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Semble

Fast, accurate, local code search for agents. Indexes any local path or GitHub repo on demand in ~250ms and answers queries in ~1.5ms. Works on CPU, no API…

Contextual MCP Server

# Contextual MCP Server A Model Context Protocol (MCP) server that provides RAG (Retrieval-Augmented Generation) capabilities using Contextual AI. This server…

MCP Knowledge Base

A knowledge base and experimental playground for exploring the Model Context Protocol (MCP)—understanding how hosts, servers, LLMs, and tools interact.

Graphiti MCP Server 🧠

# Graphiti MCP Server 🧠 [![Python Version](https://img.shields.io/badge/python-3.10-blue.svg)](https://www.python.org/downloads/release/python-3100/)…

HEYM

Self-hosted AI workflow automation platform with visual canvas, agents, RAG, HITL, MCP, and observability in one runtime. Expose your Heym workflows as an MCP…

GitHub Chat MCP

Enables AI to analyze and query GitHub repositories through a FastMCP-based interface for understanding codebases, exploring architecture, and retrieving…

MCP with RAG Demo

This demonstration project shows how to implement a Model Context Protocol (MCP) server with Retrieval-Augmented Generation (RAG) capabilities. The demo allows…

Confluence MCP Server

# Confluence MCP Server A Model Context Protocol (MCP) server for interacting with Confluence Data Center via REST API. This server provides a set of tools…

Notion MCP Server

An MCP (Model Context Protocol) server that provides a controlled interface to the Notion API, allowing AI assistants to search, read, comment on, and create…

🧠 Ultimate MCP Server

Comprehensive MCP server exposing dozens of capabilities to AI agents: multi-provider LLM delegation, browser automation, document processing, vector ops, and…

DICOM MCP Server

Enables interaction with medical imaging systems through DICOM networking protocols for querying patient information, studies, series, and instances, as well…

Vectra MCP Server

An MCP server providing tools to manage and query a Vectra knowledge base, enabling integration with MCP clients via a backend API.

Code-Index-MCP

A local-first code indexer that enhances LLMs with deep code understanding. It integrates with AI assistants via the Model Context Protocol (MCP) and supports…

Forge

Forge is Voxell's hosted text-embedding API. This MCP server exposes two tools — embed (turn text into vectors) and list_models — so any MCP-compatible agent…