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Velocirag

# 🦖 VelociRAG **Lightning-fast RAG for AI agents.** _Four-layer retrieval fusion powered by ONNX Runtime. No PyTorch. Sub-200ms warm search. Incremental graph…

Mcp Server

<p align="center"> <a href="https://pypi.org/project/fast-agent-mcp/"><img src="https://img.shields.io/pypi/v/fast-agent-mcp?color=%2334D058&label=pypi" /></a>…

Memos

# MemOS: Memory Operating System for AI Agents MemOS is an open-source **Agent Memory framework** that empowers AI agents with **long-term memory, personality…

Decantr Mcp Server

# Decantr **AI Frontend Governance for production codebases touched by AI agents.** Decantr is the governance layer between product intent and AI-edited…

Crawl4ai Rag

<h1 align="center">Crawl4AI RAG MCP Server</h1> <p align="center"> <em>Web Crawling and RAG Capabilities for AI Agents and AI Coding Assistants</em> </p> A…

cognee-mcp-server

# cognee-mcp-server An MCP server for [cognee](https://www.cognee.ai/), an AI memory engine. ## Tools - `Cognify_and_search` : Builds knowledge graph from the…

Kemdicode Mcp

<p align="center"> <img src="kemdi-code-mcp-logo.png" alt="kemdiCode MCP" width="420" /> </p> <h3 align="center">Model Context Protocol Server for AI-Powered…

Graph Context

MCP server for intelligent code context — 87%+ token savings, zero resource overhead.

🧠 Adaptive Graph of Thoughts

An intelligent scientific reasoning framework that uses graph structures and Neo4j to perform advanced reasoning via the Model Context Protocol (MCP).

cognee-mcp-server

cognee-mcp-server is an MCP server for cognee, an AI memory engine. It provides a tool that builds a knowledge graph from input text and performs search within…

OneDrive MCP Server

# OneDrive MCP Server A Model Context Protocol (MCP) server implementation that enables AI agents to search and navigate files and folders in Microsoft…

Ontology Mcp Server

# Ontology MCP Server **Turn ISO 20022 banking messages into a queryable knowledge graph — accessible to any AI agent via MCP.** Banks, fintechs, and payment…

Perseus

# Perseus™ 🪞 — One command. Zero orientation. [![smithery badge](https://smithery.ai/badge/Perseus-Computing-LLC/perseus)](https://smithery.ai/servers/Perseus-C…

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/)…

Context Pipe

# ⛓️ Context-Pipe **The Universal Standard for Context Engineering.** [![CI](https://github.com/luismichio/context-pipe/actions/workflows/ci.yml/badge.svg)](htt…

mcp-server-microsoft-graph

# mcp-server-microsoft-graph ## Configurations ### Configuration File ```sh cp config.template.yaml config.yaml ``` ### Configuration using env variables ```sh…

Flatfile MCP Server

# Flatfile MCP Server The Flatfile MCP Server enables AI assistants such as Claude Desktop, Claude Code, Cursor, and other to interact directly with your…

Falkordb

# FalkorDB MCP Server A Model Context Protocol (MCP) server for FalkorDB, allowing AI models to query and interact with graph databases. ## Overview This…

Smriti Mcp

Smriti is a Model Context Protocol (MCP) server that provides persistent, graph-based memory for LLM applications. Built on LadybugDB (embedded property graph…

Chatcrystal

<div align="center"> <img src="electron/icon.png" alt="ChatCrystal" width="120" /> # ChatCrystal **Turn your AI conversations into searchable knowledge**…