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ToolExperimental

tomorrowedge

by axobase001

Local GUI to run, compare, and debug multi-model coding agents

TypeScript
Updated Jul 6, 2026
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What It Does

Provides a local GUI for running and comparing multi-model coding agents with full-access tooling. Lets you spin up multiple agent instances, view their code outputs side-by-side, and interact with each agent in a developer-friendly interface. Includes features for replaying sessions and inspecting where agents diverge, making it easy to reproduce and debug multi-agent coding workflows. Agent Service Mesh Pattern

Why It Matters

As teams compose multiple coding agents and models, understanding how they interact and where failures originate becomes essential to trust. A local GUI client surfaces agent behaviors, helps reproduce errors, and supports manual evaluation of agent outputs — all important signals for building agent track records and continuous evaluation. Until now many multi-agent experiments ran in logs or notebooks; an interactive UI makes agent-to-agent comparison and debugging accessible to practitioners. For guided reasoning and evaluation workflows, consider referencing the Chain of Thought Pattern. You can also reinforce the concept of recalling past outputs with Recall.

Ideal For

Developers and researchers iterating on multi-model coding agents who need a local, interactive way to compare outputs and reproduce failures. This approach aligns with the Model Context Protocol (MCP) to manage context across agents.

How It's Used

  • Compare code outputs from different LLMs or agent configurations side-by-side to pick the best performer
  • Replay and inspect multi-agent coding sessions to reproduce bugs and analyze failure modes
  • Interactively debug agent delegation and step through where agents diverge in a workflow
Topics
agent-orchestrationcoding-agentgui-clientmulti-model
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Keywords
multi-agentcoding-agentagent-orchestrationagent-evaluation