OpenStack MCP + Agent PoC
A proof-of-concept that runs an OpenStack Model Context Protocol (MCP) server alongside a basic agent companion program to test it. It uses the OpenStack code…
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Standardizing LLM Interaction with MCP Servers
Short and sweet example MCP server / client implementation for Tools, Resources and Prompts.
Context Pipe
# ⛓️ Context-Pipe **The Universal Standard for Context Engineering.** [](htt…
Secure LLM Proxy
OpenAI-compatible proxy with PII scrubbing, audit logging, and model routing. Drop-in replacement — set OPENAI_BASE_URL to point to this server. Supports…
AI Agent Starter with PydanticAI and MCP
# AI Agent Starter with PydanticAI and MCP A base project using PydanticAI’s Agent API. Connects to any LLM provider (such as OpenAI, Groq, Azure OpenAI, etc.)…
MCP Tools
# MCP Tools A custom Model Context Protocol (MCP) server implementation that provides file system and command execution tools for Claude Desktop and other LLM…
Fast LLM & Agents & MCPs
This repo covers LLM, Agents, MCP Tools, Skills concepts with sample codes: LangChain & LangGraph, AWS Strands Agents, Google Agent Development Kit…
Spring AI integration with MCP (Model Context Protocol)
Spring AI MCP extends the MCP Java SDK with Spring Boot integration, providing both client and server starters. It enables AI models to interact with external…
Unified MCP Client Library for Elixir
🌐 Mcpixir is the open source way to connect any LLM to any MCP server and build custom agents that have tool access, without using closed source or application…
Imagine if you could turn an LLM into a simulator
AgentTorch MCP Server - Imagine if your models could simulate
MCP Knowledge Base
A lightweight knowledge base assistant using MCP with LLM integration. Features a streamlined server-client architecture combining custom tools with a…
Mcp Client Llm.git
Supports large models that access any API type, and provides an example of opening a local application
MCP-LLM Bridge
Bridge between Ollama and MCP servers, enabling local LLMs to use Model Context Protocol tools
WorkflowLearner
To teach LLM Agents understand workflows with PSR.exe's hmt.
MCP Client Server With LLM Command Execution
MCP server for MCP Client Server With LLM Command Execution.
MCP-Ollama Client
Lightweight MCP client that uses a local Ollama LLM to query multiple MCP servers defined in config.json
llm-experimentations
[DOC] Some experimentations with ChatGPT and IGNF APIs (french)
mcpRAG
rag using Ollama as emebddings, gemini as LLM and MCP server for agentic use
Inception ICORE Server
Model–Context–Protocol (MCP) Server A modular, extensible Rust-based server providing short-term, long-term, and latent memory services, a chat endpoint backed…
LLM/MCP Personal Assistant
A personal assistant chat app that uses an MCP server
Mneme
Local-first, audit-safe memory for Claude Code and MCP clients.
Yamaru Hardware Probe
Yamaru Hardware Probe gives Claude Desktop and other MCP clients real visibility into your machine. 10 expert tools: full hardware inventory, real-time…
llm-cost
Token cost math for LLM API calls: 69 models across 17 providers, prices verified by ComparEdge. Free, no API key.
FastMCP Integration Application Demo
A modular application API interface based on FastMCP, integrating a demo of the MCP server, FastAPI interface and LLM Agent processing capabilities |…