Agents write and read in plain text through MCP, CLI, APIs, and pre-built integrations. xmemory keeps the underlying data clean, structured, and queryable, while giving agents a short, explicit feedback loop when something needs correction.
Focused memory starts with schema
xmemory is a memory engine for saving and retrieving the facts that matter to your workflow. We do not believe useful memory means saving everything. We believe memory should be focused on your product, vertical, and agent task.
Not a transcript dump
Agents see too much context to remember all of it. xmemory is for the durable facts your product needs later, not every intermediate message.
Schema defines focus
Schema is a programming language for memory. It tells the engine which objects, facts, and relationships matter for your workflow.
Vertical by design
Support, sales, coding, research, and operations need different memory. Schema makes that domain model explicit instead of hidden in prompts.
The memory harness xmemory covers
Every memory-related workflow needs these capabilities somewhere. Sometimes they are explicit services, sometimes they hide inside prompts, cleanup jobs, and side workflows. xmemory takes this complexity away so developers can focus on product logic and business value.
01
Data extraction & Schema mapping
Turn natural-language writes into facts that match your memory model.
02
Validation & Type enforcement
Keep stored memory aligned with expected fields, types, and constraints.
03
Deduplication & Stateful updates
Update the current state instead of accumulating conflicting notes.
04
Relations & Queryable state
Store facts as connected state that can answer direct product questions.
05
Provenance & Observability
See where memory came from and how reads and writes changed it.
06
Governance
Control access, review sensitive memory, and keep humans in the loop.
07
Schema creation & Evolution
Create schemas from workflows and adapt them as the product surface changes.
08
Async write queue
Let agents keep moving while memory writes are processed reliably.
Control without the maintenance burden
In-house memory feels like control until every stale fact, schema change, conflict rule, and migration becomes yours to maintain. xmemory handles the infrastructure while product-critical choices stay explicit.
01
Schema defines the boundary
Choose which objects, fields, and relations can be stored. Field and object descriptions give extraction your product semantics instead of leaving them hidden in prompts.
02
Structured and natural-language APIs
Write from messy context, explicit fields, or both. Scope reads and writes when your product knows the shape, while keeping flexible memory for everything less structured.
03
Freshness and conflict policy
Configure what counts as non-conflicting state, how facts should update, and when memories expire with TTL, so stale or contradictory memory does not become manual maintenance.
04
Import, export, and leave cleanly
Bring existing memory into xmemory, inspect what is stored, and export it when needed. Your memory stays a product asset, not a vendor trap.
Agent-native connectivity and integrations
Connect xmemory where your agents already work: through MCP tools, CLI flows, direct APIs, language SDKs, or pre-built integrations for common agent frameworks and automation stacks.
