mancitrus/system-prompts-and-models-of-ai-tools

mirror of https://github.com/x1xhlol/system-prompts-and-models-of-ai-tools.git synced 2026-06-18 07:19:35 +00:00

feat: Install and integrate claude-mem persistent memory system

Installed claude-mem v12.1.0 — persistent memory compression for Claude Code:
- Automatically captures every session's work
- Compresses observations using AI (95% token reduction)
- 3-layer progressive retrieval (search → timeline → full)
- Worker running on port 37777
- SQLite + Chroma vector search for hybrid retrieval
- Updated CLAUDE.md with claude-mem section
- Added integration documentation to memory/patterns/

https://claude.ai/code/session_01LsnvBa7HwF5hs99VZbgLGj

2026-04-11 10:02:46 +00:00

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claude-mem Integration — Dealix AI Revenue OS

Date: 2026-04-11 | Status: active | Version: 12.1.0

What It Does

claude-mem automatically captures everything that happens during Claude Code sessions, compresses it using AI, and injects relevant context into future sessions. This gives the project persistent memory across sessions.

How It Works

SessionStart → injects context from previous sessions (50 observations from last 10 sessions)
UserPromptSubmit → captures your prompts
PostToolUse → every tool execution generates a compressed observation
Stop → generates session summary (request, investigated, learned, completed, next steps)
SessionEnd → finalizes the session

3-Layer Token Retrieval

Layer	What	Cost
`search`	Compact index of titles/dates/types	~50-100 tokens/result
`timeline`	Chronological context around observation	~100-200 tokens/result
`get_observations`	Full observation records	~500-1000 tokens/result

This progressive approach saves ~10x tokens by filtering before fetching.

Commands

npx claude-mem start      # Start worker
npx claude-mem stop       # Stop worker
npx claude-mem status     # Check status
npx claude-mem install    # Reinstall/update

In Claude Code: /mem-search to search past work

Configuration

Settings at ~/.claude-mem/settings.json:

CLAUDE_MEM_MODEL: sonnet (default)
CLAUDE_MEM_CONTEXT_OBSERVATIONS: 50
CLAUDE_MEM_CONTEXT_SESSION_COUNT: 10
CLAUDE_MEM_PROVIDER: claude

Data Location

~/.claude-mem/
├── claude-mem.db          # SQLite database
├── settings.json          # Configuration
├── chroma/                # Vector embeddings
└── logs/                  # Worker logs

Privacy

Wrap sensitive content in <private>...</private> tags to prevent storage.

Integration with Dealix

claude-mem works as a global Claude Code plugin. It automatically hooks into ALL sessions regardless of project. No per-project configuration needed.

Benefits for Dealix:

Remembers architecture decisions across sessions
Tracks bugs fixed and patterns discovered
Preserves context about Saudi market learnings
Reduces token usage by ~95% for repeated context

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