skilly. Buy ad slot
All skills
Agent Development · Anthropic / AGENT SKILL

memory-optimize

kochetkov-ma/claude-brewcode
1.5K installs 32 GitHub stars
0

Reduce and organize Claude Code memory through deduplication, rule migration, compression, and validation.
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.

BEFORE YOU INSTALL

Understand the trade-offs.

SECURITY REVIEW

Not yet assessed

Review the original instructions and requested permissions before installing.

No security review is available for this catalog entry yet.

SKILL QUALITY

Not yet assessed

How clearly the skill guides your agent, how complete its workflow is, and how you can check the outcome.

No quality assessment is available for this catalog entry yet.

The full skill.

Original instructions from the publisher’s SKILL.md

> 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 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:**
```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, Claude installation docs, Markdown to PDF.
Install: `claude plugin marketplace add https://github.com/kochetkov-ma/claude-brewcode && claude plugin install brewdoc@claude-brewcode`
```