Facts land as records, not embeddings.
Every write becomes a canonical MIRL record with a source ref, a validity window and a version. Readable in SQLite. Diffable in git. Yours to delete.
LOCAL-FIRST · SOURCE-LINKED · OPERATOR-REVIEWED
Memory that
holds.
SEAM (Surface Encoded Agent Memory) is a local-first memory runtime for your agents. One install, your disk, your keys — and every fact your agent states traces back to the record it came from.
❯
seam serve --port 8765
one command after install
“Memory is not a volume to be filled, its a surface to be encoded”
❯ OPEN SAMPLE-DATA DEMO
SAMPLE-DATA DASHBOARD DEMO — SIMULATED METRICS, NOT LIVE RUNTIME OUTPUT →
◈ SUITE · EARLY ACCESS
PROPRIETARY · FREE PERSONAL SELF-HOST
NO TELEMETRY
❯ DOWNLOAD SEAM
Historical v2.4.0 install examples.
EARLIER RELEASE · ITS ATTACHED LICENSE, NOT THE SUITE GRANT Reviewed Suite checkout instructions
01 · LINUX
# Historical wrapper requires its matching install_seam.py.
# Use the reviewed checkout guide in Documentation.
02 · MACOS
# Historical wrapper requires its matching install_seam.py.
# Use the reviewed checkout guide in Documentation.
03 · RUN IT
seam serve --port 8765
REST API and the dashboard come up on localhost:8765.
Three things a memory layer owes you.
A retrieval ledger, not a black box.
The reasoning view lists what was selected, what was rejected and why. When an answer is wrong you can point at the record that caused it.
Unsupported claims don't cross the line.
Supported claims pass the answer boundary. Model-only claims get held back instead of quietly shipped to your user.
Four doors. One runtime.
SAME STORE BEHIND ALL OF THEM
CLI
The seam command surface — write, query, inspect, export.
MCP
Attach to Claude, Cursor or any MCP client and your agent gets memory.
REST
Local HTTP on :8765 — or the planned hosted SEAM-API (waitlist) when you'd rather not run a box.
DASHBOARD
The Textual TUI is the operator surface; the browser WebUI remains a prototype. For illustrative graph and record views, view the sample-data demo.
EVIDENCE
Every number has a run record.
Deterministic, reproducible, hash-verified — and retracted in public when we get one wrong.
❯ read the benchmarks PRICINGFree personal self-hosting.
SEAM Suite is proprietary. Personal, noncommercial use is free. Business, employer, client, or organizational use — including internal deployment and unpaid business evaluation — requires a separate written agreement: licensing@canticle.cc. Hosted plans remain planned (waitlist — not live).
❯ see the plans DOCSHow it actually works.
Architecture, the six MIRL signals, the agent bridge, failure modes. All of it moved here.
❯ open the docsNO ACCOUNT · NO KEY · NO TELEMETRY