feat(eval): add ondemand evaluate (synchronous, client-side)#1983

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Merged
jariy17 merged 2 commits into from
Aug 14, 2026
Merged

feat(eval): add ondemand evaluate (synchronous, client-side) #1983

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59e81dd
feat(eval): add ondemand evaluate (synchronous, client-side)
Aug 12, 2026
9b57081
Merge remote-tracking branch 'origin/refactor' into feat/eval-ondeman…
Aug 13, 2026
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338 changes: 338 additions & 0 deletions src/core/eval.tsx
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2 changes: 1 addition & 1 deletion src/core/types.tsx
View file
Open in desktop
Original file line numberDiff line numberDiff line change
Expand Up@@ -37,7 +37,7 @@ export type CoreFetch = (
// full ClientConfig so callers can request any client customization (region,
// endpoint, ...).
export interface AwsClients {
control(config: ClientConfig): BedrockAgentCoreControlClient;
control(config: ClientConfig): BedrockAgentCoreControlClient
data(config: ClientConfig): BedrockAgentCoreClient;
iam(config: ClientConfig): IAMClient;
// logs reads the CloudWatch Logs streams AgentCore writes batch-evaluation
Expand Down
2 changes: 2 additions & 0 deletions src/handlers/eval/index.tsx
View file
Open in desktop
Original file line numberDiff line numberDiff line change
Expand Up@@ -7,6 +7,7 @@ import { createEvaluatorHandler } from "./evaluator";
import { createOnlineEvalHandler } from "./online-eval";
import { createDatasetHandler } from "./dataset";
import { createBatchEvaluationHandler } from "./batch-evaluation";
import { createOnDemandHandler } from "./ondemand";
import { createConfigBundleHandler } from "./config-bundle";

export function createEvalHandler(core: Core, io: AppIO): Router {
Expand All@@ -17,6 +18,7 @@ export function createEvalHandler(core: Core, io: AppIO): Router {
.handler(createOnlineEvalHandler(core, io))
.handler(createDatasetHandler(core, io))
.handler(createBatchEvaluationHandler(core, io))
.handler(createOnDemandHandler(core, io))
.handler(createConfigBundleHandler(core, io));
}

