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In progressLocal AI & hardware

Spark Worker

Hand grunt work to your own local AI.

An MCP server that lets a frontier coding agent offload file reading, log digesting and even whole coding tasks to a local model running on owned DGX Spark hardware. Big inputs never enter the expensive agent's context, so sessions last longer.

MCP tools
15
spark-worker — illustration
SpLocal AI & hardware

→Reads files and logs locally and returns only the condensed answer

→Delegates whole coding jobs on isolated branches

→One human approval per session, then hands-free

PythonMCPGLM on DGX Sparkgit worktrees

Two ways to read it

In plain English

An MCP server that lets a frontier coding agent offload file reading, log digesting and even whole coding tasks to a local model running on owned DGX Spark hardware. Big inputs never enter the expensive agent's context, so sessions last longer.

For engineers

Python + uv MCP server with 15 tools; delegated coding jobs run on isolated git worktrees behind a machine-wide concurrency cap and red-flag review packets.

What it does.

  • Reads files and logs locally and returns only the condensed answer
  • Delegates whole coding jobs on isolated branches
  • One human approval per session, then hands-free

Built with

  • Python
  • MCP
  • GLM on DGX Spark
  • git worktrees

Status: In progress · started October 2026 · private repository