• Stars
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    128
  • Rank 281,044 (Top 6 %)
  • Language
    Python
  • Created over 1 year ago
  • Updated 5 months ago

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Repository Details

AI tools for giving LangChain agents access to Bitcoin and the ability to traverse L402 APIs

LangChainBitcoin

LangChainBitcoin is a suite of tools that enables langchain agents to directly interact with Bitcoin and also the Lightning Network. This package has two main features:

  • LLM Agent BitcoinTools: Using the newly available Open AP GPT-3/4 function calls and the built in set of abstractions for tools in langchain, users can create agents that are capaable of holding Bitcoin balance (on-chain and on LN), sending/receiving Bitcoin on LN, and also generally interacting with a Lightning node (lnd).

  • L402 HTTP API Traversal: LangChainL402 is a Python project that enables users of the requests package to easily navigate APIs that require L402 based authentication. This project also includes a LangChain APIChain compatible wrapper that enables LangChain agents to interact with APIs that require L402 for payment or authentication. This enables agents to access real-world resources behind a Lightning metered API.

Features

  • Provides a wrapper around requests library to handle LSATs and Lightning payments.

  • Easily integrates with APIs requiring L402-based authentication.

  • Designed to operate seamlessly with LND (Lightning Network Daemon).

  • Enables LangChain Agents traverse APIs that require L402 authentication within an API Chain.

  • Generic set of Bitcoin tools giving agents the ability to hold and use the Internet's native currency.

Installation

To install the LangChainL402 project, you can clone the repository directly from GitHub:

git clone https://github.com/lightninglabs/LangChainBitcoin.git
cd LangChainBitcoin

Please ensure you have all the necessary Python dependencies installed. You can install them using pip:

pip install -r requirements.txt

Usage

LLM Agent Bitcoin Tools

Check out the contained Jupyter notebook for an interactive example you can run/remix: LLM Bitcoin Tools.

L402 API Traversal

Check out the contained Jupyter notebook for an interactive example you can run/remix: LangChain402.

This project provides classes to handle Lightning payments (e.g., LndNode, LightningNode) and to manage HTTP requests with L402-based authentication (RequestsL402Wrapper, ResponseTextWrapper).

First, initialize the LndNode with your Lightning node's details. Then, you can use the modified L402APIChain wrapper around the normal APIChain class to instantiate an L402-aware API Chain. If the server responds with a 402 Payment Required status code, the library will automatically handle the payment and retry the request.

Here is a basic example:

import requests

from lightning import LndNode

from l402_api_chain import L402APIChain
from langchain.llms import OpenAI

# Initialize LndNode
lnd_node = LndNode(
    cert_path='path/to/tls.cert',
    macaroon_path='path/to/admin.macaroon',
    host='localhost',
    port=10018
)

# You can also use this with an API Chain instance like so:
llm = OpenAI(temperature=0)
chain_new = L402APIChain.from_llm_and_api_docs(
        llm, API_DOCS, lightning_node=lnd_node, verbose=True,
)

# Swap our the default wrapper with our L402 aware wrapper.
chain_new.requests_wrapper = lang_chain_request_L402

output = chain_new.run('LLM query here')
print(output)

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