Standardized approach to optimize LLM context usage with dynamic windowing, context-aware prompting, and adaptive prioritization for efficient multi-model interactions.

MCP server to run commands on the local OS

Forked, lightweight shell interface enabling local prototyping, scriptable commands, and flexible context interactions for rapid workflow testing.

Advanced Quantum Pattern Processing Engine for Model Context Protocol

Lightweight integration layer enabling context-aware data exchanges across Singapore government datasets.

This MCP-powered client builds a memory knowledge graph from Drive, Gmail, and Calendar data, enabling semantic search in a Neo4j graph.

Tool to programmatically write slides via MCP, enabling direct title/content updates to Google Slides.

Modexl Context Protocol Server for FHIR API

A test repository for MCP server

Windows-native Claude integration via MCP enabling local AI workflows with streamlined context handling and plug-and-play support.

ClaudeDevMCP

A Claude-based integration platform enabling dynamic context sharing, adaptable workflows, and extensible plugins across host applications.

Unified MCP server framework delivering scalable model context with pluggable backends, caching, and secure negotiation.

Rust-based, modular context management framework with pluggable extensions and high-concurrency networking.

Prototype implementing a compact, extensible context sharing protocol in Python for dynamic AI workflows.

A curated list of essential MCP servers that I created for personal use. Feel free to use them.

Lightweight browser-based explorer to navigate and inspect model contexts with emphasis on visualization and extensibility.

Feature-rich notes management with powerful search, tagging, folders, and SQLite-backed persistence for scalable local usage.

Lightweight fetch-oriented adapter enabling remote context retrieval with caching and pluggable backends for seamless data delivery.

Kotlin-based plugin enabling modular MCP extensions with lifecycle-aware components and secure context propagation.

Go-based Ayd integration enabling real-time context sharing and status queries via a lightweight, config-driven bridge.

Cross-zone audio control with real-time routing, secure MCP communications, and modular scalability for diverse DSP hardware.

Custom MCP server combining GitHub and Snyk functionality for vulnerability scanning

Automated Go High Level API key management with sub-account generation, secure storage, and scalable provisioning.