uta: Orchestrate Coding Agents with Nebius Nemotron

Overview

uta is a Go CLI agent orchestrator built around a native provider for Nebius Token Factory and NVIDIA Nemotron models. It decomposes goals into parallel subtasks, sends them to available coding-agent CLIs or configured providers, then synthesizes the results and records the run as a queryable trajectory.

It is aimed at developers who want to coordinate multiple agents rather than manage each conversation separately. The project also supports local workflows such as reviewing permissions, undoing file changes, inspecting costs, and exposing orchestration through MCP. It is currently marked pre-alpha, so its breadth comes with early-stage adoption risk.

Key Features

• Plans parallel tasks and supports DAG-based orchestration, direct runs, and configurable workflows.
• Routes work across its Nebius Token Factory provider and installed agent CLIs such as Claude Code, Gemini CLI, and Antigravity; other CLIs can be described with YAML.
• Records prompts, tool calls, results, token counts, and answers in SQLite for trajectory inspection and resumption.
• Applies tool permissions, optional hooks, file checkpoints, and undo for supported workspace changes.
• Offers provider budgets and cost reporting, including role-based Nemotron tier routing.
• Connects to MCP servers as tools and can serve uta capabilities to MCP clients.
• Includes an interactive shell, local web dashboard, discussion command, and steer mission interpreter.

Use Cases

• A developer can split a repository change into independent tasks and run them concurrently across coding agents.
• A team evaluating agent work can inspect recorded trajectories, tool calls, and cost reports after a run.
• A developer using Nebius Token Factory can route planning and synthesis to Nemotron Ultra and parallel worker tasks to Nemotron Super.
• An MCP client user can call uta's planning and orchestration capabilities from Claude Code, Cursor, or another MCP-aware client.

Getting Started

Install with Go:

go install github.com/unleashtheagents/uta/cmd/uta@latest

Then run uta for first-run setup or uta run -g "summarize this repo in 5 bullets" to try a goal. See the README for setup options and provider configuration.

Alternatives

• cli-agent-orchestrator: It delegates tasks to coding CLIs in isolated tmux sessions, while uta focuses on goal decomposition and records runs for inspection or replay.
• multica: It provides a self-hosted workspace for assigning issues to agents and reviewing progress, rather than a CLI centered on decomposing goals into parallel tasks.
• oh-my-claudecode: It adds orchestration within Claude Code and terminal-launched workers, while uta is a standalone Go CLI with a built-in Nebius provider.

Considerations

The repository describes itself as pre-alpha and in active v1 development. Its recent activity and releases indicate rapid change, but the health data also shows that all contributions come from one person. The project has not yet demonstrated recent issue-closure or pull-request-merge activity, so adopters should validate the workflows they depend on and account for maintenance continuity. It requires Go, uses SQLite for trajectory storage, and the README's broader integrations may require provider credentials or external CLIs. The license is MIT.