Aegis
A deterministic context compiler for AI coding agents. Aegis replaces RAG with a Directed Acyclic Graph (DAG) to strictly enforce software architecture and…
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Perseus
# Perseus™ 🪞 — One command. Zero orientation. [](https://smithery.ai/servers/Perseus-C…
Model Context Protocol Servers in Quarkus/Java
This project provides multiple Model Context Protocol (MCP) servers implemented in Java using the Quarkus MCP server framework. These servers extend the…
Pandas MCP Server
# Pandas-MCP Server [](https://opensource.org/licenses/MIT) [
MCP + Ollama Local Tool Calling Example
# MCP + Ollama Local Tool Calling Example This project demonstrates how a local AI agent can **understand user queries** and **automatically call Python…
The Pensieve MCP Server
One simply siphons the excess thoughts from one's mind, pours them into the basin, and examines them at one's leisure. It becomes easier to spot patterns and…
Model Context Protocol servers
# Model Context Protocol servers This repository is a collection of *reference implementations* for the [Model Context…
Gitingest Mcp
# gitingest-mcp [](https://www.npmjs.com/package/gitingest-mcp) > MCP server that…
mcp-server-architect
# mcp-server-architect A Model Context Protocol server that acts as an AI Software Architect. It analyzes codebases to generate Product Requirements Documents…
MCP (Model Context Protocol) Server: Intelligent Conversational Platform
# MCP (Model Context Protocol) Server: Intelligent Conversational Platform ## Overview MCP (Model Context Protocol) is a sophisticated AI-powered server…
Everyrow
 # everyrow SDK [
Mythsensus Mcp
# Mythsensus MCP > An MCP (Model Context Protocol) server that exposes the Mythsensus engine — > 26 ancient divination algorithms implemented in TypeScript —…
MCPFileSystem_Client
MCPFileSystemClient is a client application that connects a local LLM (compatible with the OpenAI SDK) to the MCP filesystem server, allowing the model to read…
S3 Documentation MCP Server
A lightweight Model Context Protocol (MCP) server that brings RAG (Retrieval-Augmented Generation) capabilities to your LLM over Markdown documentation stored…
Crawlab MCP Server
# Crawlab MCP Server This is a Model Context Protocol (MCP) server for Crawlab, allowing AI applications to interact with Crawlab's functionality. ## Overview…
MCP Server Go
# MCP Server Go [](https://goreportcard.com/report/github.com/shan…
Context Pipe
# ⛓️ Context-Pipe **The Universal Standard for Context Engineering.** [](htt…
jmcpx
jmcpx is a Command-Line Interface (CLI) client designed for interacting with MCP (Modular Command Processor) servers. It provides session management, tool and…
WebSocket MCP
Model Context Protocol (MCP) server and client with a custom websocket transport layer.
MCP Server and Tools
# MCP Server and Tools MCP(Model Context Protocol) helps you build agents and complex workflows on top of LLMs. LLMs frequently need to integrate with data and…
Coderag
Lightning-fast semantic code search with AST chunking (15+ languages) - Hybrid TF-IDF + Vector, MCP-ready for AI assistants
Tiny Chat
This is an LLM application with chat functionality, featuring chat using RAG, a database, and MCP server capabilities. The UI is designed for Japanese users.
FlexOrch MCP
FlexOrch MCP converts unstructured documents (PDF, DOCX, invoices, contracts, payroll) into structured, LLM-ready datasets via 6 async tools. Covers the full…
Deep-Co
A Chat Client for LLMs, written in Compose Multiplatform.