What is two-stage retrieval in Coder Memory Recall?

It first searches for document previews to identify the most relevant matches, then retrieves the full content for only the selected items to save context space and tokens.

Why does it use a sub-agent?

Using a 'general-purpose' sub-agent via the Task tool keeps the main conversation context clean and prevents memory search logs from cluttering the primary workspace.

When does the skill activate?

It auto-invokes when Claude detects a complex task that requires domain-specific patterns or when the user explicitly triggers it using the '--recall' command.

Can I add my own coding patterns to the database?

Yes, the skill is designed to work alongside memory-store capabilities, allowing you to store and update memories within specific role-based collections.

Does it search for basic terminal commands?

No, it is specifically configured to skip memory searches for obvious tasks like starting servers or file operations, focusing only on 'hard' problems.

Coder Memory Recall

Name: Coder Memory Recall
Author: hongbietcode

byhongbietcode

•

生产力与工作流

Retrieves sophisticated coding patterns and architectural insights from a global vector database using intelligent two-stage retrieval.

Coder Memory Recall empowers Claude to leverage a vast library of universal coding patterns, architectural best practices, and hard-won technical lessons stored in a vector database. By utilizing a two-stage retrieval process—searching previews before fetching full content—and delegating tasks to sub-agents, it ensures Claude has access to the most relevant context for complex problems without cluttering the main conversation. The skill intelligently categorizes knowledge into specialized roles like backend, frontend, security, and quantitative finance, automatically invoking search when non-obvious challenges arise or via the '--recall' command.

主要功能

01Seamless integration with vector database MCP tools for storing and updating memories

02Role-specific pattern collections spanning backend, AI, security, and more

03Intelligent task filtering to skip trivial operations and focus on complex problems

04Sub-agent execution via Task tool to maintain clean main conversation context

052 GitHub stars

06Two-stage semantic retrieval for high-precision knowledge fetching

使用场景

01Onboarding onto unfamiliar domains like quantitative finance or security engineering using stored expertise

02Solving non-obvious architectural bugs by recalling previously encountered patterns

03Implementing complex cross-domain performance optimizations and debugging strategies

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add hongbietcode/synthetic-claude coder-memory-recall

For use in Claude.ai and ChatGPT

Download Skill