Where does the skill store its extracted data?

It interacts with the local OpenCode SQLite database and updates specific entity files and journals on your local file system.

What is the primary purpose of Macrodata Distill?

It serves as a memory consolidation engine that scans your AI conversations to extract and save important facts and decisions for future use.

How does it avoid context window limitations?

It uses a coordinator pattern that spawns separate sub-agents for each conversation, ensuring that full transcripts are never loaded into your primary session context.

What specific information does the sub-agent look for?

It focuses on distilled actions (what was done), facts (technical details or preferences), and decisions (the rationale behind specific choices).

Macrodata Distill

Name: Macrodata Distill
Author: ascorbic

byascorbic

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108

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Productivity & Workflow

Extracts actionable knowledge and persistent facts from daily conversations to build a self-refining long-term memory for Claude.

Macrodata Distill is a specialized skill for Claude Code and OpenCode that automates the process of memory consolidation. By querying local conversation databases and utilizing a coordinator-sub-agent architecture, it identifies key technical decisions, project facts, and completed actions without overwhelming the main context window. This allows your AI assistant to maintain a persistent understanding of your projects, personal coding preferences, and architectural choices across multiple sessions and days.

Key Features

01Automated extraction of facts, decisions, and actions from SQLite session data

02Context-aware filtering that excludes tool noise and system messages

03Parallel sub-agent processing to prevent context window blowup

04108 GitHub stars

05Persistent journal logging for historical activity tracking

06Dynamic entity file updates to maintain an evolving knowledge base

Use Cases

01Consolidating architectural decisions across long-running development projects

02Maintaining a persistent record of project-specific coding standards and preferences

03Summarizing daily progress into a structured journal for team reporting

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add ascorbic/macrodata macrodata-distill

For use in Claude.ai and ChatGPT

Download Skill