Over
files, workspaces, and memories created
Problem
Agents can't remember anything.
Agents show up, do something, disappear. They don't remember yesterday, or what's important to your customer.
So you end up stitching things together yourself. Conversation logs. Files somewhere. Vector search if you're feeling fancy.
But the moment you need actual memory or state, you're building plumbing instead of your product.
Solution
Fabric gives them memory.
Memory that persists, evolves and updates automatically. On-demand cloud filesystem instances. Semantic search. Access to what the user actually knows.
Fabric gives agents a place to work.
Move faster with your agent memory and knowledge solved for you. Delight your customers with real intelligence and memory.
Storage
Files, notes, links. Your portable context server.
Memory
Facts and context that persist and evolve.
Search
Semantic and keyword. Retrieve by meaning.
Workspaces
On-demand cloud workspaces for your agent.
Memory API
AI memory that works like human memory.
Store facts, preferences, events. Search by meaning. Retrieve context and distilled knowledge for any task. Memory that tracks relationships, handles contradictions, and evolves over time.
Not just retrieval. Actual memory.
With user-connected accounts, your app can read and write to a user's Fabric memories with their permission.
With developer-managed accounts, your agent or app can read and write to a virtual account's memories.
Resources API
AI-native filesystem for users and agents.
Files, notes, bookmarks, documents. Full CRUD, semantic search, folders and tags. Everything a user or your agent creates or needs to reference. Persisted and searchable.
With user-connected accounts, your app can read and write to a user's Fabric with their permission.
With developer-managed accounts, your agent or app can read and write to a virtual Fabric workspace.
Workspaces API
Where your agents work and store progress.
Create and manage Fabric accounts programmatically. Each workspace is a full environment with memory, files, and search. Isolated and controlled by your app.
Audit any workspace through the API or log in directly through the Fabric UI.
Snapshots coming soon: checkpoint state, roll back, branch for parallel exploration.
Datapoint
Semantic search built in. Shown to improve agent accuracy by 12.5%*
Works with everything
Model-agnostic. Framework-agnostic.
SDKs
Python and JavaScript clients. Or call the REST API directly.
CLI
Use Fabric from the command line. Works with Claude Code, shell scripts, or anywhere you can run a terminal.
MCP support
Connect to Claude Desktop, Cursor, Windsurf, Continue, and any MCP-compatible tool.
Ready for scale
Fast
Sub-300ms retrieval. Infrastructure that won't slow your agent down.
Secure
Encrypted in transit (SSL) and at rest (AES-256).
CASA certified.
Reliable
99.9% uptime. Built on Fabric's consumer-grade scaled infrastructure.