Install in one line. Remember forever. MrMemory is the memory layer for AI agents - works with any framework. Starts at $5/mo.
$ pip install mrmemory
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Every conversation starts from zero. Every preference forgotten. Every context - gone. You're building the most sophisticated AI system and it can't remember what you told it 5 minutes ago.
Shove everything in the system prompt - token costs go brr
Roll a vector DB pipeline - weeks of work, not your product
Most people skip memory entirely. Users suffer.
Store any memory with automatic embedding and indexing. No vector DB setup. No embedding pipeline. Just amr.remember() and you're done.
Semantic search that returns what's actually relevant — not keyword matches. Real cosine similarity scores. Your agent asks a question, it gets the right memory.
Multi-agent memory sharing with explicit permissions. Agent A stores a memory, Agent B gets it in real-time via WebSocket. Your agents finally have a shared brain.
Send raw conversations, get intelligent memory extraction. LLM-powered deduplication, entity extraction, and auto-tagging. Just call amr.auto_remember().
Memory growing too large? Compress groups semantically similar memories into denser representations. Keeps costs down and recall sharp. amr.compress()
Agents update, merge, and prune their own memories. update(), merge(), delete_outdated() — full MemGPT-style memory control loop.
Drop-in MrMemoryCheckpointer and MrMemoryStore for LangGraph. pip install mrmemory[langchain] and you're integrated.
SDKs for Python, TypeScript, and Rust. Integrations with LangChain, CrewAI, AutoGen, and OpenClaw.
from mrmemory import AMR client = AMR("amr_sk_...", agent_id="trading-bot", namespace="weather-trading") # Store a memory client.remember( "Customer wants a weather prediction model", tags=["weather", "prediction", "intent"] ) # Recall with semantic search results = client.recall("What does this customer want?") for memory in results: print(memory.content, memory.similarity)
No surprise fees. No usage-based gotchas.
remember() and recall(). We handle everything else.remember(). That's it. Our onboarding wizard gets you from signup to first API call in under 2 minutes.Sign up in 30 seconds. Give your agents a brain.
7-day free trial · Then $5/mo · Cancel anytime