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How to Use Graphify with Claude or Other AI Models? Step-by-Step Setup Guide Needed #868

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vedangdhuri asked this question in Q&A
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How to Use Graphify with Claude or Other AI Models? Step-by-Step Setup Guide Needed

Hi everyone,

I’m new to Graphify and currently exploring how to integrate or use it with AI tools like Claude, ChatGPT, Gemini, or any other LLM-based assistants.

I checked the documentation, but I’m still confused about the proper workflow and setup process. I want to understand how people are actually using Graphify together with AI in real projects.

Questions

  1. Can Graphify directly connect with AI models like:

    • Claude
    • ChatGPT/OpenAI
    • Gemini
    • Ollama/local models
    • Any other APIs?
  2. What is the recommended architecture/workflow?

    • Frontend → Graphify → AI API?
    • Backend middleware?
    • Webhooks?
    • MCP support?
    • Agent-based workflow?
  3. How do you securely handle:

    • API keys
    • Authentication
    • Rate limits
    • User sessions
  4. Is there any official example project or starter template available?

  5. Can someone provide a beginner-friendly setup guide step by step?
    For example:

    • Installation
    • Configuration
    • Connecting AI provider
    • Sending prompts
    • Receiving responses
    • Deployment

What I’m Trying to Build

I’m planning to experiment with AI-powered applications and want to understand whether Graphify is suitable for:

  • AI dashboards
  • Chat systems
  • AI workflow automation
  • Visualization tools
  • Agent systems
  • Multi-model AI integrations

What Would Help Most

A practical explanation would help more than theory.

Even a simple example like:

"Connect Graphify with Claude API and build a basic AI chat workflow"

would be extremely useful.

If possible, please also share:

  • GitHub repos
  • Tutorials
  • Videos
  • Documentation links
  • Best practices
  • Common mistakes beginners make

Thanks in advance.

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I can answer part of this from direct experience — I've just spent three days running Graphify with Claude via a consumer subscription, no API key, on a prose-only corpus (my own exported claude.ai conversation history plus ~100 PDFs). The working setup on Windows:

Install uv: winget install astral-sh.uv (then open a fresh terminal)
Install Graphify: uv tool install graphifyy (note the double-y — that's the official package), then uv tool update-shell and a fresh terminal
Install Claude Code: powershell -c "irm https://claude.ai/install.ps1 | iex" — then run claude once and log in with your Claude subscription account (not the API/Console option)
Extract: graphify extract ./yourfolder --backend claude-cli — this runs headless, no IDE needed, and bills nothing beyond your subscription (est. cost: 0ドル.0000)
Outputs land in yourfolder/graphify-out/: graph.html (interactive visualisation), GRAPH_REPORT.md, and graph.json
Query from the command line: graphify explain "X", graphify query "question", graphify god-nodes --top 20 (add --graph yourfolder/graphify-out/graph.json if running from elsewhere)

Things I learned the hard way: Claude Code and claude.ai chat share the same session usage pool, so big extractions can hit the 5-hour session limit mid-run — the cache resumes cleanly on re-run, so nothing is lost. And very concept-dense documents can hit an output-token ceiling ("truncated at max_completion_tokens" / hollow responses); pre-splitting dense docs into ~8K-character chunks fixed that completely for me. For API-key routes instead, graphify extract --help lists gemini/openai/deepseek/ollama backends including local models via OPENAI_BASE_URL.

I'm writing up a fuller field report of the whole experiment (prose corpus, no code at all — it works well) which I'll post in Show and tell.

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