List AI Insights
curl --request GET \
--url http://{host}:{port}/{basePath}/aiinsights \
--header 'Authorization: <api-key>'import requests
url = "http://{host}:{port}/{basePath}/aiinsights"
headers = {"Authorization": "<api-key>"}
response = requests.get(url, headers=headers)
print(response.text)const options = {method: 'GET', headers: {Authorization: '<api-key>'}};
fetch('http://{host}:{port}/{basePath}/aiinsights', options)
.then(res => res.json())
.then(res => console.log(res))
.catch(err => console.error(err));<?php
$curl = curl_init();
curl_setopt_array($curl, [
CURLOPT_PORT => "62437",
CURLOPT_URL => "http://{host}:{port}/{basePath}/aiinsights",
CURLOPT_RETURNTRANSFER => true,
CURLOPT_ENCODING => "",
CURLOPT_MAXREDIRS => 10,
CURLOPT_TIMEOUT => 30,
CURLOPT_HTTP_VERSION => CURL_HTTP_VERSION_1_1,
CURLOPT_CUSTOMREQUEST => "GET",
CURLOPT_HTTPHEADER => [
"Authorization: <api-key>"
],
]);
$response = curl_exec($curl);
$err = curl_error($curl);
curl_close($curl);
if ($err) {
echo "cURL Error #:" . $err;
} else {
echo $response;
}package main
import (
"fmt"
"net/http"
"io"
)
func main() {
url := "http://{host}:{port}/{basePath}/aiinsights"
req, _ := http.NewRequest("GET", url, nil)
req.Header.Add("Authorization", "<api-key>")
res, _ := http.DefaultClient.Do(req)
defer res.Body.Close()
body, _ := io.ReadAll(res.Body)
fmt.Println(string(body))
}HttpResponse<String> response = Unirest.get("http://{host}:{port}/{basePath}/aiinsights")
.header("Authorization", "<api-key>")
.asString();require 'uri'
require 'net/http'
url = URI("http://{host}:{port}/{basePath}/aiinsights")
http = Net::HTTP.new(url.host, url.port)
request = Net::HTTP::Get.new(url)
request["Authorization"] = '<api-key>'
response = http.request(request)
puts response.read_body{
"apiVersion": "v1",
"kind": "AIInsightList",
"metadata": {
"totalCount": 2,
"page": 1,
"pageSize": 20
},
"items": [
{
"name": "insight-inc-20260319-001",
"namespace": "production",
"issueRef": "INC-20260319-001",
"provider": "anthropic",
"model": "claude-sonnet-4-20250514",
"analysis": "The payment-service deployment is experiencing OOMKill events. Root cause: memory leak in the webhook handler that fails to close HTTP response bodies on validation errors, causing heap accumulation. The leak correlates with a recent deployment (revision 42) that introduced the payment notification webhook handler.",
"confidence": 0.91,
"recommendations": [
"Increase memory limit from 512Mi to 1Gi as immediate mitigation",
"Restart pods to reclaim leaked memory",
"Review webhook handler code for unclosed response bodies"
],
"suggestedActions": [
{
"name": "Increase memory limit",
"action": "AdjustResources",
"description": "Increase memory limit to prevent further OOMKills while the code fix is deployed",
"params": {
"memoryLimit": "1Gi",
"deployment": "payment-service",
"namespace": "production"
}
},
{
"name": "Restart deployment",
"action": "RestartDeployment",
"description": "Restart pods to reclaim leaked memory immediately",
"params": {
"deployment": "payment-service",
"namespace": "production"
}
}
],
"logAnalysis": "1 Go panic stack trace detected; 12 critical error patterns (OOMKilled, memory allocation failure); Primary exception: runtime: out of memory",
"gitOpsContext": "Helm release 'payment' chart=payment-service version=2.3.1 status=deployed revision=42",
"cascadeAnalysis": "Cascade chain: production/payment-service(root_cause) -> production/api-gateway(victim). The api-gateway is receiving 503 responses from payment-service.",
