PluginBench
Skill
Fail
Audit score 45

memory-optimize

kochetkov-ma/claude-brewcode

Optimize Claude Code memory files in 4 interactive steps, reducing token count by 30-50%.

What is memory-optimize?

Removes duplicates, migrates rules to proper config files, compresses entries, and validates the result. Use this when your auto-memory files are growing and slowing down context loading or increasing API costs.

  • Identifies and removes duplicate entries already present in CLAUDE.md or rules files
  • Migrates reusable rules and constraints to ~/.claude/rules/ or project .claude/rules/
  • Compresses remaining memory entries using efficient formatting (prose to tables, verbose to one-liners)
  • Validates final state and cleans broken references and orphaned files

How to install memory-optimize

npx skills add https://github.com/kochetkov-ma/claude-brewcode --skill memory-optimize
Prerequisites
  • Claude Code with auto-memory enabled (CLAUDE_CODE_DISABLE_AUTO_MEMORY=0)
  • Access to ~/.claude/projects/ directory and CLAUDE.md files
Claude Code
Cursor
Windsurf
Cline

How to use memory-optimize

  1. 1.Run /memory-optimize to start the 4-step interactive workflow
  2. 2.Step 1: Review and approve deletion of duplicate entries found in CLAUDE.md or rules files
  3. 3.Step 2: Review and approve migration of entries to ~/.claude/rules/ or project .claude/rules/
  4. 4.Step 3: Review and approve compression of remaining memory entries
  5. 5.Step 4: Automatic validation fixes broken references and removes orphaned files; review final report

Use cases

Good for
  • Reduce token consumption in long-running Claude Code projects with accumulated memory
  • Consolidate scattered rules and constraints into proper CLAUDE.md and rules files
  • Clean up memory files before sharing projects or archiving them
  • Maintain memory hygiene as projects grow and auto-memory accumulates context
Who it's for
  • Claude Code users managing multiple projects with auto-memory enabled
  • Developers optimizing token usage and API costs
  • Teams standardizing rule storage across projects

memory-optimize FAQ

What is auto-memory and how does it work?

Auto-memory stores context across sessions in ~/.claude/projects/**/memory/MEMORY.md. Enable it with CLAUDE_CODE_DISABLE_AUTO_MEMORY=0. It helps maintain context between sessions but can accumulate duplicates and redundant entries over time.

How much token reduction should I expect?

Typical reduction is 30-50% on token count in memory files, depending on how much duplication and compression opportunity exists in your current memory.

Is it safe to delete duplicate entries?

Yes. Step 1 only deletes entries that duplicate content already in CLAUDE.md or rules files. The content is preserved elsewhere, so deletion is safe.

What happens if I skip a step?

Each step is optional and interactive. You can skip any step and the optimizer will move to the next one. You can also review entries individually instead of approving all at once.

Can I undo the optimization?

The skill modifies your memory files in place. It's recommended to commit your .claude/ directory to version control before running, so you can revert if needed.

Full instructions (SKILL.md)

Source of truth, from kochetkov-ma/claude-brewcode.


name: memory-optimize description: "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." tags: [auto-memory, claude-code-memory, claude-code-auto-memory] license: MIT metadata: author: "kochetkov-ma" version: "3.1.0" source: "claude-brewcode" user-invocable: true allowed-tools: Read Write Edit Glob Grep Bash Task AskUserQuestion model: opus

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 |
    |-------|-------------|------------|--------|
    | "Use grepai first" | MEMORY.md:5 | rules/grepai-first.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, auto-sync, Claude installation docs, Markdown to PDF.
Install: `claude plugin marketplace add https://github.com/kochetkov-ma/claude-brewcode && claude plugin install brewdoc@claude-brewcode`

Related skills

More from kochetkov-ma/claude-brewcode and the wider catalog.

TEtext-optimizer logo

text-optimizer

kochetkov-ma/claude-brewcode

Reduce prompt and documentation tokens by 20–40% using 41 research-backed optimization rules.

2.0k installs
FIfinlab logo

finlab

koreal6803/finlab-ai

Quantitative trading package for global stock markets with backtesting, factor analysis, and strategy development.

1.5k installs
40404-page-generator logo

404-page-generator

kostja94/marketing-skills

When the user wants to create, optimize, or audit 404 error pages. Also use when the user mentions "404 page," "404 error," "error page," "page not found," "broken link page," "404 design," "custom 404," "404 redirect," "404 page UX," or "404 recovery." For sitewide page planning, use website-structure.

768 installsAudited
ABabout-page-generator logo

about-page-generator

kostja94/marketing-skills

When the user wants to create, optimize, or audit About page content. Also use when the user mentions "about page," "about us," "company story," "our team," "about section," "company overview," "brand story," "team page," or "who we are." For sitewide page planning, use website-structure.

787 installsAudited
AFaffiliate-marketing logo

affiliate-marketing

kostja94/marketing-skills

When the user wants to plan, implement, or optimize affiliate marketing strategy. Also use when the user mentions "affiliate marketing," "affiliate program strategy," "CPS model," "affiliate recruitment," "commission structure," "affiliate partners," "affiliate network," "affiliate tracking," "affiliate commission," or "partner marketing." For affiliate page, use affiliate-page-generator.

900 installsAudited
AFaffiliate-page-generator logo

affiliate-page-generator

kostja94/marketing-skills

When the user wants to create, optimize, or audit affiliate program page content. Also use when the user mentions "affiliate program," "affiliate page," "partner program," "referral program page," "affiliate landing," "partner landing," "commission page," or "affiliate signup." For affiliate program strategy, use affiliate-marketing.

803 installsAudited