Scripts for setting up and running the Monte Carlo Pathway Search algorithm (Haloi et al. Chem Sci. 2021) to obtain permeation paths.

AI-powered optimization with adaptive enhancement, batch processing, and WebP-first output for high-performance visuals

Modular, context-aware home assistant delivering chat-driven control and cross-room device orchestration with robust, interoperable interactions.

Spring Boot host showcasing geocoding and timezone tooling via Ollama Llama 3.2 with tool-driven LLM workflows.

Python-based, Playwright-powered browser automation for LLMs with navigation, screenshots, form interactions, and JavaScript execution.

Cloud browser automation via Browserbase, Puppeteer, and Stagehand, enabling LLMs to browse pages, extract data, capture screenshots, and run JavaScript in the cloud.

Exercise: Integrate Model Context Protocol with GitHub Copilot

Dedicated MCP server that scrapes Khaleej Times headlines and full articles via simple tools and CLI integration.

An unofficial integration that lets AI assistants orchestrate Gearset CI/CD, deployments, test runs, and analytics with type-safe commands, robust async workflows, and automated DevOps workflows across CI, testing, deployments, and reporting.

Hybrid real-time voice assistant enabling local and remote tool access with Home Assistant on Raspberry Pi.

Privacy-first, offline OS control via natural language, with sandboxed execution and no data leaves device.

Exercise: Integrate Model Context Protocol with GitHub Copilot

A comprehensive monorepo offering diverse, interoperable context protocol implementations with shared utilities, standardized deployment, built-in monitoring, and cross-service orchestration.

Concise, planner-friendly tool description generator that optimizes MCP tool metadata via LLM-driven rewrites.

Python-based integration delivering modular logs, health, IP, interfaces, firewall, and DHCP management for MikroTik devices.

A context-aware guest experience agent using MCP to deliver personalized interactions and seamless service orchestration in hospitality.

Privacy-preserving Naver News API integration enables context-aware AI interactions, delivering fast, parameter-driven search, flexible filtering, and reliable article extraction. It emphasizes data privacy, secure credential handling, and seamless developer experience, making it stand out by combining robust news access with safe, context-driven AI collaboration.

AI-driven resolver automates GitHub issue analysis, code generation, and PR creation with Claude for automated, scalable issue resolution.

Innovative Medium content interaction using MCP for intelligent querying and context-aware extraction, enabling seamless AI-enabled workflows within Medium's ecosystem.

Modular browser automation MCP enabling Claude Desktop control, data extraction, form filling, and multi-tab sessions with robust cookie and screenshot support.

Cross-modal, constitutional AI platform delivering real-time learning with zero-config API intelligence for enterprise-scale reasoning.

Python-based MCP server enabling AI-driven automations with Workato, exposing dynamic context sharing and task orchestration.

Context-aware Maven command orchestration enabling LLM-driven builds and tooling, bridging language models with Java projects for reproducible, explainable automation.

Pluggable MCP agent enabling seamless model context exchange and orchestration across LLMs with extensible backends.