Expand Down
23 changes: 23 additions & 0 deletions src/handlers/eval/ondemand/__fixtures__/EvaluateCommand.76a9b708fd699093.json
View file
Open in desktop
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,23 @@
{
"evaluationResults": [
{
"evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness",
"evaluatorId": "Builtin.Helpfulness",
"evaluatorName": "Builtin.Helpfulness",
"context": {
"spanContext": {
"sessionId": "67ebf93b-65e3-4127-9e13-483b239f256a",
"traceId": "6a7cabfa3bfe9a7348415c7b507648a8"
}
},
"explanation": "The user asked a simple arithmetic question ('What is 2+2?') and requested a concise answer. The assistant's response '2 + 2 = 4' directly and concisely answers the question. The tool output confirmed the answer is 4, and the assistant correctly relayed this information. The response is brief and to the point, matching the user's request for conciseness. This fully satisfies the user's goal with no unnecessary information.",
"value": 0.83,
"label": "Very Helpful",
"tokenUsage": {
"inputTokens": 941,
"outputTokens": 118,
"totalTokens": 1059
}
}
]
}
23 changes: 23 additions & 0 deletions src/handlers/eval/ondemand/__fixtures__/EvaluateCommand.c0c383465d2d11bc.json
View file
Open in desktop
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,23 @@
{
"evaluationResults": [
{
"evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness",
"evaluatorId": "Builtin.Helpfulness",
"evaluatorName": "Builtin.Helpfulness",
"context": {
"spanContext": {
"sessionId": "7f983b9f-9569-4a4d-bdc2-5c997ff346dd",
"traceId": "6a7cac0e3fa42bfe5437eef070d1231c"
}
},
"explanation": "The user's goal was simple: to have a primary color named. The assistant directly answered the question by naming 'red' as a primary color. Beyond just answering the question, the assistant also provided additional context about all three primary colors in both traditional color theory and the RGB model. This extra information is relevant and educational without being overwhelming. The response directly fulfills the user's request and goes a step further by providing useful context about primary colors in general, which anticipates potential follow-up questions or curiosity. This qualifies as 'Above And Beyond' since it answers the question completely and proactively addresses related information the user might find useful.",
"value": 1,
"label": "Above And Beyond",
"tokenUsage": {
"inputTokens": 859,
"outputTokens": 154,
"totalTokens": 1013
}
}
]
}
47 changes: 47 additions & 0 deletions src/handlers/eval/ondemand/__fixtures__/GetAgentRuntimeCommand.9f77333d1b9dcf5d.json
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Open in desktop
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,47 @@
{
"agentRuntimeArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:runtime/asdf_MyAgent-3s5axvBC6Q",
"agentRuntimeName": "asdf_MyAgent",
"agentRuntimeId": "asdf_MyAgent-3s5axvBC6Q",
"agentRuntimeVersion": "1",
"createdAt": {
"$date": "2026-04-23T21:17:21.895Z"
},
"lastUpdatedAt": {
"$date": "2026-04-23T21:17:35.159Z"
},
"roleArn": "arn:aws:iam::685197708687:role/AgentCore-asdf-default-ApplicationAgentMyAgentRunti-KdyUbgImzDRK",
"networkConfiguration": {
"networkMode": "PUBLIC"
},
"status": "READY",
"lifecycleConfiguration": {
"idleRuntimeSessionTimeout": 900,
"maxLifetime": 28800
},
"description": "AgentCore Runtime: asdf_MyAgent",
"workloadIdentityDetails": {
"workloadIdentityArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:workload-identity-directory/default/workload-identity/asdf_MyAgent-3s5axvBC6Q"
},
"agentRuntimeArtifact": {
"codeConfiguration": {
"code": {
"s3": {
"bucket": "cdk-hnb659fds-assets-685197708687-us-west-2",
"prefix": "a07977786dda1e2e5be304cb7485237a19ed24d5e05b02e73ca91a43fd2e7280.zip"
}
},
"runtime": "PYTHON_3_13",
"entryPoint": [
"opentelemetry-instrument",
"main.py"
]
}
},
"environmentVariables": {
"AGENTCORE_GATEWAY_BUGBASHGW1776978672_AUTH_TYPE": "NONE",
"AGENTCORE_GATEWAY_BUGBASHGW1776978672_URL": "https://bugbashgw1776978672-zsy8cbqwts.gateway.bedrock-agentcore.us-west-2.amazonaws.com/mcp"
},
"metadataConfiguration": {
"requireMMDSV2": true
}
}
51 changes: 51 additions & 0 deletions src/handlers/eval/ondemand/__fixtures__/GetEvaluatorCommand.716589b0884f35c0.json
View file
Open in desktop
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,51 @@
{
"evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness",
"evaluatorId": "Builtin.Helpfulness",
"evaluatorName": "Builtin.Helpfulness",
"evaluatorConfig": {
"llmAsAJudge": {
"ratingScale": {
"numerical": [
{
"value": 0,
"label": "Not helpful at all"
},
{
"value": 1,
"label": "Very unhelpful"
},
{
"value": 2,
"label": "Somewhat unhelpful"
},
{
"value": 3,
"label": "Neutral/Mixed"
},
{
"value": 4,
"label": "Somewhat helpful"
},
{
"value": 5,
"label": "Very helpful"
},
{
"value": 6,
"label": "Above and beyond"
}
]
}
}
},
"level": "TRACE",
"status": "ACTIVE",
"createdAt": {
"$date": "2024-10-22T00:00:00.000Z"
},
"updatedAt": {
"$date": "2024-10-22T00:00:00.000Z"
},
"description": "Response Quality Metric. Evaluates from user's perspective how useful and valuable the agent's response is",
"lockedForModification": true
}
Loading
Loading
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all 
 blocks\n(function() {\n function addCopyButtons() {\n document.querySelectorAll('pre code').forEach(function(codeBlock) {\n if (codeBlock.parentElement.hasAttribute('data-copy-added')) return;\n codeBlock.parentElement.setAttribute('data-copy-added', 'true');\n \n var btn = document.createElement('button');\n btn.textContent = 'Copy';\n btn.style.cssText = 'position:absolute;top:4px;right:4px;padding:2px 8px;font-size:11px;background:#4ecdc4;border:none;border-radius:4px;color:#1a1a2e;cursor:pointer;opacity:0.7;transition:opacity 0.2s;';\n btn.onmouseover = function() { this.style.opacity = '1'; };\n btn.onmouseout = function() { this.style.opacity = '0.7'; };\n btn.onclick = function() {\n navigator.clipboard.writeText(codeBlock.textContent).then(function() {\n btn.textContent = 'Copied!';\n setTimeout(function() { btn.textContent = 'Copy'; }, 1500);\n });\n };\n codeBlock.parentElement.style.position = 'relative';\n codeBlock.parentElement.appendChild(btn);\n });\n }\n \n addCopyButtons();\n \n // Re-run on dynamic content\n var observer = new MutationObserver(addCopyButtons);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Add Copy Buttons to Code Blocks");
}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '

