coder-memory-store

Store coding patterns in a vector database for automatic retrieval and reuse.

3|Updated Dec 28, 2025
One-click install
npx skills add https://github.com/hongbietcode/synthetic-claude --skill coder-memory-store-hongbietcode
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: coder-memory-store
Source: https://github.com/hongbietcode/synthetic-claude/tree/main/plugins/productivity-kit/skills/coder-memory-store
Command: npx skills add https://github.com/hongbietcode/synthetic-claude --skill coder-memory-store-hongbietcode

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill stores universal coding patterns into a vector database, enabling auto-invocation after difficult tasks and rapid reuse across projects.

Core Features & Use Cases

  • Executable pattern storage: Store functions or code templates with signatures and docs for quick reuse.
  • Usage metrics & auto-invocation: Track retrievals and successful reuse, surfacing high-quality patterns to new tasks.
  • Cross-project applicability: Suggest patterns during complex engineering tasks and MCP-driven problem solving.

Quick Start

Save a new coding pattern by describing it and invoking the Memory Store through the agent interface. Then query for relevant patterns using keywords like "retry wrapper" or "database pattern" to retrieve a ready-to-use snippet.

Frequently Asked Questions about coder-memory-store

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

FAQPage Schema
How do I store universal coding patterns for reuse across different projects?▼

You can store universal coding patterns by saving functions or code templates with their signatures and documentation into a vector database, enabling automatic retrieval and replay for new projects.

What is the best way to retrieve executable code patterns during complex engineering tasks?▼

The best way to retrieve executable code patterns is by querying a vector database with keywords like "retry wrapper" to automatically surface and replay proven solutions during complex engineering tasks.

How does automatic pattern retrieval work after difficult problem-solving tasks?▼

Automatic pattern retrieval works by tracking usage metrics and successful reuses, then using an auto-invocation trigger to surface broadly applicable lessons and patterns to new tasks.

Do I need a vector database backend to index and reuse coding patterns?▼

Yes, you need a vector database backend to enable pattern indexing, storage of executable code templates, and the automatic retrieval required for cross-project reuse.

Can I track usage metrics for code reuse patterns in MCP-driven problem solving?▼

Yes, you can track usage metrics for code reuse patterns by monitoring retrievals and successful applications, which surfaces high-quality patterns during MCP-driven problem solving.

How do I save a new code template signature into a memory pattern store?▼

To save a new code template, describe the universal coding pattern and invoke the memory store through the agent interface to index its signature and documentation.