100% in your control
We never see your data. Delete any memory, or your whole account, whenever you want.
Build agents that learn from experience
Make your agents smarter and more efficient with experience memory. Record what agents learned, what they did, which outcomes followed and what they should change next time.
Get started
Works with
Claude
Cursor
Codex
Openclaw
Hermes
ClaudeCursorCodexOpenclawHermesCursorAgents that understand cause and effect
causewhat was tried
effectwhat happened
experiencewhat to change
Share experience between agents
Causal shares experience and context between your agents, so you spend no more time or tokens re-explaining yourself.
Claude- Ship usage-based billing, end to end
- Edited 47 files · metering, webhooks
- 214 tests green · migration pending
to causal.storeWriting this run to memory…Saved · billing rollout
Fable 50s0 tokens
Usage limit reached
Cursorfresh sessionloadedfrom causal.store
Metering and webhooks shipped, 214 tests green.
pendingrun the migration, then deploy.
nextcontinue the rollout.
0s0 tokens
ClaudeEvery decision
auditable
Ask any agent why it acted, and Causal rebuilds the trail — the precedent it was served, what superseded what, and the signed source events underneath, provable to an auditor.
Anti-poisoning built in
A poisoned write competes with what your agents already learned. The experience with more evidence behind it wins, and the poison is tainted.
experience3 runs agreenext actionpoisoned write
Start in one command
Install Causal in your favorite agent frameworks and get started right away or use the SDK.
$
npx causal init --plugin claude-code- MCP server registered
- memory skill installed
- always-on recall rule added
Connect and learn.
Ingest experience from the tools and workflows you already run, and store it as memories your agents can use.
Copilotmar 12ship Acme’s order: TL-90 Acme meant TL-90/Bwhy: took the email literally
mar 14$5,000return freight
Claude09:14reorder as emailed: TL-90precedent · #4471 · mar 12it’s TL-90/B · confirm first
hold 12 × TL-90/B · WH-3
hold 12 × TL-90/B · WH-3ERP · WH-309:16hold · 12 × TL-90/B no shipping directive
Acme · call11:26
TL-90/B confirmed with Acme clear for shippingexperience · confirm /B
Customer Success09:12
Acme Corp · REORDER: TL-90Logistics11:02
Why is TL-90/B on hold in WH-3? There’s no shipping directive.09:14 · claude: confirm /B firstmar 12 · #4471 wrong variantmar 14 · $5,000 return freight hold kept until /B confirmedYour company brain
Causal keeps every team’s experience in one graph, scoped to each role. It compounds as the company works, and it stays when the people who built it leave.
See the enterprise storyMemory with enterprise-grade security
Encrypted and provable
Your memory is encrypted at rest and in transit. Every write is signed, so tampering is provable. Enterprise runs under your own keys, in your own VPC.
Your data stays yours
We never sell your data or train models on it. Export the whole graph in an open format and verify it offline.