Use Past.dev with Sokko.

Atomically create or replace complete trait sets for up to 1,000 identities; omitted traits replace the identity with no traits.

DESTRUCTIVE ACCESS CHANGE: Permanently delete an audience. Its stored memory remains but becomes permanently unreachable. The default project audience cannot be deleted.

DESTRUCTIVE: Permanently delete an identity directory record and remove it from every audience. Stored memory associated with the identity remains and is not deleted.

DESTRUCTIVE: Permanently delete every data point accepted by one ingestion and memory depending only on those points. This cannot be undone; the ingestion status and audit record remains readable.

DESTRUCTIVE: Permanently delete one data point by its caller-owned source id and remove memory derived from it. This cannot be undone; the purge completes asynchronously.

DESTRUCTIVE: Permanently and atomically delete up to 1,000 data points by caller-owned source id and remove memory derived from them. This cannot be undone; the purge completes asynchronously.

Cut files into data points, plan batches, and estimate credits without storing data or spending credits.

Diagnose how far one send progressed, including per-item searchability, memory counts, failure details, and the recommended next step.

Find memory and source nodes for lineage or timeline inspection, returning independent memory and source cursors.

Read one fixed, rule, or default audience with its definition and current membership and memory counts.

Return one identity's traits, origin, timestamps, and current audience memberships.

Poll one ingestion for processing, completion, failure, and project readiness without consuming metered request quota.

Read one API call and its retained allowlisted headers and request/response payload; bearer credentials are never returned.

Count accepted, failed-later, and rejected API calls in provider-selected time buckets using request-log filters.

Read what a memory or source was built from and what was built on it, including graph edges and hidden-node count.

Read one memory or source node with revision, validity, replacement, request, content, and graph counts.

Read rooted source and memory work, ingestions, recalls, and supersessions on a clock for a window of at most 31 days.

Return the current UTC month's credit balance, metering state, and project ingestion, recall, and cap usage.

Ingest one timestamped data point into durable memory, optionally associating it with an identity and audience; reusing an id replaces the prior revision when stored fields change.

Atomically ingest 1 to 1,000 ordered memory data points in one request, avoiding fragile per-item agent loops.

List every audience in the connected project, including the default project audience and current membership and memory counts.

List project identities newest first, optionally filtering by one trait, and return a cursor for the next page.

List the connected project's API calls newest first, with filters and a cursor for the next page.

Return ranked, source-backed memory visible to an identity for a query, with optional time range, sort order, and evidence budget controls.

Recompute an audience's membership from its definition and apply the refreshed access set to recall immediately.

Create or completely replace a fixed-list or trait-rule audience and its access definition. The default project audience cannot be replaced.

Create an identity or replace its complete trait set; omitted or empty traits remove all existing traits.

Retry a stopped or failed ingestion under its existing id without spending additional credits; completed ingestions are rejected.

Merge selected identity traits while preserving unspecified keys; set a trait value to null to remove that key.