Topoteretes Cognee MCP Server
T

Topoteretes Cognee MCP Server

An MCP server for the AI Memory Engine Cognee, supporting the construction of knowledge graphs from text and searching.
2 points
7.5K

What is Cognee MCP Server?

Cognee MCP Server is a service specifically designed for the AI Memory Engine. It can automatically construct knowledge graphs from the input text and provide intelligent search functions. It helps AI systems better understand and retrieve structured knowledge.

How to use Cognee MCP Server?

Through simple API calls, you can submit text to construct a knowledge graph and then use natural language queries to retrieve relevant information. The service can be integrated into various AI applications.

Use Cases

Suitable for scenarios such as AI assistants, intelligent question - answering systems, and research assistance tools that require long - term memory and knowledge management.

Main Features

Knowledge Graph Construction and Search
Automatically convert the input text into a knowledge graph structure and support natural language query retrieval
Custom Graph Model
Support using custom Pydantic models to define the knowledge graph structure
Multi - Database Support
Can be configured to use different database backends (NetworkX, LanceDB, SQLite, etc.)
Advantages
Automatically convert unstructured text into structured knowledge
Support natural language queries, simple and intuitive to use
Flexible configuration options to meet different needs
Lightweight design, easy to integrate
Limitations
The quality of knowledge graph construction depends on the quality of the input text
Large - scale knowledge bases may require performance optimization
API keys are required to access LLM services

How to Use

Installation and Configuration
Install uv via Homebrew and configure the Claude Desktop configuration file
Service Configuration
Add the MCP server configuration to claude_desktop_config.json
Start the Service
Start the Claude Desktop application, and the service will run automatically

Usage Examples

Academic Research Assistance
Construct a knowledge graph from the abstract of a research paper to facilitate quick search for relevant concepts and relationships
Enterprise Knowledge Management
Convert internal company documents into a searchable knowledge graph

Frequently Asked Questions

What kind of API keys are required?
Which knowledge graph databases are supported?
How to handle large - scale text input?

Related Resources

Cognee Official Website
Learn more about the Cognee AI Memory Engine
GitHub Repository
View the source code and the latest updates
Pydantic Documentation
Learn how to create custom graph models

Installation

Copy the following command to your Client for configuration
Note: Your key is sensitive information, do not share it with anyone.

Alternatives

C
Claude Context
Claude Context is an MCP plugin that provides in - depth context of the entire codebase for AI programming assistants through semantic code search. It supports multiple embedding models and vector databases to achieve efficient code retrieval.
TypeScript
7.7K
5 points
A
Acemcp
Acemcp is an MCP server for codebase indexing and semantic search, supporting automatic incremental indexing, multi-encoding file processing, .gitignore integration, and a Web management interface, helping developers quickly search for and understand code context.
Python
10.1K
5 points
B
Blueprint MCP
Blueprint MCP is a chart generation tool based on the Arcade ecosystem. It uses technologies such as Nano Banana Pro to automatically generate visual charts such as architecture diagrams and flowcharts by analyzing codebases and system architectures, helping developers understand complex systems.
Python
8.5K
4 points
M
MCP Agent Mail
MCP Agent Mail is a mail - based coordination layer designed for AI programming agents, providing identity management, message sending and receiving, file reservation, and search functions, supporting asynchronous collaboration and conflict avoidance among multiple agents.
Python
9.9K
5 points
M
MCP
The Microsoft official MCP server provides search and access functions for the latest Microsoft technical documentation for AI assistants
12.4K
5 points
A
Aderyn
Aderyn is an open - source Solidity smart contract static analysis tool written in Rust, which helps developers and security researchers discover vulnerabilities in Solidity code. It supports Foundry and Hardhat projects, can generate reports in multiple formats, and provides a VSCode extension.
Rust
9.9K
5 points
D
Devtools Debugger MCP
The Node.js Debugger MCP server provides complete debugging capabilities based on the Chrome DevTools protocol, including breakpoint setting, stepping execution, variable inspection, and expression evaluation.
TypeScript
9.1K
4 points
S
Scrapling
Scrapling is an adaptive web scraping library that can automatically learn website changes and re - locate elements. It supports multiple scraping methods and AI integration, providing high - performance parsing and a developer - friendly experience.
Python
12.2K
5 points
M
Markdownify MCP
Markdownify is a multi-functional file conversion service that supports converting multiple formats such as PDFs, images, audio, and web page content into Markdown format.
TypeScript
29.0K
5 points
G
Gitlab MCP Server
Certified
The GitLab MCP server is a project based on the Model Context Protocol that provides a comprehensive toolset for interacting with GitLab accounts, including code review, merge request management, CI/CD configuration, and other functions.
TypeScript
17.9K
4.3 points
D
Duckduckgo MCP Server
Certified
The DuckDuckGo Search MCP Server provides web search and content scraping services for LLMs such as Claude.
Python
55.5K
4.3 points
N
Notion Api MCP
Certified
A Python-based MCP Server that provides advanced to-do list management and content organization functions through the Notion API, enabling seamless integration between AI models and Notion.
Python
16.8K
4.5 points
U
Unity
Certified
UnityMCP is a Unity editor plugin that implements the Model Context Protocol (MCP), providing seamless integration between Unity and AI assistants, including real - time state monitoring, remote command execution, and log functions.
C#
25.0K
5 points
F
Figma Context MCP
Framelink Figma MCP Server is a server that provides access to Figma design data for AI programming tools (such as Cursor). By simplifying the Figma API response, it helps AI more accurately achieve one - click conversion from design to code.
TypeScript
52.2K
4.5 points
G
Gmail MCP Server
A Gmail automatic authentication MCP server designed for Claude Desktop, supporting Gmail management through natural language interaction, including complete functions such as sending emails, label management, and batch operations.
TypeScript
18.6K
4.5 points
C
Context7
Context7 MCP is a service that provides real-time, version-specific documentation and code examples for AI programming assistants. It is directly integrated into prompts through the Model Context Protocol to solve the problem of LLMs using outdated information.
TypeScript
77.4K
4.7 points
AIBase
Zhiqi Future, Your AI Solution Think Tank
© 2025AIBase