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MCP Server

Generates structured Master Content Plans (MCP) by aggregating and organizing web resources, supporting multi-language learning paths with advanced TF-IDF filtering, YouTube integration, caching, and optimized asynchronous scraping for efficient, customizable educational content delivery.

python
0 tools
May 30, 2025
Updated Jun 4, 2025

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MCP Server

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Configuration Requirements
none
Configure authentication and required variables to access this MCP server
Required Environment Variables
num_nodes
Optional
string

Number of nodes to include in the learning path (min: 10, max: 30)

Default: 15
max_height
Optional
string

Maximum height of the tree (depth) (min: 3, max: 12)

Default: 7
category
Optional
string

Category for the topic (e.g., 'technology', 'finance', 'health'). If not provided, it will be detected automatically.

max_width
Optional
string

Maximum width at any level of the tree (min: 3, max: 15)

Default: 5
max_resources
Optional
string

Maximum number of resources to include (min: 5, max: 30)

Default: 15
min_height
Optional
string

Minimum height of the tree (depth) (min: 2, max: 8)

Default: 3
min_width
Optional
string

Minimum width of the tree (nodes at first level) (min: 2, max: 10)

Default: 3
language
Optional
string

Language for resources

Default: pt

Security Notice

Your environment variables and credentials are securely stored and encrypted. LangDB never shares these configuration values with third parties.

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