Skip to content
feat(eval): add ondemand evaluate (synchronous, client-side)#1983

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to your account

 Merged

jariy17
merged 2 commits into

from

Aug 14, 2026
 Merged


feat(eval): add ondemand evaluate (synchronous, client-side)
#1983
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59e81dd

feat(eval): add ondemand evaluate (synchronous, client-side)

Aug 12, 2026
9b57081

Merge remote-tracking branch 'origin/refactor' into feat/eval-ondeman…

Aug 13, 2026

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338 changes: 338 additions & 0 deletions
src/core/eval.tsx

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Large diffs are not rendered by default.


2 changes: 1 addition & 1 deletion
src/core/types.tsx

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Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -37,7 +37,7 @@ export type CoreFetch = (
// full ClientConfig so callers can request any client customization (region,
// endpoint, ...).
export interface AwsClients {
 control(config: ClientConfig): BedrockAgentCoreControlClient;
 control(config: ClientConfig): BedrockAgentCoreControlClient
 data(config: ClientConfig): BedrockAgentCoreClient;
 iam(config: ClientConfig): IAMClient;
 // logs reads the CloudWatch Logs streams AgentCore writes batch-evaluation
Expand Down

2 changes: 2 additions & 0 deletions
src/handlers/eval/index.tsx

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Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -7,6 +7,7 @@ import { createEvaluatorHandler } from "./evaluator";
import { createOnlineEvalHandler } from "./online-eval";
import { createDatasetHandler } from "./dataset";
import { createBatchEvaluationHandler } from "./batch-evaluation";
import { createOnDemandHandler } from "./ondemand";
import { createConfigBundleHandler } from "./config-bundle";

export function createEvalHandler(core: Core, io: AppIO): Router {
Expand All@@ -17,6 +18,7 @@ export function createEvalHandler(core: Core, io: AppIO): Router {
 .handler(createOnlineEvalHandler(core, io))
 .handler(createDatasetHandler(core, io))
 .handler(createBatchEvaluationHandler(core, io))
 .handler(createOnDemandHandler(core, io))
 .handler(createConfigBundleHandler(core, io));
}

Expand Down

23 changes: 23 additions & 0 deletions
src/handlers/eval/ondemand/__fixtures__/EvaluateCommand.76a9b708fd699093.json

