Hybrid memory

Skill mustafayilmazart/kesif-claude-skills/skills/hybrid-memory

14 production-ready Claude Code skill — TTS, video, NotebookLM, YouTube, token optimization, prompt engineering

Install

npx -y skills add mustafayilmazart/kesif-claude-skills --skill hybrid-memory

Assembled from the repository path, not quoted from the project. Check it against their README if it does not work.

One thing to look at

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What its author says it does

Copied from the file, not written here

LLM Wiki pattern + Cognee tarzı hibrit hafıza — Vector (ChromaDB) + Graph (Neo4j/NetworkX) + Relational (SQLite) üçlüsü. Oturumlar arası kalıcı bellek için kullan; kullanıcı "hatırla", "not al", "önceki sohbet", "ne konuşmuştuk" dediğinde. Retrieve-based RAG'den farklı — periyodik **compile** ederek Obsidian uyumlu wiki üretir.

SKILL.md

2.1 KB, as published. Nobody here has run it

Hybrid Memory Skill

Mimari

Kaynak (sohbet, kod, mail) ──→ Ingestor
                                   │
            ┌──────────────────────┼──────────────────────┐
            ↓                      ↓                      ↓
      Vector (Chroma)        Graph (NetworkX)     Relational (SQLite)
      semantik              entity↔entity            zaman/metadata
            └──────────────────────┬──────────────────────┘
                                   ↓
                          Wiki Compiler (günlük)
                                   ↓
                       <workspace>/.memory/compiled/*.md
                                   ↓
                      Claude Code oturum başında yükler

İlk kurulum

mkdir -p <workspace>/.memory/{vectors,graph,compiled}
pip install chromadb networkx

Kullanım

from hybrid_memory import remember, recall, compile_wiki

remember("kullanıcı Mustafa AI engineer olmak istiyor", tags=["user", "goal"])
hits = recall("kullanıcı hedefi nedir")
compile_wiki()  # periyodik — cron ile günlük

Obsidian Entegrasyonu

<workspace>/.memory/compiled/ bir Obsidian vault. Her compile_wiki() çağrısı:

Entity'leri [[wiki-link]] ile bağlar
Tarih bazlı günlük notlar üretir
Tag index'i günceller

Mevcut sistem ile köprü

Claude Code'un otomatik belleği (C:/Users/kesif/.claude/.../memory/MEMORY.md) bu hibrit sisteme feed eder: her memory yazımında Ingestor'a da bildirilir.