aitytech-agentkits-memory

AgentKits Memory

by AityTech

Persistent Memory System for AI Coding Assistants

Your AI assistant forgets everything between sessions. AgentKits Memory fixes that.
Decisions, patterns, errors, and context — all persisted locally via MCP.

Website • Docs • Quick Start • How It Works • Platforms • CLI • Web Viewer

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Features

Feature	Benefit
100% Local	All data stays on your machine. No cloud, no API keys, no accounts
Blazing Fast	Native SQLite (better-sqlite3) = instant queries, zero latency
Zero Config	Works out of the box. No database setup required
Multi-Platform	Claude Code, Cursor, Windsurf, Cline, OpenCode — one setup command
MCP Server	9 tools: save, search, timeline, details, recall, list, update, delete, status
Auto-Capture	Hooks capture session context, tool usage, summaries automatically
AI Enrichment	Background workers enrich observations with AI-generated summaries
Vector Search	sqlite-vec semantic similarity with multilingual embeddings (100+ languages)
Web Viewer	Browser UI to view, search, add, edit, delete memories
3-Layer Search	Progressive disclosure saves ~87% tokens vs fetching everything
Lifecycle Mgmt	Auto-compress, archive, and clean up old sessions
Export/Import	Backup and restore memories as JSON

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How It Works

Session 1: "Use JWT for auth"          Session 2: "Add login endpoint"
┌──────────────────────────┐          ┌──────────────────────────┐
│  You code with AI...     │          │  AI already knows:       │
│  AI makes decisions      │          │  ✓ JWT auth decision     │
│  AI encounters errors    │   ───►   │  ✓ Error solutions       │
│  AI learns patterns      │  saved   │  ✓ Code patterns         │
│                          │          │  ✓ Session context        │
└──────────────────────────┘          └──────────────────────────┘
         │                                      ▲
         ▼                                      │
    .claude/memory/memory.db  ──────────────────┘
    (SQLite, 100% local)

1. Setup once — npx @aitytech/agentkits-memory configures your platform
2. Auto-capture — Hooks record decisions, tool usage, and summaries as you work
3. Context injection — Next session starts with relevant history from past sessions
4. Background processing — Workers enrich observations with AI, generate embeddings, compress old data
5. Search anytime — AI uses MCP tools (memory_search → memory_details) to find past context

All data stays in .claude/memory/memory.db on your machine. No cloud. No API keys required.

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Design Decisions That Matter

Most memory tools scatter data across markdown files, require Python runtimes, or send your code to external APIs. AgentKits Memory makes fundamentally different choices: