One API to remember, recall, and share memories across agents. Install in one line. Works with any framework.
$ pip install mrmemory # That's it. Your agent has memory now.
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You're building sophisticated AI — and it can't remember what you told it 5 minutes ago. The workarounds are worse than the problem.
Shove everything in context. Token costs explode.
Roll a vector DB pipeline. Weeks of work that isn't your product.
Most people skip memory entirely. Users suffer in silence.
Seven powerful primitives. One clean API. Zero infrastructure to manage.
Store memories with automatic embedding and indexing. No vector DB setup. Just remember().
Semantic search that returns what's relevant — not keyword matches. Real cosine similarity scores.
Multi-agent memory sharing with real-time WebSocket sync. Your agents finally share a brain.
Send raw conversations, get intelligent extraction. Auto-dedup, entity tagging, and more.
Merge similar memories into dense representations. Cut token costs 40-60% while keeping recall sharp.
Agents update, merge, and prune their own memories. Full autonomous memory management.
Three-layer memory governance: private scratchpad, provisional with LLM judge, and core verified memories.
Drop-in MrMemoryCheckpointer and MrMemoryStore for LangGraph. One import away.
Built in Rust for speed and reliability. Sub-millisecond overhead. No garbage collector pauses.
SDKs for Python and TypeScript. Integrations with LangChain, CrewAI, AutoGen, and more.
from mrmemory import MrMemory client = MrMemory("amr_sk_...", agent_id="my-agent") # Store a memory client.remember("User prefers concise answers and dark mode") # Recall with semantic search results = client.recall("What are the user's preferences?") for memory in results: print(memory.content, memory.similarity) # → "User prefers concise answers and dark mode" 0.94
No surprise fees. No usage-based gotchas. Start free, scale when ready.
remember() and recall(). We handle everything else.remember(). That's it.Give your agents a brain in under 2 minutes.
Free for 7 days · Then $5/mo · Cancel anytime
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