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NeVibeCode · 21 items

IDE rules for AI and ML

Rules for AI and ML: what each one does, an install command and example prompts.

langchain-python official github rule A GitHub Copilot instruction file that steers the agent toward LangChain patterns: Runnable, LCEL, chat models, retrievers and vector stores. Useful when your Python code talks to LangChain. ★ 40,418repo stars java-mcp-server official github rule Development guide for creating Java-based MCP servers using the official MCP Java SDK 2.x. It guides project setup, transport choices, and tool registration. ★ 40,418repo stars genaiscript official github rule A GitHub Copilot rule that turns the assistant into a GenAIScript expert: it writes scripts and answers questions about the language. ★ 40,418repo stars dataverse-python-pandas-integration official github rule This rule guides Python workflows that bring Dataverse records into pandas for exploration and reporting. It also draws a line between dataframe analysis and operations better handled by DataverseClient. ★ 40,418repo stars dataverse-python-agentic-workflows official github rule A GitHub Copilot rule covering agentic workflows with the Dataverse SDK for Python: autonomous agents, MCP, A2A and data quality checks. ★ 40,418repo stars csharp-mcp-server official github rule This rule guides C# MCP server work with the Model Context Protocol SDK. It fits projects where tools, prompts, DI, and stdio transport need a consistent setup. ★ 40,418repo stars copilot-sdk-python official github rule Coding instructions for GitHub Copilot when building Python apps with github-copilot-sdk. Guides async client initialization, session setup, tools, and streaming events. ★ 40,418repo stars copilot-sdk-nodejs official github rule Guidance for Node.js and TypeScript apps built with the GitHub Copilot SDK, covering client startup, sessions, events, and streamed output. ★ 40,418repo stars copilot-sdk-java official github rule A rule that tells Copilot how to build Java apps on the GitHub Copilot SDK: client setup, sessions, async calls. ★ 40,418repo stars copilot-sdk-csharp official github rule This rule guides C# work with the GitHub Copilot SDK, from client setup to session events. Use it when adding SDK features to a project. ★ 40,418repo stars ai-prompt-engineering-safety-best-practices official github rule This rule guides prompt writing with clear context, constraints, and output formats. It also asks developers to consider safety and bias when creating or reviewing prompts. ★ 40,418repo stars snowflake-snowpark-dbt-cursorrules-prompt-file PatrickJS rule A Cursor rule that gives the agent context for Snowpark Python and dbt with the Snowflake adapter. Useful when you write transformation pipelines in either tool. ★ 41,011repo stars nextjs-vercel-typescript-cursorrules-prompt-file PatrickJS rule A Cursor rule that sets code style and file structure for Next.js projects with TypeScript, Vercel middleware and a KV database. ★ 41,011repo stars knative-istio-typesense-gpu-cursorrules-prompt-fil PatrickJS rule A Cursor rule that turns the assistant into a helper for serverless projects built on Knative with Istio, Typesense and HTMX. Useful when your search app runs on that stack. ★ 41,011repo stars graphical-apps-development-cursorrules-prompt-file PatrickJS rule A Cursor rule that feeds the agent the Pyllments context: graph-based LLM apps in Python built on Panel and Langchain. ★ 41,011repo stars transformers sanjeed5 rule A Cursor rule that sets coding standards for 🤗 Transformers work: modular models, type hints, and Trainer instead of hand-rolled training loops. ★ 3,579repo stars scikit-image sanjeed5 rule A Cursor rule that pins down how a team writes scikit-image code: immutable inputs, float range [0, 1], vectorized NumPy over pixel loops. ★ 3,579repo stars pandas sanjeed5 rule A Cursor rule that steers the agent toward vectorized pandas: no row loops, explicit .loc and .iloc, lean dtypes. Useful when generated code runs slow on big frames. ★ 3,579repo stars llama-index sanjeed5 rule A Cursor rule with code examples for LlamaIndex: modular functions, the Workflow API, LlamaCloud parsing and async index building. ★ 3,579repo stars langgraph sanjeed5 rule A Cursor rule with LangGraph practices: how to split nodes, state and subgraphs in a Python project. ★ 3,579repo stars cuda sanjeed5 rule A Cursor rule that tells the agent how to write CUDA C++: error-checked API calls, host/device separation, kernel tuning. Useful when silent GPU failures eat your afternoon. ★ 3,579repo stars

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