LangChain

LangChain is a framework for developing applications powered by language models. With Astapa, your LangChain agents can safely query and mutate production data without the risk of unreviewed changes.

Features

Drop-in toolkit for LangChain agents
Automatic query sandboxing
Human-in-the-loop approval workflow
Full audit trail of agent actions
Works with any LangChain-compatible LLM

Quick Start

example.py

from langchain.agents import initialize_agent
from astapa import AstapaToolkit

# Initialize Astapa toolkit
toolkit = AstapaToolkit(
    api_url="http://localhost:8080",
    database="mydb",
    user="agent",
    password="secret"
)

# Create agent with Astapa tools
agent = initialize_agent(
    tools=toolkit.get_tools(),
    llm=llm,
    agent="zero-shot-react-description"
)

# Agent can now safely query and mutate data
agent.run("Update the user's subscription to premium")

Read the docs Try the playground