llnl/mada

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The Multi Agent Design Assistant (MADA) project allows users to create and link custom AI agents to help with their workloads.

Stars: 2
Forks: 2
Open beginner issues: 0
Indexed issues: 34
Avg merge: 1d 4h
Merged PRs (30d): 4

Dominant language: Python
License: Apache-2.0
Last GitHub push: Sep 9, 2026
Latest indexed: Sep 19, 2026
Contributing guide: No contributing guide
Code of conduct: No code of conduct
Beginner labels: No beginner labels indexed

Beginner friendly Everything

Open All

34 open issues indexed

Improvements to Logging Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 52/100

llnl/mada#50 · Opened Aug 5, 2026
Add Agent Tool Calls to History Open

enhancement

llnl/mada#49 · 1 comment · 1 assignee · Opened Aug 5, 2026
Improvements to Session Creation Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 48/100

llnl/mada#48 · Opened Aug 5, 2026
Built-In Sandboxing Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 25/100

llnl/mada#47 · Opened Aug 5, 2026
Video Tutorials Open

documentation

Difficulty 5/5 Over a week Newbie friendliness 30/100

llnl/mada#46 · Opened Aug 5, 2026
Per-Agent Model Override Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 62/100

llnl/mada#45 · Opened Aug 5, 2026
RAG Integration Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 25/100

llnl/mada#44 · Opened Aug 5, 2026
Storing/Displaying Reasoning Traces Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 25/100

llnl/mada#43 · Opened Aug 5, 2026
Implementing UMP Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 25/100

llnl/mada#42 · Opened Aug 5, 2026
Documentation for CLI Commands Open

documentation

Difficulty 4/5 3-5 days Newbie friendliness 45/100

llnl/mada#41 · Opened Aug 5, 2026
End-to-End Tests for Each Interface Mode Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 45/100

llnl/mada#40 · Opened Aug 5, 2026
Integration Tests Between Orchestrator and Coordinator Open

enhancement

Difficulty 3/5 1-2 days Newbie friendliness 45/100

llnl/mada#39 · Opened Aug 5, 2026
Integration Tests Between Orchestrator and Background Task Manager Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 35/100

llnl/mada#38 · Opened Aug 5, 2026
Integration Tests Between Orchestrator and DB Session Manager Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 25/100

llnl/mada#37 · Opened Aug 5, 2026
Integration Tests Between Orchestrator and Chat Clients Open

enhancement

Difficulty 3/5 1-2 days Newbie friendliness 35/100

llnl/mada#36 · Opened Aug 5, 2026
Integration Tests Between Interfaces and Orchestrator Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 35/100

llnl/mada#35 · Opened Aug 5, 2026
Unit Tests for the `interfaces/openai_api/` Folder Open

enhancement

Difficulty 3/5 1-2 days Newbie friendliness 35/100

llnl/mada#34 · Opened Aug 5, 2026
Unit Tests for the `interfaces/gradio/` Folder Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 35/100

llnl/mada#33 · Opened Aug 5, 2026
Unit Tests for the `interfaces/cli/` Folder Open

enhancement

Difficulty 3/5 1-2 days Newbie friendliness 35/100

llnl/mada#32 · Opened Aug 5, 2026
Unit Tests for the Top-Level Files in `core/` Open

enhancement

Difficulty 3/5 1-2 days Newbie friendliness 50/100

llnl/mada#31 · Opened Aug 5, 2026
Unit Tests for the `core/orchestration/` Folder Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 30/100

llnl/mada#30 · Opened Aug 5, 2026
Unit Tests for the `core/config/` Folder Open

enhancement

Difficulty 3/5 1-2 days Newbie friendliness 64/100

llnl/mada#29 · Opened Aug 5, 2026
Create a Tutorial for Connecting to AWS Bedrock Open

documentation

Difficulty 2/5 1-3 hours Newbie friendliness 70/100

llnl/mada#28 · Opened Aug 5, 2026
Unit Tests for the `core/chat_clients/` Folder Open

enhancement

Difficulty 3/5 1-2 days Newbie friendliness 45/100

llnl/mada#27 · Opened Aug 5, 2026
Create a Tutorial for Connecting Codex to A2A Agents Open

documentation

llnl/mada#26 · 3 assignees · Opened Aug 5, 2026
Create a Tutorial for Connecting MADA to the MAG Open

documentation

Difficulty 3/5 1-2 days Newbie friendliness 65/100

llnl/mada#25 · Opened Aug 5, 2026
Create a Tutorial for Connecting MADA to URSA Open

documentation

Difficulty 2/5 1-3 hours Newbie friendliness 68/100

llnl/mada#24 · Opened Aug 5, 2026
Create a Tutorial for A2A Open

documentation

llnl/mada#22 · 1 assignee · Opened Aug 5, 2026
Create a Tutorial for Each Orchestration Mode Open

documentation

llnl/mada#21 · 1 assignee · Opened Aug 5, 2026
Create a Tutorial of Agents with MCP Servers and Skills Open

documentation

Difficulty 3/5 1-2 days Newbie friendliness 68/100

llnl/mada#20 · Opened Aug 5, 2026
Create a Basic Tutorial for Each Supported Interface Open

documentation

Difficulty 4/5 3-5 days Newbie friendliness 52/100

llnl/mada#19 · Opened Aug 5, 2026
Autonomous Orchestration Open

enhancement

llnl/mada#15 · 1 assignee · Opened Jul 24, 2026
Support for the multi-agent pattern specialized User Interface Open

enhancement

llnl/mada#14 · 2 assignees · Opened Jul 16, 2026
Add support for the Magentic Orchestration Pattern Open

enhancement

llnl/mada#13 · 1 assignee · Opened Jul 16, 2026

llnl/mada

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