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Multi_agents_utils

Multi Agents Utils Using Langgraph,Autogen and CrewAI,LLAMAIndex, Pydantic-AI,SWARM

Here's a non-exhaustive list of agent frameworks we know about today:

  • Langgraph
  • CrewAI
  • AutoGen
  • LlamaIndex
  • SmolAgents
  • Pydantic AI
  • Phidata
  • OpenAI Swarm
  • Langchain Agents
  • DIY
  • AWS Bedrock
  • Azure Azure AI Agent Service, powered by Semantic Kernel,

Langchain Agents

  1. https://python.langchain.com/v0.1/docs/modules/agents/

Using Langgraph

  1. https://langchain-ai.github.io/langgraph/tutorials/introduction/#part-1-build-a-basic-chatbot
  2. https://langchain-ai.github.io/langgraph/tutorials/

Using AutoGen

  1. https://microsoft.github.io/autogen/0.2/docs/Getting-Started/

Using CrewAI

  1. https://docs.crewai.com/installation
  2. https://github.com/IntelegixLabs/Multi_Agent_Collaboration_for_Financial_Analysis
  3. https://storage.googleapis.com/lablab-static-eu/presentations/submissions/cm13b8gp0000z357eaunuygdy/cm13b8gp0000z357eaunuygdy-1726399796546_llg46c0iwl.pdf

LLAMA

  1. https://www.llamaindex.ai/blog/introducing-llama-agents-a-powerful-framework-for-building-production-multi-agent-ai-systems
  2. https://docs.llamaindex.ai/en/stable/use_cases/agents/

pydantic-ai

  1. https://ai.pydantic.dev/examples/chat-app/#example-code
  2. https://ai.pydantic.dev/

OpenAI SWARM

  1. pip install git+https://github.com/openai/swarm.git

OpenAI Agent SDK

LLAMA-Index SDK

Google ADK (Google Agent Development Kit (ADK), an open-source Python library)

  1. google & google-adk
  2. https://medium.com/@sokratis.kartakis/from-zero-to-multi-agents-a-beginners-guide-to-google-agent-development-kit-adk-b56e9b5f7861
  3. https://github.com/sokart/adk-walkthrough/blob/main/chapter2_main_single_agent.py

MCP SDK

  1. img_2.png
  2. img_3.png

dynamiq

  1. https://dynamiq-ai.github.io/dynamiq/

burr

  1. https://github.com/DAGWorks-Inc/burr/tree/main

Hugging face agents

  1. https://github.com/ashishpatel26/AIAgentWorkshop/tree/main

AWS Bedrock agent framework

  1. https://aws.amazon.com/blogs/machine-learning/design-multi-agent-orchestration-with-reasoning-using-amazon-bedrock-and-open-source-frameworks/
  2. https://github.com/aws-samples/agentic-orchestration/tree/main
  3. https://catalog.us-east-1.prod.workshops.aws/workshops/d2131e02-4fff-4090-bff9-0c85ecfcf143/en-US
  4. https://github.com/awslabs/amazon-bedrock-agent-samples/tree/main?tab=readme-ov-file
  5. AWS Bedrock : https://github.com/aws-samples/amazon-bedrock-workshop
  6. https://catalog.us-east-1.prod.workshops.aws/amazon-bedrock/en-US
  7. https://catalog.workshops.aws/agents-for-amazon-bedrock/en-US
  8. https://github.com/aws-samples/amazon-bedrock-samples/tree/main/rag/knowledge-bases/use-case-examples
  9. https://github.com/aws-samples/financial-analysis-multi-agent-collaboration/tree/main
  10. https://github.com/aws-samples/bedrock-multi-agents-collaboration-workshop/blob/main/1-energy-forecast/1_forecasting_agent.ipynb

Installation

  1. Clone the repository:
$ git clone https://github.com/anjijava16/Multi_agents_utils.git
$ cd Multi_agents_utils
  1. Install dependencies with uv:

To install the required dependencies for this project, use the following command with uv:

  • First, ensure you have uv installed. If not, install it globally:

    pip install uv
  • Then, install the dependencies using uv

    uv install
  • Run the application using uv

    uv run
  • Build the Python package using uv

    uv build

Reference

  1. https://medium.com/vedcraft/building-intelligent-apps-with-agentic-ai-top-frameworks-to-watch-for-in-2025-7d461627adf2
  2. https://vedcraft.com/tech-trends/building-intelligent-apps-with-agentic-ai-top-frameworks-to-watch-for-in-2025/

img.png img_1.png img_4.png

500 AI Agents Repos

  1. https://github.com/ashishpatel26/500-AI-Agents-Projects

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