and troubleshooting guidance.

security-scanning

CI security scanning: secrets, deps, SAST, triage, expiring exceptions

Source text: Undetermined

test-driven-development

Comprehensive TDD patterns and practices for all programming languages, eliminating redundant testing guidance per agent.

api-documentation

Best practices for documenting APIs and code interfaces, eliminating redundant documentation guidance per agent.

dspy-framework

DSPy declarative framework for automatic prompt optimization treating prompts as code with systematic evaluation and compilers. Use when optimizing prompts systematically, building production LLM systems, implementing RAG/classification tasks, or requiring…

langchain-framework

LangChain LLM application framework with chains, agents, RAG, and memory for building AI-powered applications. Use when implementing RAG (Retrieval Augmented Generation), creating AI agents with tools, or chaining multiple LLM calls.

langgraph

LangGraph framework for building stateful, multi-agent AI applications with cyclical workflows, human-in-the-loop patterns, and persistent checkpointing.

mcp

MCP (Model Context Protocol) - Build AI-native servers with tools, resources, and prompts. TypeScript/Python SDKs for Claude Desktop integration.

session-compression

AI session compression techniques for managing multi-turn conversations efficiently through summarization, embedding-based retrieval, and intelligent context management.

pytest

pytest - Python's most powerful testing framework with fixtures, parametrization, plugins, and framework integration for FastAPI, Django, Flask

systematic-debugging

Systematic debugging methodology emphasizing root cause analysis over quick fixes. Use when debugging complex issues, investigating production failures, or avoiding symptom-based patches in favor of understanding underlying problems.

test-quality-inspector

Test quality inspection framework for reviewing test coverage, identifying gaps, and ensuring comprehensive validation. Use when reviewing test suites, performing QA inspections, or establishing testing quality standards.