InfraNodus is a text analysis and knowledge graph platform that transforms unstructured text into structured insights using network science algorithms and Graph RAG technology. It converts documents into visual knowledge graphs to reveal conceptual relationships, topical clusters, and structural patterns. Key features: - Generate knowledge graphs from any text to extract topics, concepts, and their relationships - Detect content gaps between topical clusters to identify underexplored areas and research opportunities - Generate research questions and innovative ideas that bridge identified content gaps - Create topical clusters and keyword groupings using network analysis for SEO and content strategy - Connect existing InfraNodus graphs to LLM workflows or create new ones to augment AI assistant responses - Generate contextual hints to provide LLMs with high-level text understanding and better prompt augmentation

InfraNodus MCP Server

A Model Context Protocol (MCP) server that integrates InfraNodus knowledge graph and text network analysis capabilities into LLM workflows and AI assistants like Claude Desktop.

Overview

InfraNodus MCP Server enables LLM workflows and AI assistants to analyze text using advanced network science algorithms, generate knowledge graphs, detect content gaps, and identify key topics and concepts. It transforms unstructured text into structured insights using graph theory and network analysis.

Features

You Can Use It To

Available Tools

1. generate_knowledge_graph

- Convert any text into a visual knowledge graph - Extract topics, concepts, and their relationships - Identify structural patterns and clusters - Apply AI-powered topic naming - Perform entity detection for cleaner graphs

2. analyze_existing_graph_by_name

- Retrieve and analyze existing graphs from your InfraNodus account - Access previously saved analyses - Export graph data with full statistics

3. generate_content_gaps

- Detect missing connections in discourse - Identify underexplored topics - Generate research questions - Suggest content development opportunities

4. generate_topical_clusters

- Generate topics and clusters of keywords from text using knowledge graph analysis - Make sure to beyond genetic insights and detect smaller topics - Use the topical clusters to establish topical authority for SEO

5. generate_contextual_hint

- Generate a topical overview of a text and provide insights for LLMs to generate better responses - Use it to get a high-level understanding of a text - Use it to augment prompts in your LLM workflows and AI assistants

6. generate_research_questions

- Generate research questions that bridge content gaps - Use them as prompts in your LLM models and AI workflows - Use any AI model (included in InfraNodus API) - Content gaps are identified based on topical clustering

7. generate_research_ideas

- Generate innovative research ideas based on content gaps identified in the text - Get actionable ideas to improve the text and develop the discourse - Use any AI model (included in InfraNodus API) - Ideas are generated from gaps between topical clusters

8. research_questions_from_graph

- Generate research questions based on an existing InfraNodus graph - Use them as prompts in your LLM models - Use any AI model (included in InfraNodus API) - Content gaps are identified based on topical clustering

9. generate_responses_from_graph

- Generate responses based on an existing InfraNodus graph - Integrate them into your LLM workflows and AI assistants - Use any AI model (included in InfraNodus API) - Use any prompt

10. develop_conceptual_bridges

- Analyze text and develop latent ideas based on concepts that connect this text to a broader discourse - Discover hidden themes and patterns that link your text to wider contexts - Use any AI model (included in InfraNodus API) - Generate insights that help develop the discourse

11. develop_latent_topics

- Analyze text and extract underdeveloped topics with ideas on how to develop them - Identify topics that need more attention and elaboration - Use any AI model (included in InfraNodus API) - Get actionable suggestions for content expansion

12. develop_text_tool

- Comprehensive text analysis combining content gap ideas, latent topics, and conceptual bridges - Executes multiple analyses in sequence with progress tracking - Generates research ideas based on content gaps - Identifies latent topics and conceptual bridges to develop - Finds content gaps for deeper exploration

13. create_knowledge_graph

- Create a knowledge graph in InfraNodus from text and provide a link to it - Use it to create a knowledge graph in InfraNodus from text

14. overlap_between_texts

- Create knowledge graphs from two or more texts and find the overlap (similarities) between them - Use it to find similar topics and keywords across different texts

15. difference_between_texts

- Compare knowledge graphs from two or more texts and find what's not present in the first graph that's present in the others - Use it to find how one text can be enriched with the others

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