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,23 @@
{
 "evaluationResults": [
 {
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness",
 "evaluatorId": "Builtin.Helpfulness",
 "evaluatorName": "Builtin.Helpfulness",
 "context": {
 "spanContext": {
 "sessionId": "67ebf93b-65e3-4127-9e13-483b239f256a",
 "traceId": "6a7cabfa3bfe9a7348415c7b507648a8"
 }
 },
 "explanation": "The user asked a simple arithmetic question ('What is 2+2?') and requested a concise answer. The assistant's response '2 + 2 = 4' directly and concisely answers the question. The tool output confirmed the answer is 4, and the assistant correctly relayed this information. The response is brief and to the point, matching the user's request for conciseness. This fully satisfies the user's goal with no unnecessary information.",
 "value": 0.83,
 "label": "Very Helpful",
 "tokenUsage": {
 "inputTokens": 941,
 "outputTokens": 118,
 "totalTokens": 1059
 }
 }
 ]
}

23 changes: 23 additions & 0 deletions
src/handlers/eval/ondemand/__fixtures__/EvaluateCommand.c0c383465d2d11bc.json

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,23 @@
{
 "evaluationResults": [
 {
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness",
 "evaluatorId": "Builtin.Helpfulness",
 "evaluatorName": "Builtin.Helpfulness",
 "context": {
 "spanContext": {
 "sessionId": "7f983b9f-9569-4a4d-bdc2-5c997ff346dd",
 "traceId": "6a7cac0e3fa42bfe5437eef070d1231c"
 }
 },
 "explanation": "The user's goal was simple: to have a primary color named. The assistant directly answered the question by naming 'red' as a primary color. Beyond just answering the question, the assistant also provided additional context about all three primary colors in both traditional color theory and the RGB model. This extra information is relevant and educational without being overwhelming. The response directly fulfills the user's request and goes a step further by providing useful context about primary colors in general, which anticipates potential follow-up questions or curiosity. This qualifies as 'Above And Beyond' since it answers the question completely and proactively addresses related information the user might find useful.",
 "value": 1,
 "label": "Above And Beyond",
 "tokenUsage": {
 "inputTokens": 859,
 "outputTokens": 154,
 "totalTokens": 1013
 }
 }
 ]
}

47 changes: 47 additions & 0 deletions
src/handlers/eval/ondemand/__fixtures__/GetAgentRuntimeCommand.9f77333d1b9dcf5d.json

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,47 @@
{
 "agentRuntimeArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:runtime/asdf_MyAgent-3s5axvBC6Q",
 "agentRuntimeName": "asdf_MyAgent",
 "agentRuntimeId": "asdf_MyAgent-3s5axvBC6Q",
 "agentRuntimeVersion": "1",
 "createdAt": {
 "$date": "2026-04-23T21:17:21.895Z"
 },
 "lastUpdatedAt": {
 "$date": "2026-04-23T21:17:35.159Z"
 },
 "roleArn": "arn:aws:iam::685197708687:role/AgentCore-asdf-default-ApplicationAgentMyAgentRunti-KdyUbgImzDRK",
 "networkConfiguration": {
 "networkMode": "PUBLIC"
 },
 "status": "READY",
 "lifecycleConfiguration": {
 "idleRuntimeSessionTimeout": 900,
 "maxLifetime": 28800
 },
 "description": "AgentCore Runtime: asdf_MyAgent",
 "workloadIdentityDetails": {
 "workloadIdentityArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:workload-identity-directory/default/workload-identity/asdf_MyAgent-3s5axvBC6Q"
 },
 "agentRuntimeArtifact": {
 "codeConfiguration": {
 "code": {
 "s3": {
 "bucket": "cdk-hnb659fds-assets-685197708687-us-west-2",
 "prefix": "a07977786dda1e2e5be304cb7485237a19ed24d5e05b02e73ca91a43fd2e7280.zip"
 }
 },
 "runtime": "PYTHON_3_13",
 "entryPoint": [
 "opentelemetry-instrument",
 "main.py"
 ]
 }
 },
 "environmentVariables": {
 "AGENTCORE_GATEWAY_BUGBASHGW1776978672_AUTH_TYPE": "NONE",
 "AGENTCORE_GATEWAY_BUGBASHGW1776978672_URL": "https://bugbashgw1776978672-zsy8cbqwts.gateway.bedrock-agentcore.us-west-2.amazonaws.com/mcp"
 },
 "metadataConfiguration": {
 "requireMMDSV2": true
 }
}

