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AI-powered knowledge graph builder for codebases

Published
Apr 7, 2026
6mo ago
Total Downloads
4.5K
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Install

dotnet add package graphify-dotnet --version 0.6.0

No framework information available.

README

graphify-dotnet

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πŸ” Build AI-powered knowledge graphs from any codebase. Understand structure you didn't know was there.

πŸ’‘ Origin story β€” This project traces back to Andrej Karpathy's tweet on using LLMs to build personal knowledge bases: ingesting raw sources, compiling them into structured Markdown wikis, and navigating knowledge through graph views instead of keyword search. That idea inspired graphify by @safishamsi, which was then showcased by @socialwithaayan β€” and that's what kicked off this .NET port.

graphify-dotnet reads your files (code, docs, images), extracts concepts and relationships through AST parsing and AI semantic analysis, builds a knowledge graph with community detection, and exports interactive visualizations. Navigate codebases by structure instead of keyword search.

Quick Start

1. Install

dotnet tool install -g graphify-dotnet

2. Configure

graphify config

This launches an interactive wizard with three options:

  • πŸ“‹ View current configuration β€” see what's set
  • πŸ”§ Set up AI provider β€” pick Azure OpenAI, Ollama, Copilot SDK, or None (AST-only)
  • πŸ“‚ Set folder to analyze β€” set your default project folder and export formats

Pick your AI provider (or skip it β€” AST-only extraction works with zero config), then set the folder to analyze.

3. Run

graphify run

That's it. Open graphify-out/graph.html in your browser to explore the interactive graph.

πŸ“– New here? See the Getting Started guide for a step-by-step walkthrough.

Supported Languages

graphify detects and extracts structure from these file types:

Category Languages
Code C#, Python, TypeScript, JavaScript, Go, Rust, Java, C, C++, Ruby, Kotlin, Scala, PHP, Swift, R, Lua, Shell, PowerShell
Config YAML, JSON, TOML, XML
Docs Markdown, Plain Text, reStructuredText, AsciiDoc
Media PDF, PNG, JPEG, WebP, GIF, SVG

No AI provider? No problem. AST-only extraction works with zero config and produces structural graphs from code β€” classes, functions, imports, and their relationships. AI providers add semantic extraction (conceptual connections, inferred relationships) but are completely optional.

Build from Source

git clone https://github.com/elbruno/graphify-dotnet.git
cd graphify-dotnet
dotnet build graphify-dotnet.slnx
dotnet run --project src/Graphify.Cli -- run .

Documentation

Topic Link
Getting Started docs/getting-started.md
Architecture ARCHITECTURE.md
Configuration docs/configuration.md
CLI Reference docs/cli-reference.md
Worked Example docs/worked-example.md
Troubleshooting docs/troubleshooting.md
AI Providers
  Azure OpenAI docs/setup-azure-openai.md
  Ollama docs/setup-ollama.md
  Copilot SDK docs/setup-copilot-sdk.md
Export Formats docs/export-formats.md
  HTML Interactive docs/format-html.md
  JSON docs/format-json.md
  SVG docs/format-svg.md
  Neo4j Cypher docs/format-neo4j.md
  Obsidian Vault docs/format-obsidian.md
  Wiki docs/format-wiki.md
  Report docs/format-report.md
Other
  Watch Mode docs/watch-mode.md
  Global Tool Install docs/dotnet-tool-install.md

License

This project is licensed under the MIT License. See LICENSE file for details.

πŸ‘‹ About the Author

Made with ❀️ by Bruno Capuano (ElBruno)

Acknowledgments

  • Andrej Karpathy's tweet on LLM-powered personal knowledge bases β€” the original idea that started the chain.
  • This tweet by @socialwithaayan showcasing graphify by @safishamsi β€” which directly inspired this .NET port.

This project is a .NET 10 port of safishamsi/graphify, reimagined with C# idioms, .NET 10 features, and the Microsoft.Extensions.AI abstraction layer.

Changes from Previous Version

No structural changes between v0.5.0 and v0.6.0.

Adoption Assessment

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No target framework metadata is available. Confirm compatibility in a representative project before standardising on this package.

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