https://github.com/machinelearningzuu/llm-agents

This repository contains projects of LLM Agents that empowers users to efficiently construct large language model (LLM)-based agents. Whether you’re diving into the world of AI chatbots, text generation, or natural language understanding, this repo provides the tools you need. 🚀
https://github.com/machinelearningzuu/llm-agents

crewai langgraph llama-index

Last synced: 3 months ago
JSON representation

This repository contains projects of LLM Agents that empowers users to efficiently construct large language model (LLM)-based agents. Whether you’re diving into the world of AI chatbots, text generation, or natural language understanding, this repo provides the tools you need. 🚀

• Host: GitHub
• URL: https://github.com/machinelearningzuu/llm-agents
• Owner: machinelearningzuu
• Created: 2024-05-05T12:01:00.000Z (about 2 years ago)
• Default Branch: main
• Last Pushed: 2024-05-25T07:17:44.000Z (about 2 years ago)
• Last Synced: 2025-10-08T03:51:21.114Z (9 months ago)
• Topics: crewai, langgraph, llama-index
• Homepage:
• Size: 6.84 KB
• Stars: 0
• Watchers: 1
• Forks: 1
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

          
## LLM Agents

![image](https://alejandro-ao.com/crew-ai-crash-course-step-by-step/crewai-intro_hu88a7dae19e6e4edc447052475e8d7632_37712_1320x0_resize_q75_h2_box_2.webp)

## Building LLM Agents with Crew AI and More

**In order to set up the LLM Agents (crew), we should consider the following concepts**

### Tasks

These are the tasks that our agents will perform. Each task will be assigned to an agent.

### Agent

1. Perform tasks

2. Make decisions

3. Communicate with other agents

#### Three Components of a Good Agent

1. Good LLM (GPT-x, Mistral, Claude, Gemini)

2. Good Tools (Search, Calculate, Comparision, Shell, ...)

3. Good Agent Frameworks (LangGraph, LlamaIndex, LangChain, CrewAI)

##### Good LLM

1. Handle Long Contexts

2. Handle Long Outputs

3. Good at Reasoning

##### Good Tools

1. Efficient

2. Easy to Use

3. Easy to Extend

4. Easy to Integrate

##### Good Agent Frameworks

1. Good prompts that match the LLM (Same prompt not work for all LLMs)

2. Highly customizations of LLM Tools

3. Easy to use

4. Flexibility

### Tools

These are the tools that our agents will use to perform their tasks. These can be, for example, a search engine, a summarizer, a translator, etc.

### Process

A process dictates the way that our agents will work together. In this case, we will use a sequential process, which means that each agent will work one after the other.

![image](https://alejandro-ao.com/crew-ai-crash-course-step-by-step/crewai-diagram.jpg)