51 changes: 51 additions & 0 deletions
src/handlers/eval/ondemand/__fixtures__/GetEvaluatorCommand.716589b0884f35c0.json

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,51 @@
{
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness",
 "evaluatorId": "Builtin.Helpfulness",
 "evaluatorName": "Builtin.Helpfulness",
 "evaluatorConfig": {
 "llmAsAJudge": {
 "ratingScale": {
 "numerical": [
 {
 "value": 0,
 "label": "Not helpful at all"
 },
 {
 "value": 1,
 "label": "Very unhelpful"
 },
 {
 "value": 2,
 "label": "Somewhat unhelpful"
 },
 {
 "value": 3,
 "label": "Neutral/Mixed"
 },
 {
 "value": 4,
 "label": "Somewhat helpful"
 },
 {
 "value": 5,
 "label": "Very helpful"
 },
 {
 "value": 6,
 "label": "Above and beyond"
 }
 ]
 }
 }
 },
 "level": "TRACE",
 "status": "ACTIVE",
 "createdAt": {
 "$date": "2024-10-22T00:00:00.000Z"
 },
 "updatedAt": {
 "$date": "2024-10-22T00:00:00.000Z"
 },
 "description": "Response Quality Metric. Evaluates from user's perspective how useful and valuable the agent's response is",
 "lockedForModification": true
}
Loading
Loading

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix");
}
} catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
feat(eval): add ondemand evaluate (synchronous, client-side)#1983

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privacy statement. We’ll occasionally send you account related emails.

Already on GitHub?
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to your account

 Merged

jariy17
merged 2 commits into

from

Aug 14, 2026
 Merged


feat(eval): add ondemand evaluate (synchronous, client-side)
#1983
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Hide file tree
 Changes from all commits
Commits

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2 commits


Select commit
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59e81dd

feat(eval): add ondemand evaluate (synchronous, client-side)

Aug 12, 2026
9b57081

Merge remote-tracking branch 'origin/refactor' into feat/eval-ondeman…

Aug 13, 2026

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338 changes: 338 additions & 0 deletions
src/core/eval.tsx

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Open in desktop


Large diffs are not rendered by default.


2 changes: 1 addition & 1 deletion
src/core/types.tsx

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -37,7 +37,7 @@ export type CoreFetch = (
// full ClientConfig so callers can request any client customization (region,
// endpoint, ...).
export interface AwsClients {
 control(config: ClientConfig): BedrockAgentCoreControlClient;
 control(config: ClientConfig): BedrockAgentCoreControlClient
 data(config: ClientConfig): BedrockAgentCoreClient;
 iam(config: ClientConfig): IAMClient;
 // logs reads the CloudWatch Logs streams AgentCore writes batch-evaluation
Expand Down

2 changes: 2 additions & 0 deletions
src/handlers/eval/index.tsx

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -7,6 +7,7 @@ import { createEvaluatorHandler } from "./evaluator";
import { createOnlineEvalHandler } from "./online-eval";
import { createDatasetHandler } from "./dataset";
import { createBatchEvaluationHandler } from "./batch-evaluation";
import { createOnDemandHandler } from "./ondemand";
import { createConfigBundleHandler } from "./config-bundle";

export function createEvalHandler(core: Core, io: AppIO): Router {
Expand All@@ -17,6 +18,7 @@ export function createEvalHandler(core: Core, io: AppIO): Router {
 .handler(createOnlineEvalHandler(core, io))
 .handler(createDatasetHandler(core, io))
 .handler(createBatchEvaluationHandler(core, io))
 .handler(createOnDemandHandler(core, io))
 .handler(createConfigBundleHandler(core, io));
}

Expand Down

23 changes: 23 additions & 0 deletions
src/handlers/eval/ondemand/__fixtures__/EvaluateCommand.76a9b708fd699093.json

