- pydantic-ai-researcher
pydantic-ai-researcher
what is pydantic-ai-researcher?
pydantic-ai-researcher is a research system that orchestrates an asynchronous loop between two specialized agents: a research agent and an evaluator agent. The research agent answers complex queries using external MCP servers, while the evaluator agent assesses and refines these answers, iterating until a satisfactory response is attained.
how to use pydantic-ai-researcher?
To use pydantic-ai-researcher, ensure Python 3.x is installed, install the required packages using Pipenv or pip, configure the necessary environment variables in a .env file, and run the project with the command python main.py. You can then type your research queries in the interactive prompt.
key features of pydantic-ai-researcher?
- Asynchronous Research Loop: Iterative evaluation and improvement of research answers.
- Dual Agent System: Utilizes a research agent for data gathering and an evaluator agent for feedback.
- Pluggable MCP Servers: Integrates with multiple MCP servers (Tavily, Brave Search, arXiv) for diverse data sources.
- Environment Configurable: Uses environment variables and .env files for API key configuration.
- Easy Setup: Straightforward installation via Pipfile or requirements.txt.
use cases of pydantic-ai-researcher?
- Conducting in-depth research on complex topics by leveraging multiple data sources.
- Iteratively refining answers to ensure high-quality responses to research queries.
- Utilizing external APIs to gather diverse information for academic or professional research.
FAQ from pydantic-ai-researcher?
- What is the purpose of the dual agent system?
The dual agent system allows for initial data gathering and subsequent evaluation to improve the quality of answers.
- How do I configure the environment variables?
You need to create a
.envfile at the project root and define the required API keys for the services you wish to use.
- Can I use this project for any type of research?
Yes, as long as you have access to the necessary MCP servers and APIs, you can use it for various research topics.
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