autoloop

What problem does it solve?

Autoloop removes the manual, repetitive process of iterating code or configuration changes to improve a single numeric metric by automating propose→run→measure→commit loops and handling regressions automatically.

Core Features & Use Cases

• Autonomous Optimization Loop: Continuously proposes edits to one target file, runs experiments, extracts a numeric metric, and keeps only improvements via git commits while reverting regressions.
• Resilience & Guardrails: Stagnation detection, retry/fix attempts on crashes, and cost/duration/experiment limits prevent runaway runs.
• MCP Management: Exposes MCP tools to start, monitor, list, stop, and fetch results for campaigns, enabling integration with AI assistants and services.
• Use Cases: Trading backtests, prompt optimization, site performance tuning, hyperparameter experiments, or any workflow with a single clear numeric metric and a non-interactive run command.

Quick Start

Start an autoloop campaign by running bun Skills/autoloop/scripts/autoloop.ts --program /path/to/your/project/program.md to iterate edits, run experiments, measure the metric, and persist improvements via git commits.