Build with MemoSift.

from memosift import MemoSift

ms = MemoSift(api_key="msk_...")
session = ms.session("my-session")

# Intercept tool results → classify, scan, store
result = await session.intercept(tool_output, tool_name="read_file")

# Track conversation turns
await session.track(messages)

# Recall from memory anytime
memories = await session.recall("auth module decisions", scope="project")

# Explore entity graph connections
related = await session.explore(item_id=memories.items[0].id, kind="memory")

# Fetch full artifact content
content = await session.fetch("art_7f2a3b")