"blastRadiusPrediction": "AdjustResources: Low risk. Affects 3 pods, 1 service (payment-svc). No PDB violations.",
"generatedAt": "2026-03-19T14:32:00Z",
"creationTimestamp": "2026-03-19T14:31:00Z"
}
]
}
AI Insights
List AI Insights
Returns all AI-generated insights with root cause analysis, confidence scores, and suggested remediation actions for each incident
GET
/
aiinsights
List AI Insights
curl --request GET \
--url http://{host}:{port}/{basePath}/aiinsights \
--header 'Authorization: <api-key>'import requests
url = "http://{host}:{port}/{basePath}/aiinsights"
headers = {"Authorization": "<api-key>"}
response = requests.get(url, headers=headers)
print(response.text)const options = {method: 'GET', headers: {Authorization: '<api-key>'}};
fetch('http://{host}:{port}/{basePath}/aiinsights', options)
.then(res => res.json())
.then(res => console.log(res))
.catch(err => console.error(err));<?php
$curl = curl_init();
curl_setopt_array($curl, [
CURLOPT_PORT => "62437",
CURLOPT_URL => "http://{host}:{port}/{basePath}/aiinsights",
CURLOPT_RETURNTRANSFER => true,
CURLOPT_ENCODING => "",
CURLOPT_MAXREDIRS => 10,
CURLOPT_TIMEOUT => 30,
CURLOPT_HTTP_VERSION => CURL_HTTP_VERSION_1_1,
CURLOPT_CUSTOMREQUEST => "GET",
CURLOPT_HTTPHEADER => [
"Authorization: <api-key>"
],
]);
$response = curl_exec($curl);
$err = curl_error($curl);
curl_close($curl);
if ($err) {
echo "cURL Error #:" . $err;
} else {
echo $response;
}package main
import (
"fmt"
"net/http"
"io"
)
func main() {
url := "http://{host}:{port}/{basePath}/aiinsights"
req, _ := http.NewRequest("GET", url, nil)
req.Header.Add("Authorization", "<api-key>")
res, _ := http.DefaultClient.Do(req)
defer res.Body.Close()
body, _ := io.ReadAll(res.Body)
fmt.Println(string(body))
}HttpResponse<String> response = Unirest.get("http://{host}:{port}/{basePath}/aiinsights")
.header("Authorization", "<api-key>")
.asString();require 'uri'
require 'net/http'
url = URI("http://{host}:{port}/{basePath}/aiinsights")
http = Net::HTTP.new(url.host, url.port)
request = Net::HTTP::Get.new(url)
request["Authorization"] = '<api-key>'
response = http.request(request)
puts response.read_body{
"apiVersion": "v1",
"kind": "AIInsightList",
"metadata": {
"totalCount": 2,
"page": 1,
"pageSize": 20
},
"items": [
{
"name": "insight-inc-20260319-001",
"namespace": "production",
"issueRef": "INC-20260319-001",
"provider": "anthropic",
"model": "claude-sonnet-4-20250514",
"analysis": "The payment-service deployment is experiencing OOMKill events. Root cause: memory leak in the webhook handler that fails to close HTTP response bodies on validation errors, causing heap accumulation. The leak correlates with a recent deployment (revision 42) that introduced the payment notification webhook handler.",
"confidence": 0.91,
"recommendations": [
"Increase memory limit from 512Mi to 1Gi as immediate mitigation",
"Restart pods to reclaim leaked memory",
"Review webhook handler code for unclosed response bodies"
],
"suggestedActions": [
{
"name": "Increase memory limit",
"action": "AdjustResources",
"description": "Increase memory limit to prevent further OOMKills while the code fix is deployed",
"params": {
"memoryLimit": "1Gi",
"deployment": "payment-service",
"namespace": "production"
}
},
{
"name": "Restart deployment",
"action": "RestartDeployment",
"description": "Restart pods to reclaim leaked memory immediately",
"params": {
"deployment": "payment-service",
"namespace": "production"
