mcp server

Spring AI integration exposing tools via @Tool with Ollama-backed LLMs for interactive tool calls.

mcp-servers

Lightweight Python-based context manager with modular backends and plugins to efficiently handle model contexts.

Visualizes cloud architecture, generates Terraform HCL, imports and exports IaC, and manages resources via chat with diagram creation and AI guidance.

Lightweight Python prototype showcasing a clean, extensible implementation with handshake, routing, and plugins for flexible context-aware interactions.

Adapter layer exposing BroSDK browser capabilities as safe, async-enabled tools for AI agent workflows.

TypeScript-based tool for CMS data coverage analytics with pluggable evaluators and streaming metrics.

A TypeScript-based, context-aware ICD-10 code lookup with modular storage and plug-in data sources.

MCP server for nucc-taxonomy-mcp-server

MCP server for npi-registry-mcp-server

Lightweight JavaScript module enabling seamless context sharing with modular adapters and event-driven communication, designed for rapid iteration and extensibility.

learning about MCP servers

Python-based implementation enabling context routing, plugin-driven backends, and lifecycle management for model contexts.

Create Simple ChatBot with MCP Server

Lightweight, modular service enabling structured prompts and context routing with pluggable extensions for scalable AI workflows across teams.

Exposes 48 SAP Ariba APIs as Claude-compatible tools across procurement, catalogs, and supplier data.

My First MCP Server

Windows-based workflow hub enabling Claude and Codex integrations via bridges, health checks, and a portable manager.

Awesome MCP Servers MCP for discovery of mcp servers

Extensible HTTP interface enabling secure, asynchronous agent communication with policy-driven routing and pluggable adapters.

Automated Postman-based tooling with runtime-powered authentication and environment-based credentials for seamless client integration.

mcpServer notes

AI-assisted tooling delivering instant architecture summaries, pattern-aware generation, cross-repo search, and one-call validation for rapid codebase understanding.