kochetkov-ma/claude-brewcodeMIT4 files

Memory Optimize

Optimizes Claude Code memory files in 4 interactive steps: removes duplicates, migrates rules to CLAUDE.md/rules files, compresses remaining entries, validates with cleanup. Typical reduction: 30-50% on token count.

Specification
Skill ID
kochetkov-ma/claude-brewcode/memory-optimize
Publisher
kochetkov-ma
Repository
claude-brewcode
Installs
0
Files
4
License
MIT
Synced
Sep 23, 2026
How to use it

Open any RiverX project, open the Skills panel in the chat, and search for this identifier. The files are fetched from the source repository at install time.

kochetkov-ma/claude-brewcode/memory-optimizeInstalls these files
  • LICENSE
  • README.md
  • SKILL.md
  • references/memory-guide.md

What this skill tells the agent

Plugin: kochetkov-ma/claude-brewcode

Memory Optimizer

Optimizes Claude Code auto-memory files in 4 interactive steps: removes duplicates, migrates rules to proper config files, compresses remaining entries, validates the result. Typical reduction: 30–50% token count in memory files.

Auto-memory stores context across sessions in ~/.claude/projects/**/memory/MEMORY.md. Enable: CLAUDE_CODE_DISABLE_AUTO_MEMORY=0 · Disable: CLAUDE_CODE_DISABLE_AUTO_MEMORY=1

Benefits: faster context loading · no duplicate rules · cleaner instructions · lower API cost

Usage:

/memory-optimize          # no args — starts 4-step interactive workflow
_Skill text is written for LLM consumption and optimized for token efficiency._

Memory Optimizer

Optimizes Claude Code memory files through 4 interactive steps.

No `context: fork` — must run in main conversation to spawn agents.

Phase 0: Load Context

  1. Glob all memory files: ~/.claude/projects/**/memory/*.md
  2. Read ~/.claude/CLAUDE.md and project CLAUDE.md (if exists)
  3. Glob .claude/rules/*.md — read all project rules
  4. Read ~/.claude/rules/*.md — read all global rules

Build context map:

memory_files: [paths]
claude_md_sections: [sections]
rules_files: [paths with content]

Step 1: Analysis — Remove Duplicates (Interactive)

Goal: Find memory entries that duplicate content already in CLAUDE.md or rules.

  1. Spawn Explore agent to cross-reference all loaded files
  2. Identify entries where:
  • Same rule already in CLAUDE.md
  • Same pattern already in a rules file
  • Contradicts CLAUDE.md (CLAUDE.md wins)
  1. Show analysis: `` Found X duplicate/redundant entries (Y% of memory): | Entry | Memory File | Already In | Action | |-------|-------------|------------|--------| | "Search via Bash grep" | MEMORY.md:5 | rules/code-search.md | DELETE | ... ``
  2. AskUserQuestion: "Delete X duplicate entries (Y% of memory)? This is safe — content exists elsewhere."
  • Options: "Yes, delete all" / "Review each" / "Skip this step"
  1. Apply deletion using Edit tool if approved

Step 2: Migration — Move to Rules/CLAUDE.md (Interactive)

Goal: Identify remaining memory entries better suited to persistent config files.

Decision tree (per entry):

  • Applies to ALL projects + IS a rule/constraint → ~/.claude/rules/
  • Applies to THIS project only + IS a rule → .claude/rules/
  • IS an architectural decision → project CLAUDE.md
  • IS a fact/pattern reusable across sessions → KEEP in memory
  1. Show categorization: `` X entries suitable for migration: | Entry | Current Location | Target | Reduction | |-------|-----------------|--------|-----------| | "Always use BD_PLUGIN_ROOT" | MEMORY.md:12 | .claude/rules/brewdoc.md | 15 tokens | ... Total: X entries → ~Y tokens saved ``
  2. AskUserQuestion: "Migrate X entries to rules/CLAUDE.md?"
  • Options: "Yes, migrate all" / "Review each" / "Skip this step"
  1. If approved:
  • Create/append to target rule files via Edit
  • Remove migrated entries from memory via Edit
  • If target file doesn't exist, create it

Step 3: Compression (Interactive)

Goal: Compress remaining entries using LLM-efficient formatting.

Compression techniques:

  • Prose → table row
  • Multiple related entries → single table
  • Verbose description → imperative one-liner
  • List of examples → pattern + one example
  1. Show compression preview: `` Compression opportunities found: | Before | After | Savings | |--------|-------|---------| | "When you need to... always use..." | "Use X for Y" | 8 tokens | ... Total: ~Y% token reduction (~Z tokens) `` Show 2-3 specific before/after samples.
  2. AskUserQuestion: "Compress remaining memory? (~Y% reduction)"
  • Options: "Yes, compress all" / "Skip compression"
  1. Apply compression via Edit (bottom-up order to preserve line numbers)

Step 4: Validation (Automatic)

Goal: Verify final state and clean orphaned references.

  1. Spawn reviewer agent to verify:
  • No broken file path references in memory files
  • No contradictions between memory and CLAUDE.md
  • Memory files are well-formed markdown
  1. Clean broken references (Edit tool)
  2. Check for orphaned memory files (files in ~/.claude/projects/**/memory/ with no MEMORY.md reference)
  3. Report orphaned files and ask to delete

Final Report:

## Memory Optimization Complete

### Summary
| Metric | Before | After | Saved |
|--------|--------|-------|-------|
| Total entries | X | Y | Z |
| Duplicate entries | X | 0 | — |
| Migrated entries | — | — | X |
| Token estimate | ~X | ~Y | ~Z (~P%) |

### Changes Made
- Step 1: Deleted X duplicate entries
- Step 2: Migrated X entries to rules/CLAUDE.md
- Step 3: Compressed X entries (Y% reduction)
- Step 4: Fixed X broken references, removed X orphaned files

### Final Memory Structure
{directory listing of ~/.claude/projects/.../memory/}

---

**Part of brewdoc:** [brewcode](https://github.com/kochetkov-ma/claude-brewcode) — docs tools: memory optimization, Claude installation docs, Markdown to PDF.
Install: `claude plugin marketplace add https://github.com/kochetkov-ma/claude-brewcode && claude plugin install brewdoc@claude-brewcode`

Use this skill in a project

Open any RiverX project, search the Skills panel for kochetkov-ma/claude-brewcode/memory-optimize, and install it in one click.

Use this skill