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One memory layer for any AI agent.

Structured memory API for LLMs. Store, recall, and assemble prompt-ready context (facts, recent events, and a summary) under a token budget.

Structured Memory for AI Workflows

Flumes turns messy history into typed, queryable facts and budgeted context your model can use immediately. Explore the graph to see entities and relationships; track what was retrieved and why.

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Smart Memory API

Automate Storage, Summarization, Recall

Flumes handles memory for LLMs: store, retrieve, and manage data with a single API. No manual pipelines or token juggling.

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Analytics & Admin

Monitor, Control, and Optimize Usage

Gain insights into memory usage, set access controls, and manage data efficiently with built-in analytics and admin tools.

Unified Memory for AI Workflows

Flumes AI streamlines memory for your AI agents—one API, structured layers, and built-in analytics. Simple, scalable, and cost-efficient.

Unified memory API

/memories, /recall, /summarize, /prune, /observability/events: a small surface that does the work.

Context assembly (one call)

Send a turn; get facts, recent events, summary, sources, token counts, and optional trace.

Token-optimized context

Greedy packing, dedupe, and supersession to fit a max token budget predictably.

Observability & tracing

See scores (semantic, BM25, graph, recency), dropped items, and cost signals for every request.

Flexible Memory Layers

Hot, warm, and cold storage tiers ensure fast access and efficient long-term retention for all workloads.

Effortless Integration

One API connects your AI stack to unified memory—no complex setup or maintenance required.

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Key features

Built for AI, ready for scale

Unified memory API

Store, retrieve, and manage memory through one streamlined API. No ops, no setup, no headaches.

Optimized for LLMs

Hot, warm, and cold layers keep agents fast and memory use efficient. No manual tuning needed.

Cost-aware storage

Summarization and compression adjust automatically to your usage.

Admin & analytics

Control access, track usage, and clean up memory with tools built for visibility and scale.

Secure by design

Encryption, audit logs, and fine-grained permissions built in at every layer of the stack.

Effortless integration

Minimal setup. Simple APIs. Built to fit your workflow, not the other way around.

Fast memory. Clean APIs.

Designed for effortless integration and intelligent scaling.

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