Protocol-level MCP CLI enabling dynamic tool discovery, multi-provider model support, and interactive chat for rapid MCP workflow experiments.

Local-first tooling wiring Ollama with Llama 3.2 for modular context management and rapid, offline experimentation.

A showcase of simple MCP servers and hosts illustrating Model Context Protocol workflows.

Model Context Protocol (MCP) server implementation

Bridge LLMs with MCP ecosystem via a unified API, enabling multi-server tool orchestration and secure, real-world capabilities.

TypeScript-based CLI tool to configure MCP endpoints and Claude-powered dialogue, enabling streamlined setup and scriptable conversations.

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

Auto-generates release notes from Git tag changes with customizable templates and Markdown output.

Lightweight toolkit validating model context payloads with type checks and a test harness for smooth integration with clients.

Next-gen documentation analysis toolkit combining neural README evaluation, SVG header inspection, multilingual checks, and AI-powered improvement suggestions.

TypeScript-based note system with URI-accessible resources, a create_note tool, and a summarize_notes prompt for structured content summaries.

Lightweight MCP server connecting to a local PostgreSQL DB to manage note storage with a note:// URI, summarize-notes prompt, and add-note tool.

Python-based prototype integrating Granite with MCP via Red Hat Developer Hub for end-to-end catalog and inference.

MCP server to run commands on the local OS

Dice rolling utility for API integrations, supporting any-sided dice, multi-die rolls, and automatic total calculation.

Educational Claude MCP-style demo exposing weather tools via JSON-RPC for interactive prompts.

A project flow management tool that automatically scans folders for active initiatives, stores metadata in SQLite, and refines ideas through Claude. It blends AI-assisted brainstorming with a Streamlit dashboard to monitor priority, size, risk, and business impact, while providing straightforward configuration and data export options.

Executes Windows CMD commands with validation and sanitized outputs, enabling Claude to automate local shell tasks securely.

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

MCP Tools to control a computer: take screenshots first, later mouse/keyboard control and others

Claude MCP focused on automated citation vetting, ensuring source accuracy and provenance in outputs.

Advanced Quantum Pattern Processing Engine for Model Context Protocol

Native macOS desktop app for local model context management with offline-first storage and secure, extensible integrations.

Lightweight MCP server enabling bidirectional Confluence content syncing and automated knowledge base updates.