}
}
],
"logAnalysis": "1 Go panic stack trace detected; 12 critical error patterns (OOMKilled, memory allocation failure); Primary exception: runtime: out of memory",
"gitOpsContext": "Helm release 'payment' chart=payment-service version=2.3.1 status=deployed revision=42",
"cascadeAnalysis": "Cascade chain: production/payment-service(root_cause) -> production/api-gateway(victim). The api-gateway is receiving 503 responses from payment-service.",
"blastRadiusPrediction": "AdjustResources: Low risk. Affects 3 pods, 1 service (payment-svc). No PDB violations.",
"generatedAt": "2026-03-19T14:32:00Z",
"creationTimestamp": "2026-03-19T14:31:00Z"
}
]
}
string
Filter by Kubernetes namespace
string
Filter by incident name (e.g.,
INC-20260319-001)integer
default:"1"
Page number for pagination
integer
default:"20"
Items per page (max 100)
What Are AI Insights?
Every time the AIOps platform detects an incident, an AIInsight resource is created containing the AI’s complete analysis. This includes:- Root cause analysis with confidence score (0-100%)
- Recommendations in human-readable format
- Suggested actions with concrete parameters (e.g., “ScaleDeployment to 5 replicas”)
- Enrichment data: log analysis, Prometheus metrics, GitOps context, cascade analysis, and blast radius prediction
{
"apiVersion": "v1",
"kind": "AIInsightList",
"metadata": {
"totalCount": 2,
"page": 1,
"pageSize": 20
},
"items": [
{
"name": "insight-inc-20260319-001",
"namespace": "production",
"issueRef": "INC-20260319-001",
"provider": "anthropic",
"model": "claude-sonnet-4-20250514",
"analysis": "The payment-service deployment is experiencing OOMKill events. Root cause: memory leak in the webhook handler that fails to close HTTP response bodies on validation errors, causing heap accumulation. The leak correlates with a recent deployment (revision 42) that introduced the payment notification webhook handler.",
"confidence": 0.91,
"recommendations": [
"Increase memory limit from 512Mi to 1Gi as immediate mitigation",
"Restart pods to reclaim leaked memory",
"Review webhook handler code for unclosed response bodies"
],
"suggestedActions": [
{
"name": "Increase memory limit",
"action": "AdjustResources",
"description": "Increase memory limit to prevent further OOMKills while the code fix is deployed",
"params": {
"memoryLimit": "1Gi",
"deployment": "payment-service",
"namespace": "production"
}
},
{
"name": "Restart deployment",
"action": "RestartDeployment",
"description": "Restart pods to reclaim leaked memory immediately",
"params": {
"deployment": "payment-service",
"namespace": "production"
}
}
],
"logAnalysis": "1 Go panic stack trace detected; 12 critical error patterns (OOMKilled, memory allocation failure); Primary exception: runtime: out of memory",
"gitOpsContext": "Helm release 'payment' chart=payment-service version=2.3.1 status=deployed revision=42",
"cascadeAnalysis": "Cascade chain: production/payment-service(root_cause) -> production/api-gateway(victim). The api-gateway is receiving 503 responses from payment-service.",
"blastRadiusPrediction": "AdjustResources: Low risk. Affects 3 pods, 1 service (payment-svc). No PDB violations.",
"generatedAt": "2026-03-19T14:32:00Z",
"creationTimestamp": "2026-03-19T14:31:00Z"
}
]
}
Authorizations
Bearer token issued by the operator. Format: Authorization: Bearer <token>.
Query Parameters
Filter by Kubernetes namespace.
Filter by incident name.
Page number.
Items per page (max 100).
Required range:
x <= 100⌘I