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.