Insights API · Live
One call. The whole memory picture. Plain English.
GET /v1/insights looks up an agent's most recent memory state, runs the same scoring engine as /v1/preflight (unmetered, no audit log) scoped to an insight view, and returns the full synthesis — forecast, monoculture risk, single-point-of-failure, healing ROI, calibration state, and the four-band decision — plus a natural-language insight_summary you can drop straight into a dashboard or an alert.
What it does
Most governance APIs answer one question per call. GET /v1/insights answers all of them at once: it resolves the agent's latest memory state (from recent outcomes or the audit history), scores it, and assembles every synthesis signal into a single JSON object. The headline field is insight_summary — a one-paragraph English read of what is happening to that agent's memory, generated from the same signals.
It is a read, not a new scoring request: it does not bill a preflight, mutate state, or dispatch webhooks. Point a dashboard widget at it, or call it on a schedule to populate a health view.
The fields
A single response carries the synthesis signals an operator actually asks for:
insight_summary— the plain-English read, composed from the signals below.recommended_action+omega_mem_final— the four-band decision and risk score.days_until_block(+days_until_block_confidence) — the freshness-decay forecast.monoculture_risk_level/monoculture_risk_score— whether the agent is over-reliant on a single source family.single_point_of_failure_entry_id/_score— the entry whose removal would most change the decision.top_heal_roi_entry_id/_value— where a single repair buys the most risk reduction.confidence_calibration— whether the agent is calibrated or over-confident.memory_complexity_trend— stable, fragmenting, or forming echo chambers.knowledge_age_days(+ std),fleet_health_distance,cost_adjusted_decision— supporting context.
Request
curl -sS "https://api.sgraal.com/v1/insights?agent_id=support-bot-7&domain=customer_support" \
-H "Authorization: Bearer $SGRAAL_API_KEY"
Query parameters: agent_id (required) and domain (optional, defaults to general). If there is no recent memory state for the agent, the response is { "agent_id": "...", "available": false, "reason": "no_recent_data" } — submit a preflight or an outcome first.
Response
Illustrative values shown — your response carries the same field set with your agent's own signals.
{
"agent_id": "support-bot-7",
"available": true,
"insight_summary": "Agent will hit BLOCK in 5 days. Memory shows monoculture risk (HIGH). Single point of failure detected: m_014.",
"recommended_action": "WARN",
"omega_mem_final": 34,
"days_until_block": 5,
"days_until_block_confidence": 0.8,
"monoculture_risk_level": "HIGH",
"monoculture_risk_score": 41,
"single_point_of_failure_entry_id": "m_014",
"single_point_of_failure_score": 0.74,
"top_heal_roi_entry_id": "m_014",
"top_heal_roi_value": 31,
"confidence_calibration": { "state": "CALIBRATED", "score": 0.62 },
"memory_complexity_trend": "STABLE",
"knowledge_age_days": 12,
"knowledge_age_std_days": 9,
"fleet_health_distance": null,
"fleet_health_distance_available": false,
"cost_adjusted_decision": false,
"generated_at": "2026-05-24T09:12:04Z"
}
The decision fields carry the same semantics as the standard preflight endpoint. fleet_health_distance is null until the agent is part of a registered fleet.
Three ways teams use it
1 · The operator dashboard tile
A support team runs a fleet of assistants. A single GET /v1/insights per agent backs a one-line health tile: the insight_summary string is the tile text, recommended_action sets the colour. No client-side scoring logic, no five separate calls.
2 · The pre-deploy gate
Before promoting an agent build, CI calls insights and fails the job if days_until_block is low or monoculture_risk_level is HIGH — catching a brittle memory configuration before it ships, with one assertion against one response.
3 · The weekly digest
A scheduled job calls insights for each agent and emails the insight_summary lines as a digest. Operators read plain English — "single point of failure detected: m_014" — instead of parsing raw scores, and act on top_heal_roi_entry_id.
What this does not replace
A live preflight
Insights reads the agent's most recent memory state. For a decision on the memory an agent is about to act on right now, call POST /v1/preflight (or /v1/check) with the current state.
Production-calibrated forecasting
The forecast and synthesis fields are validated against synthetic adversarial corpora. Production calibration against real customer outcome data is pending paying-customer onboarding — see the threat model for the honest framing.
Versioning
Last reviewed: 2026-05-24. Status: Live · doc-only (endpoint in production).
Related: /docs/counterfactual · /docs/mvmem · /docs/api · /docs/proofs