Multi-Agent Orchestration: Installing Let Them Talk for MemStack Pro
Had a productive session today diving into multi-agent orchestration patterns for MemStack Pro. Been thinking about how to implement better AI collaboration workflows, and I think I found some solid pieces to work with.
Adding Agentic Design Patterns to the Toolkit
First thing I did was update my tools-to-explore list in AdminStack with a reference I stumbled upon: Agentic Design Patterns by Mathews-Tom. It's got 385 stars on GitHub with an MIT license, which is always a good sign. The repo covers some really practical stuff:
- Orchestration patterns
- Tool use strategies
- Planning and memory management
- Reliability patterns for AI agents
What caught my eye is how well it maps to the Manager/Builder/Reviewer pattern I've been sketching out for Let Them Talk. Sometimes the stars just align, you know?
Installing Let Them Talk v5.3.0
Speaking of Let Them Talk, I finally pulled the trigger and installed v5.3.0 on the memstack-pro project. The setup was pretty smooth:
npx let-them-talk init
This automatically registered an agent-bridge MCP server in .mcp.json and set up the basic structure. Hit one small Windows quirk though - the .agent-bridge/ directory didn't get created automatically, so I had to mkdir it manually. Not a big deal, but worth noting for anyone else running on Windows.
Ran the doctor check and everything came back healthy, which is always satisfying.
The MCP Connection
What I really like about this approach is that Let Them Talk uses the MCP (Model Context Protocol) agent-bridge for message-passing between agents. No custom protocols to maintain - it just plugs into the existing MCP ecosystem I'm already using. Clean and simple.
I updated the .gitignore to exclude the agent-bridge working files (.agent-bridge/, .mcp.json, .codex/, .gemini/) since those are runtime artifacts that don't need to be in version control.
What's Next
I'm at a good stopping point, but there's still work to do. The CLI needs a restart to pick up the new MCP tools, then I can test the basic multi-agent workflow:
npx let-them-talk run "simple task" --agents 3
I'm particularly curious about the --template pair option for Manager/Builder prompt templates. That could be exactly what I need for the orchestration pattern I have in mind.
This feels like the first real step toward proper multi-agent orchestration for the VibeStack/MemStack ecosystem. The pieces are starting to come together in a way that feels both powerful and maintainable.