Modular agent-based RAG chatbot for multi-format documents with traceable, explainable messaging and efficient retrieval.

Modular toolkit delivering AI-assisted workflows with code analysis, image generation, and browser automation via chatgpt-assistant and js-debug-bridge.

Go-based file search with resources listing, tool calls, and multi-transport support.

Provides real-time production, performance analytics, health monitoring, and AI-driven maintenance insights for multi-system solar installations.

A unified protocol toolkit for coordinating context-aware models with extensible schemas, enabling scalable, reproducible experiments.

Real-time weather data access via a Model Context Protocol-enabled endpoint with global coverage and async Open-Meteo integration.

A lightweight, extensible context-sharing protocol enabling seamless model context exchange across components and tools.

Lightweight Go implementation enabling real-time context exchange and extensible integration with Minecraft tooling.

Model Context Protocol for Erlang

Windows-based integration enabling Claude to access FutureVuls vulnerability management: CVEs, tasks, reports, and health checks.

Lightweight, modular patterns with STDIO transport and Gradio integration for rapid experimentation.

A practical implementation of the Model Context Protocol enabling MCP-based context sharing and integration.

Modular Python toolkit delivering safe read-only PostgreSQL access and Bailian-powered AI image generation.

Node.js-based CSV-driven chatbot with multi-API support and CSV analytics, including Claude weather tooling for enhanced conversations.

Streamlit-based RAG chatbot orchestrating LLM tool calls for document QA with FAISS indexing.

Lightweight Python implementation of a Thinking Model Context Protocol enabling context-aware reasoning.

Reference MCP implementation showcasing prompts, tools, resources, and annotations to validate client integrations and demonstrate multi-transport capabilities.

Java-based starting point for interoperable model context sharing with pluggable components and extensible MCP routing.

Fast, secure, VS Code-ready PostgreSQL interface with JSON-RPC 2.0 and graceful mock fallback.

A protocol-driven server enabling dynamic context sharing via Tools, Resources, and Prompts with JSON-RPC and flexible transports.

model context protocol mcp with vercel functions

Next.js example demonstrating prompt-and-tools routing via a Vercel adapter with Redis-backed SSE and Fluid Compute.

Java-based agentic chatbot framework blending Spring AI with cross-process tool access via a versatile protocol.

Lightweight Python solution enabling modular prompt contexts, local setup, and seamless Claude-compatible model integration.