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BrennonTWilliams
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ll-loop-suggester

Analyze message histories and command logs to generate FSM loop configurations.

7|2|Updated Jan 3, 2026
Search Tags:#automation#workflow#configuration#fsm#loops#ll-loop
One-click install
npx skills add https://github.com/BrennonTWilliams/little-loops --skill ll-loop-suggester
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: ll-loop-suggester
Source: https://github.com/BrennonTWilliams/little-loops/tree/main/skills/ll-loop-suggester
Command: npx skills add https://github.com/BrennonTWilliams/little-loops --skill ll-loop-suggester

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill eliminates the manual effort required to design and configure Finite State Machine (FSM) loops by automatically analyzing your existing message history, command logs, or sequences to generate optimized loop configurations.

Core Features & Use Cases

  • History Analysis: Scans message logs to identify recurring patterns and workflows that can be converted into durable, checkpointed loops.
  • Catalog Integration: Suggests loop configurations based on available commands and skills, ensuring your automation aligns with your existing toolbelt.
  • Sequence Detection: Analyzes n-gram sequences from logs to propose logical step-by-step automation flows.
  • Use Case: If you find yourself repeatedly running the same sequence of commands to manage issues, use this skill to generate a ready-to-use YAML loop configuration that encapsulates that process for future reuse.

Quick Start

Use the ll-loop-suggester skill to analyze the current message history and suggest a new FSM loop configuration.

Frequently Asked Questions about ll-loop-suggester

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I automate FSM loop creation from existing workflow logs?▼

FSM loop configuration requires access to message JSONL files or internal command and log registries. The skill performs pattern matching and configuration synthesis directly against these log sequences to detect recurring workflows and generate automation configurations.

How do I convert repeated command sequences into a reusable YAML loop configuration?▼

Sequence detection analyzes n-gram sequences from your logs to propose logical step-by-step automation flows. This mechanism identifies recurring command patterns in your message history and converts them into durable, checkpointed FSM loops.

Can I generate workflow automation based on my existing command catalog?▼

Yes, catalog integration suggests loop configurations based on your available commands and skills. This ensures your generated FSM loops align directly with your existing toolbelt without requiring external dependencies.

What data formats do I need to provide for FSM loop pattern matching?▼

You need to provide message JSONL files or access to internal command and log registries to perform FSM loop pattern matching. The skill requires these specific data formats to analyze sequences and synthesize structured configurations.

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