#llms

5ire is a cross-platform desktop AI assistant, MCP client. It compatible with major service providers, supports local knowledge base and tools via model context protocol servers .

Lightweight BYOK MCP server for GEO site audits — 31 signals across 6 pillars. Returns a readiness score, pillar breakdowns, and an actionable fix prompt for AI citation optimization.

Read-only MCP server for searching, comparing, and recommending 18,000+ UK gyms using LocalGym data.

AI agent readability scanner — score any public URL against the Vercel Agent Readability Spec, llmstxt.org, and 6 agent-protocol manifests (MCP, A2A, agents.json, agent-permissions, UCP, x402). 59 checks with per-check fix guidance. Same engine as agent-ready.dev.

Scan any website for AI agent readiness — payment protocols (x402, MPP, SPT, L402), MCP servers, OpenAPI specs, llms.txt, plugins, and more. Returns scored reports with 80+ checks.

I built this to give my AI assistants the latest information on model performance benchmarks provided by https://artificialanalysis.ai to make informed decisions on model choice.

Local LLM Server with NPU Acceleration

Simulating Multiple Context Protocol

This comprehensive learning resource provides two complete tutorials for mastering Model Context Protocol (MCP) development with Rust. From beginner-friendly introductions to production-ready enterprise applications, these tutorials guide you through every aspect of building robust MCP servers.

LLM based autonomous agent that conducts deep local and web research on any topic and generates a long report with citations.

Lightweight MCP client that uses a local Ollama LLM to query multiple MCP servers defined in config.json

Official PostHog MCP Server 🦔

Allow any MCP-capable LLM agent to communicate with or delegate tasks to any other LLM available through the OpenRouter.ai API.

The llm_to_mcp_integration_engine is a communication layer designed to enhance the reliability of interactions between LLMs and tools (like MCP servers or functions).

AI's query engine - Platform for building AI that can answer questions over large scale federated data. - The only MCP Server you'll ever need

Shinkai is a two click install AI manager (Local and Remote) that allows you to create AI agents in 5 minutes or less using a simple UI. Agents and tools are exposed as an MCP Server.

A Symfony package designed for building secure servers based on the Model Context Protocol, utilizing Server-Sent Events (SSE) for real-time communication. It offers a scalable tool system tailored for enterprise-grade applications.

This repo is dedicated to learning and working with large language models (LLMs), prompt engineering, and modern GenAI tools such as LangChain, RAG, and vector databases.

Zerodha Trade GPT is a TypeScript-powered integration that enables real-time stock trading on Zerodha via natural language commands using LLMs like Claude.ai. It uses Model Context Protocol (MCP) tools to trigger live buy/sell orders through the Kite Connect API.

A simple calculator app with MCP compliant server and client

A small mcp service to record things in sqlite. A simple GPT memory layer. ;)

A NestJS module to effortlessly create Model Context Protocol (MCP) servers for exposing AI tools, resources, and prompts.

a magical desktop app that puts the power of LLMs and MCP in the hands of everyone

SushiMCP is a dev tools MCP that serves context on a roll.

In this repository I want to create my personalized tools for llms

Desktop application for managing Model Context Protocol servers (MCP). Provides a centralized interface to configure and manage MCP servers for use with LLMs and AI assistants such as Claude.

A MCP (Model Context Protocol) server providing long-term memory for LLMs

This is a lightweight, plug-and-play MCP server that empowers any LLM to dynamically search and retrieve up-to-date documentation from popular AI libraries such as LangChain, LlamaIndex, and OpenAI.

MCP Toolbox for Databases is an open source MCP server for databases.

Learn TypeScript chatting effortlessly with AI

AI-Native Risk Intelligence Systems, DeRisk——Your application system risk intelligent manager provides 7* 24-hour comprehensive and in-depth protection.

FRED (Federal Reserve Economic Data) API integration with Model Context Protocol (MCP)

A learning repository exploring Retrieval-Augmented Generation (RAG) and Multi-Cloud Processing (MCP) server integration using free and open-source models.

a powerful coding agent toolkit providing semantic retrieval and editing capabilities (MCP server & Agno integration)

Send Nano currency from AI agents/LLMs

Send Nano currency from AI agents/LLMs

Chat with your Kubernetes Cluster using AI tools and IDEs like Claude and Cursor!

🧙🏻 Integrated TinyPNG MCP server, quickly use TinyPNG through LLMs.

A Model Context Protocol (MCP) server for searching barnsworthburning.net.

Build effective agents using Model Context Protocol and simple workflow patterns

An MCP Server that's also an MCP Client. Useful for letting Claude develop and test MCPs without needing to reset the application.

MCP to explore websites with llms.txt files

the terminal client for Ollama

A centralized manager for Model Context Protocol (MCP) servers with dynamic server management and monitoring

MCP server enabling Image Generation for LLMs, built in Python and integrated with Together AI.

A framework for writing MCP (Model Context Protocol) servers in Typescript