ToJen / chainml-copilot

Our ETHWaterloo 2023 hackathon project is an AI agent that simplifies user onboarding and participation in web3 communities of their choice.

chainml-copilot

Our ETHWaterloo 2023 hackathon project is an AI agent that simplifies user onboarding and participation in web3 communities of their choice.

NOTE: This project makes use of a publicly available ChainML model.

Requirements

• python3
• pip3

Setup

Model Server

• $ pip3 install -r requirements.txt
• Create a new file called config.env
  • Copy the contents of config.env.example into your new config.env file
  • API keys for third party tools are not provided.
    • OPENAI_API_KEY from OpenAI
    • GOOGLE_API_KEY from Google News Search
    • CX from Google Search
      • use the search id

XMTP Server

• Create a new file called .env
  • Copy the contents of .env.example into your new .env file
    • KEY refers to your Ethereum private key

Usage

Model Server

• $ python model_server.py
  • This runs on http://localhost:5555 and the chatbot endpoint is http://localhost:5555/chat

Chat API Schema

Sample Request

{
    "prompt": "What is the difference between uniswap v2 and uniswap v3?"
}

Sample Response

{
    "controller_response": "1;uni_investor_material;Uniswap v2 vs v3 differences\n2;google_news_search;Uniswap v2 and v3 comparison",
    "fact_check_passed": true,
    "fact_checking_response": "Step 1: Identify the differences mentioned in the AI-Generated Response.\n- ... Handling Non-Standard Tokens\n- Protocol Fees\n- Language and Architectu...the AI-Generated Response.\n- All the differences mentioned in the AI-Generated Response are supported by the Retrieved Context.\n\nTrue",
    "generated_query": "Uniswap v2 vs v3 differences",
    "retrieved_context": "As mentioned above, Uniswap v2 stores the last recorded balance of each asset (in order to\nprevent a particular manipulative exploit of the oracle mechanism). The new architecture...Uniswap v2 is to minimize the surface area and complexity of\n\n",
    "selected_skill": "uni_investor_material",
    "user_message": "What is the difference between uniswap v2 and uniswap v3?",
    "web3_devrel_response": "The main differences between Uniswap v2 and Uniswap v3 are as follows:\n\n1., ... more advanced and flexible version of the protocol, offering improved capital efficiency, better fee structures, and enhanced price oracle functionality."
}

XMTP Server

• $ npm i
• $ npm start

Adding more docs from web3 projects

• Scrape and download the project's entire documentation site: $ wget --limit-rate=200k --no-clobber --convert-links --random-wait -r -p -E -e robots=off -U mozilla http://www.SOME_WEBSITE.com
• Make a copy of the newly created www.SOME_WEBSITE.com/ directory (likely deeply nested): $ cp -R www.SOME_WEBSITE.com temp_copy_SOME_WEBSITE
• Flatten the cloned directory to one level: $ find . -mindepth 2 -type f -exec mv -if '{}' . ';'
• Convert all to a single PDF
• Place the final PDF output in the data directory in the model_server
• Update model_server.py accordingly (in the future this will be automated but is currently manual).

Future Work

• Provide wallet data in requests
• Parse any "legal documents" or policies that individual DAOs may have and allow users to ask questions about the Terms & Conditions as opposed to the default DAO documentation.

Screenshots

See ./screenshots.