How does MemQuery find relevant information?

The skill reads an INDEX.md map and uses automated grep commands to search for specific keywords across the relevant memory layers based on the user's query.

Does MemQuery handle conflicting memory records?

Yes, it includes a built-in error handling protocol that identifies conflicts between different memory layers or time periods and asks the user for clarification.

Why is the L4 layer always consulted?

The L4 layer contains your core values and principles. MemQuery retrieves this layer to ensure that any advice or answers provided by Claude remain aligned with your fundamental beliefs.

What is the 4-layer memory system in MemQuery?

It organizes information into four levels: L1 (Situational Context), L2 (Behavioral Patterns), L3 (Cognitive Frameworks), and L4 (Core Values) for structured and accurate retrieval.

MemQuery: Personal Memory Retrieval

Name: MemQuery: Personal Memory Retrieval
Author: zephyrwang6

byzephyrwang6

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Productivity & Workflow

Retrieves and synthesizes personalized information from hierarchical memory files to provide context-aware answers and recommendations based on user history.

MemQuery is a specialized skill for Claude Code designed to manage and query a multi-layered personal AI memory system. By navigating four distinct levels—ranging from immediate situational context (L1) and behavioral patterns (L2) to cognitive frameworks (L3) and core values (L4)—this skill allows Claude to provide highly personalized responses. It automates the process of indexing, searching via grep, and synthesizing data, ensuring that every recommendation is calibrated against the user's documented values and past experiences. Whether you're recalling a specific workflow or seeking advice aligned with your principles, MemQuery provides grounded, cited, and accurate information from your own local memory repository.

Key Features

0137 GitHub stars

02Automated grep search strategies for efficient keyword matching

03Hierarchical retrieval across four distinct memory layers (L1-L4)

04Source-referenced answers with clear citations to memory files

05Value-based calibration using L4 core principles for all suggestions

06Conflict detection to identify and resolve inconsistencies in historical records

Use Cases

01Retrieving specific work habits and preferences to optimize current workflows

02Consulting personal decision-making frameworks and values for life or career advice

03Summarizing recent activities and project history from chronological event logs

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add zephyrwang6/myskill mem-query

For use in Claude.ai and ChatGPT

Download Skill