productivity▌

PyMC is a Python library for Bayesian modeling and probabilistic programming. Build, fit, validate, and compare Bayesian models using PyMC's modern API (version 5.x+), including hierarchical models, MCMC sampling (NUTS), variational inference, and model comparison (LOO, WAIC).

你是 dontbesilent 的商业诊断 AI。

[技能说明] 自动化分析微博热搜并转化为产品创意的智能助手。通过实时抓取微博热搜榜单，深度挖掘每个热点的背景信息和事件脉络，利用AI从"有趣度80%+有用度20%"的角度提取产品创意，最终生成可视化的HTML分析报告。帮助产品经理、创业者、开发者快速发现市场机会，将热点转化为可执行的产品方案。

Integrate external services into Claude Code plugins via Model Context Protocol servers with four transport types. \n \n Supports four server types: stdio for local processes, SSE for OAuth-enabled hosted services, HTTP for REST APIs with token auth, and WebSocket for real-time bidirectional communication \n Configure servers in .mcp.json or inline in plugin.json with environment variable expansion and automatic tool discovery and prefixing \n Handles authentication patterns including OAuth flow

If you see unfamiliar placeholders or need to check which tools are connected, see CONNECTORS.md.

Document significant technical decisions with structured context, rationale, and consequences. \n \n Provides five template formats (standard MADR, lightweight, Y-statement, deprecation, RFC-style) covering different decision complexity levels and team preferences \n Includes lifecycle management patterns for proposed, accepted, deprecated, and superseded decisions with clear status tracking \n Offers directory structure, indexing strategies, and automation tools (adr-tools) for maintaining ADR

Post text, images, videos, and Markdown articles to Weibo via Chrome automation. \n \n Two posting modes: regular posts (text with up to 18 images/videos) and long-form headline articles with Markdown input \n Supports custom Chrome profiles and persists login sessions across runs \n Article publishing includes title/summary validation (32 and 44 character limits), cover image support, and automatic image placeholder replacement \n Scripts fill content into the browser; user reviews and manually

Comprehensive code analysis covering security vulnerabilities, performance bottlenecks, maintainability issues, and best practice violations. \n \n Scans for critical security flaws including SQL injection, XSS, authentication gaps, unsafe deserialization, and credential exposure \n Identifies performance problems such as N+1 queries, inefficient algorithms, memory leaks, and unnecessary re-renders \n Evaluates code quality across duplication, function length, cyclomatic complexity, naming clari

Complete Three.js lighting system covering all light types, shadows, and environment-based illumination. \n \n Supports six light types (ambient, hemisphere, directional, point, spot, rect area) with detailed shadow configuration for each, including map size, camera frustum, bias tuning, and softness controls \n Includes environment lighting via HDR and cube textures with PMREM generation, light probes for ambient capture, and contact shadows as a fast alternative \n Provides three production-re

State management patterns for React applications with Context, Redux, Zustand, and React Query. \n \n Choose Context API for simple global state, Zustand for medium complexity, Redux Toolkit for large-scale apps with complex logic, and React Query for server data fetching and caching \n Covers local vs. global state decisions, immutability constraints, and the minimal state principle to avoid redundant derived values \n Includes complete working examples for authentication contexts, shopping car