Knowledge & Memory MCP Servers

Persistent memory storage using knowledge graph structures. Enables AI models to maintain and query structured information across sessions.

Found 42 MCP servers

Knowledge graph memory system built on Neo4j with semantic search, temporal awareness.

161 Stars Created: Mar 30, 2025 Updated: 5 days ago
855

MCP server for RAG on local files

855 Stars Created: Nov 2, 2024 Updated: 5 days ago

Read and search through your Obsidian vault or any directory containing Markdown notes

1,038 Stars Created: Nov 29, 2024 Updated: 4 days ago

(by Steven Stavrakis) An MCP server for Obsidian.md with tools for searching, reading, writing, and organizing notes.

474 Stars Created: Dec 22, 2024 Updated: 5 days ago

Professional MCP server providing ML-powered author disambiguation and comprehensive researcher profiles using the OpenAlex database.

4 Stars Created: Jun 16, 2025 Updated: 3 weeks ago

MCP Server to interact with Outline knowledge base to search, read, create, and manage documents and their content, access collections, add comments, and manage document backlinks.

29 Stars Created: Mar 22, 2025 Updated: 1 week ago
renl by renl

This MCP server for storing and retrieving text passages locally based on their semantic meaning.

9 Stars Created: May 28, 2025 Updated: 2 weeks ago

An MCP server designed for interacting with the Rememberizer data source, facilitating enhanced knowledge retrieval.

30 Stars Created: Dec 10, 2024 Updated: 6 days ago

Knowledge management system for AI agents with memory space creation and retrieval capabilities.

1 Stars Created: Apr 17, 2025 Updated: 1 month ago

AI Summarization MCP Server, Support for multiple content types: Plain text, Web pages, PDF documents, EPUB books, HTML content

106 Stars Created: Feb 28, 2025 Updated: 3 days ago

Production-ready RAG platform combining Graph RAG, vector search, and full-text search. Best choice for building your own Knowledge Graph and for Context Engineering

57 Stars Created: Jun 20, 2023 Updated: 3 days ago

Query and summarize your chat messages with AI prompts.

1,008 Stars Created: Dec 3, 2024 Updated: 6 days ago

Enhanced graph-based memory with a focus on AI role-play and story generation

282 Stars Created: Dec 6, 2024 Updated: 1 week ago

A Model Context Protocol (MCP) server that implements the Zettelkasten knowledge management methodology, allowing you to create, link, and search atomic notes through Claude and other MCP-compatible clients.

69 Stars Created: Apr 1, 2025 Updated: 6 days ago

Use GitHub Gists to manage and access your personal knowledge, daily notes, and reusable prompts. This acts as a companion to https://gistpad.dev and the GistPad VS Code extension.

139 Stars Created: Mar 12, 2025 Updated: 4 days ago

An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context

213 Stars Created: Dec 13, 2024 Updated: 3 days ago

An MCP server built on markmap that converts Markdown to interactive mind maps. Supports multi-format exports (PNG/JPG/SVG), live browser preview, one-click Markdown copy, and dynamic visualization features.

79 Stars Created: Apr 28, 2025 Updated: 1 week ago

A connector for LLMs to work with collections and sources on your Zotero Cloud

126 Stars Created: Dec 19, 2024 Updated: 1 week ago

An Azure PaaS-hostable MCP server that provides a workspace-grounded knowledge graph for multiple developers using Azure Functions MCP triggers and Table storage.

1 Stars Created: Jul 14, 2025 Updated: 4 days ago

Let AI tools like Cursor, VS Code, or Claude Desktop answer questions using your product docs. Biel.ai provides the RAG system and MCP server.

2 Stars Created: Jun 20, 2025 Updated: 4 weeks ago
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