⛓️🛠️ Awesome Chainforge

Curated list of diverse type of content related to Chainforge's ecosystem.

Chainforge is an open-source visual programming environment for battle-testing prompts to LLMs, where you can evaluate the robustness of prompts and foundation models in a way that goes beyond anecdotal evidence.

Contents

• Official resources
• Community
• Custom Providers
• YouTube videos
• Blog posts

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Official resources

Official resources serving as the basis to the project

• Live Demo - ⛓️ Off-the-shelf live demo.
• Homepage - 🏠 Main website.
• Documentation - 📖 Documentation website.
• Repository - :octocat: The GitHub repository that started it all!
• Arxiv Paper - 🧑‍🎓 HCI (Human Computer Interface) research paper presenting in-lab and interview studies on people testing this tool.

Community

• Twitter Account - 🐦 Official Twitter account.
• The official Community Discord server

Custom Providers (docs here)

𝕏 : x.AI's Grok models

Save this code as a Python script (.py), then drop it into ChainForge settings

• Zip archive, unzip for python code

  Models implemented

  • Grok 4 (grok-4-0709, grok-4)
  • Grok 2 (grok-2-1212, grok-2)
  • Grok 2 Vision (grok-2-vision-1212)

  

YouTube videos

YouTube videos talking about Chainforge (newest first)

• ChainForge: Demo and Tool Walkthrough - (Jan 2025, 35min, by its creator) High-quality and in-depth presentation.

• ChainForge: A Visual Toolkit for Prompt Engineering and LLM Hypothesis Testing - (May 2024, 15min) Conference-style Paper presentation video for CHI 2024.

• Say LOL: Testing LLM Robustness to Prompt Injection Attacks using ChainForge - (Jan 2024, 7min) Video showing how to leverage Chainforge to evaluate GPT-4 robustness against several prompt injection attacks.

• How to Compare Prompts with ChainForge - (Jan 2024, 9min) Live demo, no cuts, no scripts, of ChainForge to compare between different prompts, using template chaining.

• LLM Prompt Injection Attacks & Testing Vulnerabilities With ChainForge - (May 2023, 5min, by Cobus Greyling).

• ⛓️🛠️ChainForge: An open-source visual programming Interface for LLM flows and more - (May 2023, 10min, by Cobus Greyling).

Blog posts

Blog posts talking about Chainforge (newest first)

• Simon Willison blog post - (November 2024) A good option for running evaluations against prompts.

• Hacker News Trending Post - (May 2023) Stayed on Hacker News Front for 2 days after its publication.

• Introducing ChainForge: A visual programming environment for prompt engineering - (May 2023, by its creator) Medium Post presenting Chainforge.

Contributing

Your contributions are always welcome! Please take a look at the contribution guidelines first.

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If you have any question about this opinionated list, do not hesitate to contact me or open an issue on GitHub.