learn_from_openclicky_logs

Reviews OpenClicky JSONL message logs to extract learnings and update memory files.

Updated Jul 7, 2026
One-click install
npx skills add https://github.com/jamsdoescode/Erik-s-Portfolio --skill learn-from-openclicky-logs-jamsdoescode
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: learn_from_openclicky_logs
Source: https://github.com/jamsdoescode/Erik-s-Portfolio/tree/main/openclicky/AppResources/OpenClicky/OpenClickyBundledSkills/learn-from-openclicky-logs
Command: npx skills add https://github.com/jamsdoescode/Erik-s-Portfolio --skill learn-from-openclicky-logs-jamsdoescode

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? OpenClicky generates daily message logs and review comments, but turning those raw logs into durable improvements requires manual inspection. This Skill provides a structured workflow to review logs, identify recurring failures and behavior patterns, and convert them into memory updates, learned skills, and review notes. ## Core Features & Use Cases - Log Pattern Analysis: Inspects messages-YYYY-MM-DD.jsonl files and review comment files to find repeated refusals, verbose responses, tool failures, and missed skill-creation opportunities. - Safe Archiving: Creates timestamped backups under the archives path before modifying memory, learned skills, or notes, preserving source files for restoration. - Durable Improvements: Updates memory.md with stable preferences, creates or updates learned skills for repeat workflows, and writes concise review notes for issues needing code changes. - Use Case: After a week of using OpenClicky, ask it to review recent logs; the Skill identifies that voice responses were too long, archives the current memory file, and records a behavior decision in memory.md. ## Quick Start Ask OpenClicky to review this week's logs and turn any recurring issues into memory updates or learned skills.

Frequently Asked Questions about learn_from_openclicky_logs

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

FAQPage Schema
How do I review OpenClicky logs to improve its behavior?

Ask OpenClicky to learn from its logs. The Skill reads the runtime map, memory.md, review comment files, and recent messages-YYYY-MM-DD.jsonl files, then identifies patterns like repeated refusals or overly long voice responses and converts them into memory updates or learned skills.

What log files does the OpenClicky log review inspect?

It inspects messages-YYYY-MM-DD.jsonl files from the logs directory, starting with the newest log unless a date is specified. It also reads agent-review-comments.md and log-review-comments.jsonl when present, plus memory.md and OpenClickyRuntimeMap.md.

Does reviewing logs delete or overwrite my existing memory files?

No. Before changing memory, learned skills, or notes, the Skill creates a timestamped backup under the archives path from OpenClickyRuntimeMap.md, preserving the source filename. Old logs and notes are never deleted unless you explicitly request destructive deletion.

What happens if the log review finds nothing worth changing?

If no durable change is justified, the Skill writes a short findings note instead of inventing a skill. The final response still names the logs reviewed, learnings found, files created or updated, and the archive path used.

What kinds of patterns does log learning look for?

It looks for repeated refusals where an agent task should have started, raw command output shown instead of plain English, overly long voice responses, missed skill-creation opportunities, missing file paths or summaries, and tool failures needing better fallbacks or permission messages.