hmc-memory 0.8.0

MemoryAI v0.8 — Brain with 11 biological behaviors: Ebbinghaus decay, Hebbian learning, Sleep consolidation, Immune system, DNA protection, Neuroplasticity, Temporal invalidation, Community detection + MCP/LangChain/OpenAI proxy integration.

MemoryAI — Python SDK

A brain for your AI agent. Store, recall, and manage context across sessions — memories persist and strengthen with use, just like the human mind.

Install

pip install hmc-memory

Quick Start

from memoryai import MemoryAI

mem = MemoryAI(api_key="hm_sk_...", base_url="https://memoryai.dev")

# Bootstrap — load context at session start
ctx = mem.bootstrap(task_description="Fix auth bug", project_name="my-app")
print(ctx["context_block"])

# Store — save what you learn
mem.store("User prefers dark mode", tags=["preferences"], priority="hot")

# Recall — search memory
for r in mem.recall("user preferences"):
    print(f"[{r.score:.0%}] {r.content}")

# Learn — store action + result + lesson
mem.learn(action="Fixed N+1 query", result="Response time 2s → 50ms", lesson="Always check ORM queries")

# Compact — consolidate session into key memories
mem.compact("Session transcript...", task_context="Refactoring auth")

mem.close()

Async

from memoryai import AsyncMemoryAI

async with AsyncMemoryAI(api_key="hm_sk_...", base_url="https://memoryai.dev") as mem:
    await mem.store("Important context", tags=["project"])
    results = await mem.recall("project context")

IDE Integration (MCP)

Works with Cursor, VS Code, Claude Desktop, Windsurf, Kiro, and OpenClaw via MCP server. See Integration Guide.

How Your Agent's Brain Works

Memories are processed through 4 stages — just like the human brain:

	Stage	What it does	Like...
⚡	Instant Recall	What's on the tip of your tongue. Always ready, zero delay.	Remembering your own name
🔍	Deep Search	Scans long-term memory, finds matches by meaning — not just keywords.	"Where did I put that...?"
🧠	Reasoning	Reads multiple memories, connects the dots, synthesizes a precise answer. (Pro)	Thinking hard about it
📦	Archive	Compressed long-term storage. Memories age naturally, but nothing is truly forgotten.	That thing from 6 months ago

The more you recall a memory, the stronger it gets. Unused memories gently fade to deeper storage — but deeper recall can always bring them back.

Features

• 🔥 Hot / 🌤️ Warm / ❄️ Cold — Priority levels mirror how the brain stores memories
• Associative connections — Related memories link automatically, like neurons forming pathways
• Entity tracking — Recognizes files, people, packages, and URLs in your context
• Session recovery — Pick up exactly where you left off, every time
• Collective knowledge — Shared intelligence pool across users (anonymized, opt-in)
• Smart deduplication — Same knowledge stored once, no matter how many times you mention it
• Contradiction detection — Outdated info is flagged when newer facts arrive

Legacy Imports

Backward compatible — these still work:

from cortexmemory import MemoryAI      # OK
from hybridmemory import HybridMemory  # OK — alias for MemoryAI

Get an API Key

curl -X POST https://memoryai.dev/v1/admin/provision \
  -H "Content-Type: application/json" \
  -d '{"name": "my-agent", "tos_accepted": true}'

Or visit https://memoryai.dev to create one instantly.

Links

• PyPI: https://pypi.org/project/hmc-memory/
• Website: https://memoryai.dev
• Integration Guide: INTEGRATION-GUIDE.md