Code Memory Router banner
OthmanAdi OthmanAdi

Code Memory Router

Development community

Description

Claude Code skill that routes between MemPalace (project memory) and QMD (codebase search). 13/13 benchmark vs 4/13 without.

Installation

This entry records only its repository, not the path inside it, so there is no exact command to give. Open the source below and copy the folder into ~/.claude/skills/, or the file into ~/.claude/agents/.

README

code-memory-router

![code-memory-router banner](banner.png)

A Claude Code skill that routes memory and retrieval tasks to the right tool — **MemPalace** for project memory, **QMD** for codebase search.


The problem

Without routing guidance, Claude defaults to `grep` for everything — even questions like *"why did we build it this way?"* or *"what did we decide last week?"*. That burns tokens, misses the answer, and ignores the memory systems you set up.

The solution

This skill teaches Claude:

  • WHERE something is in code → use QMD (hybrid BM25 + semantic search)
  • WHY something exists or was decided → use MemPalace (persistent project memory)
  • BOTH → combined flow, code-first or history-first depending on the question

Benchmark

Tested on 3 real tasks across 6 parallel runs (with skill vs without):

Task With skill Without skill
Find WebSocket disconnect handler in Rust backend 4/4 ✅ 1/4 ❌
Why did we switch from SSE to WebSocket? 4/4 ✅ 1/4 ❌
Show AI chat entry point + architecture decisions 5/5 ✅ 2/5 ❌
Total 13/13 4/13
Avg tokens (memory tasks) 36k 58k (+61%)
Avg time (memory tasks) 175s 339s (+94%)

Without the skill, agents missed MemPalace entirely on every memory task — burning 61% more tokens to find the same answer via brute-force grep.


Requirements

  • QMD — codebase indexer with hybrid search
  • MemPalace — persistent AI memory

Both must be installed and indexed. See [references/setup-guide.md](references/setup-guide.md).

Install

**Universal (works with Claude Code, Cursor, Codex, Gemini CLI, and 40+ agents):**

npx skills add OthmanAdi/code-memory-router

Or from npm: `pi install npm:code-memory-router` ([package](https://www.npmjs.com/package/code-memory-router))

**Claude Code only:**

claude skills install github:O