QGIS plugin enabling AI-powered context-aware connections between projects, layers, and external tools for enhanced geospatial workflows.

Strategic-to-tactical workflow orchestration with handoffs, scaffolding, and offline storage to streamline AI-assisted development.

AI-powered HR management system with Claude Desktop integration, automating employees, leaves, meetings, tickets, and email workflows.

Pyright-based Python type checking with cross-file diagnostics, gitignore-aware discovery, and multi-transport outputs for AI-assisted development.

Thin MCP server wrapping HTTPCraft CLI to empower AI agents with advanced HTTP testing and automated workflows.

Voice-driven Spotify control with discovery, playback, and current track details using OAuth authentication.

Modular, dockerized suite with isolated components and Cursor IDE integration, enabling scalable development and easy docker-based orchestration.

A GitLab pipeline control tool enabling natural-language interaction to trigger, monitor, list, manage jobs, or cancel pipelines.

Real-time KRDS design system extractor producing tokens and cross-framework component code for government UI.

TypeScript-driven prompt refinement with context history and plugin-based transformations to improve precision, safety, and reuse.

A Java-based CLI chatbot that blends multiple LLMs with tool integration, enabling real-world actions and on-the-fly provider switching.

RAG-driven flow that automatically selects and chains the right tools for each context, enabling precise, scalable model interactions.

Docker-based platform for TrueNAS Scale Electric Eel apps enabling containerized model contexts and streamlined lifecycle management.

Python-based MCP pair offering a weather service with an OpenAI-compatible client, emphasizing async tooling and environment-driven configuration.

Modular AI assistant with memory and multi-tool integrations for real-world tasks.

Docker Compose toolkit delivering multi-context tooling with automated tests and token-based integrations for GitHub, Docker Hub, Shopify, and Bitbucket.

A terminal-based tool enabling safe shell command execution with timeout, working directory support, and clear error reporting.

Automates Claude integrations with Context7, GitHub, Sentry, Serena, and optional BrightData for consistent, reproducible deployments.

Playwright-powered browser automation with MCP-Kiro integration, prioritizing security, performance, and observability.

A standardized framework enabling AI agents to operate across diverse APIs with context awareness and secure, scalable stateful operations.

Zero-friction testing suite with learning mode, dynamic launcher, and interactive tool testing.

Preserves configurations when disabled, enabling instant reactivation with zero reconfiguration for seamless task switching.

Centralized Neo4j-backed memory service enabling cross-project context sharing with automated onboarding and unified backups.

demonstrates how to integrate a Model Context Protocol (MCP) server with LangGraph.js