| Feature / Concern | ADK | LangChain / LangGraph | CrewAI | Microsoft AutoGen |
|---|---|---|---|---|
| Core focus | Modular agents, tools, workflows; strong dev UX (CLI/UI) | General LLM app framework; LangGraph for durable, controllable agents | Role-based multi-agent "crews" + Flows for deterministic orchestration | Event-driven multi-agent conversations; humans/tools/LLMs in the loop |
| Built-in tools | Google Search, code exec, RAG, etc. (Gemini-focused) | Many integrations via toolkits; now nudging toward LangGraph for agents | Rich agent roles/tools; expanding code-exec features | Agents, tools, human-in-the-loop; code agents; AutoGen Studio (UI) |
| Models | Gemini-first, but model-agnostic (GPT/Claude supported) | Open, many providers; strong ecosystem | Open; supports multiple providers | Open; supports multiple providers |
| Workflows | Sequential, Parallel, Loop agents first-class | Compose graphs with nodes/edges |
Anjaiah Methuku anjijava16
anjijava16
/ agents_frameworks.md
Created
October 5, 2025 18:45
anjijava16
/ arize-phoenix.sh
Last active
September 27, 2025 17:38
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| (.venv) welcome@jaisairams-Laptop Phoenix_Server % source ~/.zprofile.sh | |
| (.venv) welcome@jaisairams-Laptop Phoenix_Server % | |
| (.venv) welcome@jaisairams-Laptop Phoenix_Server % | |
| (.venv) welcome@jaisairams-Laptop Phoenix_Server % source .venv/bin/activate | |
| (.venv) welcome@jaisairams-Laptop Phoenix_Server % pwd |
anjijava16
/ uv_project.md
Created
September 27, 2025 14:39
Last login: Sat Sep 27 10:33:52 on ttys009
welcome@jaisairams-Laptop ~ % cd Desktop/Tech_Repos
welcome@jaisairams-Laptop Tech_Repos % cd Learn_INDIA
welcome@jaisairams-Laptop Learn_INDIA % mkdir a2a-agent-record
welcome@jaisairams-Laptop Learn_INDIA % cd a2a-agent-record
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| 1041 s -ltr | |
| 1042 ls -lte | |
| 1043 pwd | |
| 1044 mkdir new_A2A | |
| 1045 cd new_A2A | |
| 1046 git clone https://github.com/a2aproject/a2a-samples.git -b main --depth 1\ncd a2a-samples | |
| 1047 ls -ltr | |
| 1048 pwd | |
| 1049 ls -ltr samples/python/ | |
| 1050 more samples/python/pyproject.toml |
anjijava16
/ Agents_Easy_way.md
Last active
September 15, 2025 21:03
anjijava16
/ MCP_SSE.py
Created
May 31, 2025 15:24
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| # [ MCP Client / Agent in Browser ] | |
| # | | |
| # (connects via SSE over HTTP) | |
| # | | |
| # [ Uvicorn Server ] | |
| # | | |
| # (ASGI Protocol Bridge) | |
| # | | |
| # [ Starlette App ] | |
| # | |
anjijava16
/ python_env.sh
Created
April 8, 2023 18:47
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| /Users/welcome/sai_workspace/python_envs | |
| welcome@welcomes-MacBook-Pro python_envs % python3 -m venv mlops_water_metrics | |
| welcome@welcomes-MacBook-Pro python_envs % pwd | |
| /Users/welcome/sai_workspace/python_envs | |
| cd /Users/welcome/sai_workspace/python_envs/mlops_water_metrics/bin | |
| source activate |
anjijava16
/ emr_create.sh
Last active
May 27, 2023 15:16
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| aws emr create-cluster \ | |
| --name "ModelServing" \ | |
| --log-uri "s3n://aws-logs-654288303595-us-east-1/elasticmapreduce/" \ | |
| --release-label "emr-6.7.0" \ | |
| --service-role "arn:aws:iam::654288303595:role/EMR_DefaultRole" \ | |
| --ec2-attributes '{"InstanceProfile":"EMR_EC2_DefaultRole","EmrManagedMasterSecurityGroup":"sg-0cf75a954ffb6d02e","EmrManagedSlaveSecurityGroup":"sg-0fc72ac9d5e6a6759","KeyName":"welcome_emr","AdditionalMasterSecurityGroups":[],"AdditionalSlaveSecurityGroups":[],"SubnetId":"subnet-0066baf1bb164b3de"}' \ | |
| --applications Name=Hadoop Name=Hive Name=Hue Name=Pig Name=Spark \ | |
| --instance-groups '[{"InstanceCount":1,"InstanceGroupType":"MASTER","Name":"Master - 1","InstanceType":"m5.xlarge","EbsConfiguration":{"EbsBlockDeviceConfigs":[{"VolumeSpecification":{"VolumeType":"gp2","SizeInGB":40},"VolumesPerInstance":1}],"EbsOptimized":true}},{"InstanceCount":2,"InstanceGroupType":"CORE","Name":"Core - 2","InstanceType":"m5.xlarge","EbsConfiguration":{"EbsBlockDeviceConfigs":[{"VolumeSpecification":{"Vol |
anjijava16
/ npm_mac.sh
Created
March 5, 2023 14:15
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| https://nodejs.org/dist/v18.14.2/node-v18.14.2.pkg | |
| This package will install: | |
| • Node.js v18.14.2 to /usr/local/bin/node | |
| • npm v9.5.0 to /usr/local/bin/npm |
anjijava16
/ large_file_read_and_split.sh
Last active
March 4, 2023 01:29
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| # Create a File | |
| seq 1 100000000 > my_file.txt | |
| # Check File Size | |
| welcome@welcomes-MacBook-Pro temp_data % ls -hl | |
| total 2326664 | |
| -rw-r--r-- 1 welcome staff 1.1G Mar 3 20:27 my_file.txt | |
| -rw-r--r-- 1 welcome staff 71B Mar 3 20:22 read_file.sh | |
| welcome@welcomes-MacBook-Pro temp_data % |
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