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GitHub

langchain-framework

bobmatnyc

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 chain...

GitHub

mypy

bobmatnyc

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

GitHub

git-workflow

bobmatnyc

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

GitHub

dspy-framework

bobmatnyc

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, imple...

GitHub

mcp

bobmatnyc

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

GitHub

systematic-debugging

bobmatnyc

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 understandi...

GitHub

api-documentation

bobmatnyc

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

GitHub

test-quality-inspector

bobmatnyc

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...

GitHub

pytest

bobmatnyc

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

GitHub

draft-initialization

keberle

Initialize fiction draft cycles following the Spec-Kit workflow (idea → clarify → plan → tasks). Use when creating new drafts, planning rewrites, breaking down episodes, or structuring story changes. Triggers i...

GitHub

scene-writing

keberle

Write fiction scenes following Stephen King principles and the McDonald opening rule. Use when drafting new scenes, editing existing prose, or writing chapters. Triggers include "write scene", "draft scene", "e...

GitHub

continuity-checking

keberle

Validate cross-episode continuity by scanning scenes for invented details, contradictions, and timeline violations. Use after scene creation/editing to detect continuity errors. Triggers include "check continui...

GitHub

character-management

keberle

Maintain character consistency by cross-referencing canonical character files. Use when writing scenes with established characters, updating character information, or checking for contradictions. Prevents inven...

GitHub

mcp-publish

MCDxAI

Guide for publishing MCP servers to NPM (TypeScript/Node.js) or UVX (Python). Use when preparing MCP servers for public distribution, validating package configuration, or walking through the npm publish or uvx/...

GitHub

paper-writing

vishalsachdev

Expert guidance for writing high-quality academic and research papers. Use when the user wants to write, structure, revise, or improve academic papers, research articles, conference papers, or technical reports...

GitHub

cool-mysql

StirlingMarketingGroup

Use this skill when working with the cool-mysql library for Go. This skill provides comprehensive guidance on using cool-mysql's MySQL helper functions, including dual connection pools, named parameters, templa...

GitHub

notification-ui

Syedaashnaghazanfar

Renders notification bell icon with unread count badge, pulse animations for new notifications, and dropdown panel (320px × max 400px) displaying notification items with purple theme for VERY IMPORTANT tasks. I...

GitHub

better-auth-ts

Syedaashnaghazanfar

Better Auth TypeScript/JavaScript authentication library. Use when implementing auth in Next.js, React, Express, or any TypeScript project. Covers email/password, OAuth, JWT, sessions, 2FA, magic links, social...

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