A flight recorder for agents

Live thought streams and run timelines — watch any run, audit any run.

error_outline

Without memory

When an autonomous agent does something odd, the evidence is usually gone — stdout scrolled away, no record of what it was thinking, no timeline of what happened when. Debugging becomes guessing, and trust in automation erodes.

check_circle

With Rekall

Every run writes a permanent flight record: thoughts, steps, checkpoints, and status changes, streamed live over SSE and stored for later. Watch a run as it happens or reconstruct one from last month, step by step.

How it works

Runs narrate themselves

Agents record thoughts and progress as they work; the run-event bus publishes every state change.

Watch live

The dashboard tails active runs over SSE — no polling, no lost frames, streams survive split API/worker deployments.

Audit later

The full timeline persists: what the agent believed, what it did, what it cost, and where it paused for approval.

See it in action

Tail a run like a log

curl -N https://api.rekall.ai/api/v1/agent-constellations/\
  $AGENT/runs/$RUN/events \
  -H "Authorization: Bearer rk_..."

data: {"type":"progress","thought":"batch 3/9 done"}
data: {"type":"progress","thought":"row 812k, on pace"}
data: {"type":"status","status":"paused",
       "reason":"gate: DROP TABLE requires approval"}