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ferundatattoo
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auto-recall

Extract recurring tool-call sequences from operation logs and generate SKILL.md files.

Updated Aug 23, 2026
Search Tags:#automation#logs#skills#patterns#generation#workflows#analyze
One-click install
npx skills add https://github.com/ferundatattoo/ethereal --skill auto-recall
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: auto-recall
Source: https://github.com/ferundatattoo/ethereal/tree/main/.claude/skills/auto-recall
Command: npx skills add https://github.com/ferundatattoo/ethereal --skill auto-recall

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Repeated manual automation planning wastes time and leads to inconsistent automation patterns. Auto-Recall analyzes tool operation logs to identify recurring workflows and auto-generate reusable skills.

Core Features & Use Cases

  • Pattern discovery: scans logs to find repeated sequences of tool calls (3+ in the same order across sessions).
  • Skill generation: derives a reusable workflow and creates a SKILL.md for future reuse.
  • Automation acceleration: reduces time to implement new automations by reusing proven patterns.

Quick Start

Run an on-demand analysis to identify repeating tool-call patterns and generate corresponding SKILL.md entries.

Frequently Asked Questions about auto-recall

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

FAQPage Schema
How do I extract reusable workflow patterns from tool operation logs?▼

To extract reusable workflow patterns from tool operation logs, analyze sequences of recurring tool calls (Read, Write, Edit, Bash, Grep, Glob) to identify repeats across sessions and auto-generate new SKILL.md files for future automation.

What is the minimum number of repeated tool calls needed to generate an automation skill?▼

An automation skill is generated when a specific sequence of tool calls appears at least 3 times in the exact same order across different operation sessions logged in the system.

Where are the generated SKILL.md files stored after pattern discovery?▼

Generated SKILL.md files are stored under the .claude/skills/ directory, creating reusable automation entries derived from the workflow patterns detected in your logs.

Do I need a specific log file format to analyze tool operation workflows?▼

Yes, workflow analysis requires access to tool operation logs stored specifically at ~/.claude/tool_logs/operations.jsonl to derive repeating sequences and generate automation skills.

What is the best way to automate repetitive coding workflows across different projects?▼

The best way to automate repetitive workflows across projects is to run an on-demand analysis of tool-call logs to discover proven sequences, accelerating implementation by generating reusable skills instead of manual planning.

Why does automated skill discovery fail to find patterns in my logs?▼

Pattern discovery fails if the operations.jsonl log file lacks sequences appearing 3 or more times in the same order, as the tool requires repeated identical tool-call workflows across sessions to extract a skill.

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