Claude Agent Skill · by Kochetkov Ma

Memory Optimize

Install Memory Optimize skill for Claude Code from kochetkov-ma/claude-brewcode.

auto-memoryclaude-code-memoryclaude-code-auto-memory
Install
Terminal · npx
$npx skills add https://github.com/kochetkov-ma/claude-brewcode --skill memory-optimize
Works with Paperclip

How Memory Optimize fits into a Paperclip company.

Memory Optimize drops into any Paperclip agent that handles auto-memory and claude-code-memory work. Assign it to a specialist inside a pre-configured PaperclipOrg company and the skill becomes available on every heartbeat — no prompt engineering, no tool wiring.

S
SaaS FactoryPaired

Pre-configured AI company — 18 agents, 18 skills, one-time purchase.

$27$59
Explore pack
Source file
SKILL.md164 lines
Expand
---name: memory-optimizedescription: "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: MITmetadata:  author: "kochetkov-ma"  version: "3.1.0"  source: "claude-brewcode"user-invocable: trueallowed-tools: Read Write Edit Glob Grep Bash Task AskUserQuestionmodel: opus--- > Plugin: [kochetkov-ma/claude-brewcode](https://github.com/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:**```bash/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 rules4. 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 files2. 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 markdown2. 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:**```markdown## 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````