Agents4GovApps

Laboratory of Computational Intelligence (LABIC – ICMC/USP)

Overview

Agents4Gov is a research and development project from LABIC – Institute of Mathematics and Computer Sciences (ICMC/USP) focused on building LLM-based tools to support and modernize public sector services. The project emphasizes local Large Language Models (LLMs) for privacy, data anonymization, and the development and evaluation of tools for use in government and institutional environments.

Installation

# Base package
pip install agents4gov-apps

# With OpenML tools
pip install agents4gov-apps[openml]

# With browser-based tools (Lattes)
pip install agents4gov-apps[browser]

# With GNews collector
pip install agents4gov-apps[gnews]

Quick start

from agents4gov_apps import load_tool_instance
import json

# OpenAlex
tool = load_tool_instance("openalex_doi")
result = json.loads(tool.get_openalex_metadata_by_doi(doi="10.1038/s41586-021-03819-2"))

# GNews (async)
import asyncio
tool = load_tool_instance("gnews_collector")
result = asyncio.run(tool.collect_general_news(
    query='"ICMC USP"',
    start_year_month="2023-01",
    end_year_month="2024-12",
))

Documentation

• Developer Guide — architecture, standard interface, how to create and use tools across Open WebUI, LangChain, OpenAI, and other frameworks
• Tool Protocol — quick-reference packaging contract
• Available Tools — full list of tools with source links