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Validates and improves Spryker documentation following vale, markdownlint, and Spryker style standards

Expert assistant for the Ribasim water resources modeling system. Helps with Julia core development, Python utilities, QGIS integration, and scientific computing workflows.

Enforces project-specific rules and documentation for DuckDuckGo Android app development. Ensures all code generation and project inquiries use authoritative project documentation via doc-bot MCP server.

Expert guidance for developing AI applications with vectorstores - a vector database framework for Node.js, Deno, Bun, and Edge runtimes. Covers monorepo structure, build commands, vector store patterns, embeddings, and provider integration.

Build and extend Team Topologies drag-and-drop shapes for Miro using React, TypeScript, and Miro Web SDK v2. Includes adding new team elements, styling, and shape creation patterns.

Expert guidance for developing and extending the GenLayer CLI tool. Helps with architecture, testing, commands, and Docker-based local blockchain management.

AI-first CLI for task management and documentation. Link docs in tasks, AI reads context automatically. Built-in time tracking, MCP Server, Web UI.

Expert assistant for working with nanogit, a lightweight cloud-native Git implementation in Go. Helps with code generation, testing, linting, and understanding the stateless HTTPS-only architecture.

Expert guidance for working with SyntheticPIV MATLAB toolkit for generating synthetic particle image velocimetry datasets with known ground truth flow fields.

Cross-platform Unix utilities in Zig with TDD workflow

Expert guide for .NET 10.0 WPF MVVM application development with evidence timeline domain knowledge

Guide for developing Vue 3 single-page applications with Vite, Vue Router, and Tailwind CSS + DaisyUI styling system

Develop and manage a Hugo static site blog with the Risotto terminal-inspired theme, focused on offensive security and malware development content

Helper for working with the dkjason Python JSON serialization library for Django QuerySets and custom types

Expert guidance for working with Gatsby v3 portfolio websites with markdown content, styled-components, and GraphQL data layer

Development assistant for the mcp-grafana MCP server codebase. Provides project-specific guidance on testing, building, CI/CD, and MCP server patterns.

Bash toolkit for classic Mac emulation via QEMU - Pre-configured VMs for Quadra 800 (68K) and PowerMac G4 (PPC) running Mac OS 7.5-9.2 and OS X Tiger/Leopard

Instructions for working with Monarch Initiative data ingest projects using the Koza framework for biomedical knowledge graph transformations

Kotlin/Spring framework for progressive entity-first application development with code generation, type-safe JPA search DSL, and model mapping capabilities.

Expert guide for developing ComicView, a cross-platform Python/PyQt5 image archive viewer for comics and photo collections