productivity▌

Comprehensive requirements and planning specialist for PRDs, tech specs, feature prioritization, and epic breakdown. \n \n Creates Product Requirements Documents (PRDs) for complex projects and lightweight Technical Specifications for simpler ones, with structured functional and non-functional requirements \n Prioritizes features using MoSCoW, RICE scoring, and Kano frameworks; includes validation scripts and templates to ensure requirements are testable, measurable, and traceable \n Breaks down

Directed graph framework for building stateful, multi-step agent workflows with fine-grained control. \n \n StateGraph with typed state schemas, reducers for accumulating lists/values, and nodes that return partial state updates \n Static edges for fixed flow, conditional edges for branching, and Command for combining state updates with dynamic routing \n Send API for fan-out parallelism to worker nodes with result aggregation via reducers \n Invoke for single execution and stream modes (values,

Survival analysis studies time until an event occurs, handling censored data where events haven't happened for some subjects, enabling prediction of lifetimes and risk assessment.

Optimizes agent context setup for improved output quality during coding sessions.

Expert guidance for deploying Next.js applications to Vercel with environment and runtime optimization. \n \n Covers environment variable configuration across dev, preview, and production environments, with emphasis on preventing secrets exposure via NEXT_PUBLIC_ \n Distinguishes between Edge and Serverless function runtimes, helping you choose the right execution model for API routes and functions \n Addresses build optimization strategies to reduce cold starts, bundle size, and deployment time

Dependabot is GitHub's built-in dependency management tool with three core capabilities:

Interactive UIs for MCP tools that run inside Claude Desktop and other MCP-enabled hosts. \n \n Combines an MCP tool (called by the LLM) with an HTML resource (renders the UI) linked via _meta.ui.resourceUri \n Supports React with useApp hook, vanilla JS, Vue, Svelte, Preact, and Solid; clone the SDK repo to access working templates and API reference for each framework \n Requires CSP configuration in resource contents for all network requests, including localhost; handlers must be registered be

Create institutional-quality equity research initiation reports through a structured 5-task workflow. Each task must be executed separately with verified inputs.

使用 MiniMax MCP 服务器进行图像理解和分析。

The GGUF (GPT-Generated Unified Format) is the standard file format for llama.cpp, enabling efficient inference on CPUs, Apple Silicon, and GPUs with flexible quantization options.