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memory-optimize

memory-optimize

github.com/kochetkov-maAgent workflows391.5k installsUpdated today
Repository

About memory-optimize

memory-optimize is a Claude Code skill that reviews and optimizes auto-memory files through an interactive workflow. It removes duplicated entries, moves rules to suitable configuration files, compresses what remains, and validates the result.

Key features

  1. 01Four-step interactive workflow
  2. 02Finds duplicated or conflicting entries
  3. 03Migrates rules to configuration files
  4. 04Compresses remaining memory entries
  5. 05Validates references and Markdown

Use cases

  1. 01Removing rules repeated in memory and configuration
  2. 02Moving project rules out of auto-memory
  3. 03Reducing memory-file size while checking references

Install

Copy the command and run it in a terminal.

$npx skills add https://github.com/kochetkov-ma/claude-brewcode --skill memory-optimize

After installing, type/memory-optimizein Claude Code to confirm it loaded.

Bundled files

References and scripts installed along with SKILL.md.

LICENSE
README.md
references/
memory-guide.md

Details

From the project README

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)
  3. 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 |
    ...
    
  4. AskUserQuestion: "Delete X duplicate entries (Y% of memory)? This is safe — content exists elsewhere."
    • Options: "Yes, delete all" / "Review each" / "Skip this step"
  5. 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"
  3. 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"
  3. 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
  2. Clean broken references (Edit tool)
  3. Check for orphaned memory files (files in ~/.claude/projects/**/memory/ with no MEMORY.md reference)
  4. 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`

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