Velocirag
# 🦖 VelociRAG **Lightning-fast RAG for AI agents.** _Four-layer retrieval fusion powered by ONNX Runtime. No PyTorch. Sub-200ms warm search. Incremental graph…
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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…
MCPKG - Model Context Protocol Knowledge Graph
A MCP (Model Context Protocol) server that exposes primitives for interacting with a Knowledge Graph
MCP Memory with Redis Graph
MCP Memory with Redis Graph is a server that implements a memory system for LLM conversations, using Redis Graph as a backend to store memories as nodes in a…
Graph Memory RAG MCP Server
A Model Context Protocol (MCP) server implementation for graph-based memory storage with RAG capabilities
🧠 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).
GitHub Knowledge Graph MCP Server
MCP server for GitHub Knowledge Graph exploration and analysis
MCP Neo4j Memory Server
# Neo4j Memory Server A Model Context Protocol (MCP) server that provides AI assistants with persistent, intelligent memory capabilities using Neo4j's graph…
Knowledge Graph & Causal Discovery
Knowledge graph causal discovery over multi-domain research data, delivered through a single Model Context Protocol interface.
Zaxy — event-sourced agent memory with cited checkout and reversible forgetting (stdio/SSE via PyPI)
Zaxy turns agent work into durable, auditable memory: a hash-chained Eventloom log as the source of truth, an embedded temporal knowledge graph for reasoning…
MCP Server: Memory
# MCP Server: Memory [](https://www.npmjs.com/package/mcp-server-memory) [
Knowledge Graph Memory Server
MCP server for enabling memory for Claude through a knowledge graph
Memory MCP Server
# Memory MCP Server A Python implementation of an MCP server that processes and saves memory in the form of a knowledge graph. ## Overview MCP Server Memory…
Knowledge Graph Memory Server
Standalone MCP server for enabling memory for Claude through a knowledge graph
Graphiti MCP Server 🧠
# Graphiti MCP Server 🧠 [](https://www.python.org/downloads/release/python-3100/)…
Dejaview Mcp
DejaView is a persistent knowledge graph memory layer for AI agents. It gives every MCP-compatible AI host shared, queryable memory of people, projects…
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…
Memory
Memory is an MCP server that provides persistent memory using a local knowledge graph. It lets AI assistants like Claude remember information about the user…
Crosmos
Persistent memory for AI agents. Give your coding assistant organizational context that compounds — search memories with hybrid retrieval, store anything with…
knowledge-graph-generator-mcp-server
# knowledge-graph-generator-mcp-server
Neo4j
Provides natural language interfaces to Neo4j graph databases for executing Cypher queries, storing knowledge graph data, and building persistent memory…
Agentmemory
MCP-native memory layer for Claude Code, Cursor, Cline, Continue, and 16 other AI tools. Hybrid search (BM25 + pgvector + graph), self-hosted on Supabase +…
Memory MCP Server
Memory MCP Server is an implementation of the Model Context Protocol (MCP) for managing Claude’s memory and knowledge graph. It uses a SQLite database to…
SharePoint MCP: The .NET MCP Server with Graph API & Semantic Kernel
Create MCP server for accessing SharePoint Online