research_agent
v1.3.0
Published
A research agent that uses AI to research the web and summarize and create reports
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Description
research_agent
leverages AI to automate the research process. It can:
Analyze websites and extract relevant information.
Generate summaries of findings.
Create detailed reports in markdown format.
The library supports multiple AI models
- [x] OpenAI
- [x] Mistral AI (partial)
Getting Started
Install
pnpm add research_agent
Usage
import { writeFileSync } from 'fs';
import { ResearchManager } from 'research_agent';
const writeToFile = async (fileName, data) => {
writeFileSync(fileName, data);
};
const main = async () => {
const manager = new ResearchManager(); // You can customize the LLM model here
const result = await manager.search('Who is this person in that website "www.youssefhany.dev"?');
// Write the report to a markdown file
await writeToFile('output.md', result);
};
void main();
Example with Mistral AI
import { WebPageLoaderWithSummary, QuestionGeneratorAgent, ResearchManager, NotificationManager } from 'research_agent';
import { ChatMistralAI } from '@langchain/mistralai';
const main = async (): Promise<void> => {
const chatgpt = createOpenAIChatModel({
modelName: 'gpt-3.5-turbo',
});
const mistralai = new ChatMistralAI({
apiKey: process.env.MISTRAL_API_KEY,
modelName: 'mistral-large-latest',
});
NotificationManager.addListener(console.log);
const questionGeneratorAgent = new QuestionGeneratorAgent(mistralai); // still not stable with mistral ai
const researchManager = new ResearchManager(mistralai, questionGeneratorAgent, {
maxIterations: 2,
researchWorkerConfig: {
llmModel: chatgpt,
tools: {
webLoader: new WebPageLoaderWithSummary(mistralai),
},
},
});
const query = 'Write a report about ramadan and its importance';
await researchManager.search(query);
};
await main();
This code snippet creates a ResearchManager instance and uses it to search for information about a person on a specific website. The search results are then written to a markdown file.
Features
Multiple AI model support
: Choose from OpenAI, Mistral AI, and potentially others.Question generation
: Automatically generates questions to guide the research process.Web search and analysis
: Utilizes tools like Tavily Search and Puppeteer to gather information from the web.Report generation: Creates
comprehensive reports in markdown format.
Contributing
Contributions are welcome!
License
This project is licensed under the MIT license.
API Reference
For detailed information about the library's API, please refer to the exported classes and functions:
ResearchManager
: Manages the research process and generates reports.
QuestionGeneratorAgent
: Generates questions to guide research.
SearchWorker
: Performs web searches and analyzes websites.