What memory systems are supported by this skill?

The skill currently supports and auto-detects Claude-mem (~/.claude-mem/settings.json) and Serena (.serena/memories/).

What happens if my memory system is inaccessible?

The skill includes a fallback mechanism that prompts the user to manually paste the observation content for processing.

Does it promote every note I make?

No, it intentionally excludes work-in-progress notes, confidential information, and one-time tasks to maintain a high-quality SSOT.

Can I preview changes before they are saved?

Yes, the skill supports a --preview argument that allows you to review the promotion results before any files are modified.

How does it distinguish between decisions and patterns?

Decisions focus on the 'Why' (technology choices, guardrails, and requirements), while Patterns focus on the 'How' (reusable solutions, bugfix logic, and implementation styles).

Sync SSOT from Memory

Name: Sync SSOT from Memory
Author: Chachamaru127

byChachamaru127

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160

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Learning & Documentation

Synchronizes project learnings and architectural decisions from memory systems into permanent Single Source of Truth documentation.

This skill automates the promotion of ephemeral observations captured by systems like Claude-mem or Serena into a project's permanent Single Source of Truth (SSOT). By intelligently identifying key architectural decisions and reusable implementation patterns, it ensures that critical project knowledge is preserved in standardized markdown files. This prevents information loss and maintains long-term project consistency by separating the 'Why' (decisions) from the 'How' (patterns) in a structured, searchable format.

Key Features

01Separation of concerns between decisions.md and patterns.md

02Intelligent filtering of observations based on promotion criteria

03Structured entry generation with unique IDs and metadata

04160 GitHub stars

05Preview mode to review documentation updates before applying

06Automatic detection of Claude-mem and Serena memory systems

Use Cases

01Converting recurring bug fixes into reusable implementation patterns

02Consolidating project constraints and requirements before cleanup phases

03Preserving architectural rationale after a major development cycle

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add chachamaru127/claude-code-harness sync-ssot-from-memory

For use in Claude.ai and ChatGPT

Download Skill