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,23 @@
{
 "evaluationResults": [
 {
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness",
 "evaluatorId": "Builtin.Helpfulness",
 "evaluatorName": "Builtin.Helpfulness",
 "context": {
 "spanContext": {
 "sessionId": "67ebf93b-65e3-4127-9e13-483b239f256a",
 "traceId": "6a7cabfa3bfe9a7348415c7b507648a8"
 }
 },
 "explanation": "The user asked a simple arithmetic question ('What is 2+2?') and requested a concise answer. The assistant's response '2 + 2 = 4' directly and concisely answers the question. The tool output confirmed the answer is 4, and the assistant correctly relayed this information. The response is brief and to the point, matching the user's request for conciseness. This fully satisfies the user's goal with no unnecessary information.",
 "value": 0.83,
 "label": "Very Helpful",
 "tokenUsage": {
 "inputTokens": 941,
 "outputTokens": 118,
 "totalTokens": 1059
 }
 }
 ]
}

23 changes: 23 additions & 0 deletions
src/handlers/eval/ondemand/__fixtures__/EvaluateCommand.c0c383465d2d11bc.json

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,23 @@
{
 "evaluationResults": [
 {
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness",
 "evaluatorId": "Builtin.Helpfulness",
 "evaluatorName": "Builtin.Helpfulness",
 "context": {
 "spanContext": {
 "sessionId": "7f983b9f-9569-4a4d-bdc2-5c997ff346dd",
 "traceId": "6a7cac0e3fa42bfe5437eef070d1231c"
 }
 },
 "explanation": "The user's goal was simple: to have a primary color named. The assistant directly answered the question by naming 'red' as a primary color. Beyond just answering the question, the assistant also provided additional context about all three primary colors in both traditional color theory and the RGB model. This extra information is relevant and educational without being overwhelming. The response directly fulfills the user's request and goes a step further by providing useful context about primary colors in general, which anticipates potential follow-up questions or curiosity. This qualifies as 'Above And Beyond' since it answers the question completely and proactively addresses related information the user might find useful.",
 "value": 1,
 "label": "Above And Beyond",
 "tokenUsage": {
 "inputTokens": 859,
 "outputTokens": 154,
 "totalTokens": 1013
 }
 }
 ]
}

47 changes: 47 additions & 0 deletions
src/handlers/eval/ondemand/__fixtures__/GetAgentRuntimeCommand.9f77333d1b9dcf5d.json

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,47 @@
{
 "agentRuntimeArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:runtime/asdf_MyAgent-3s5axvBC6Q",
 "agentRuntimeName": "asdf_MyAgent",
 "agentRuntimeId": "asdf_MyAgent-3s5axvBC6Q",
 "agentRuntimeVersion": "1",
 "createdAt": {
 "$date": "2026-04-23T21:17:21.895Z"
 },
 "lastUpdatedAt": {
 "$date": "2026-04-23T21:17:35.159Z"
 },
 "roleArn": "arn:aws:iam::685197708687:role/AgentCore-asdf-default-ApplicationAgentMyAgentRunti-KdyUbgImzDRK",
 "networkConfiguration": {
 "networkMode": "PUBLIC"
 },
 "status": "READY",
 "lifecycleConfiguration": {
 "idleRuntimeSessionTimeout": 900,
 "maxLifetime": 28800
 },
 "description": "AgentCore Runtime: asdf_MyAgent",
 "workloadIdentityDetails": {
 "workloadIdentityArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:workload-identity-directory/default/workload-identity/asdf_MyAgent-3s5axvBC6Q"
 },
 "agentRuntimeArtifact": {
 "codeConfiguration": {
 "code": {
 "s3": {
 "bucket": "cdk-hnb659fds-assets-685197708687-us-west-2",
 "prefix": "a07977786dda1e2e5be304cb7485237a19ed24d5e05b02e73ca91a43fd2e7280.zip"
 }
 },
 "runtime": "PYTHON_3_13",
 "entryPoint": [
 "opentelemetry-instrument",
 "main.py"
 ]
 }
 },
 "environmentVariables": {
 "AGENTCORE_GATEWAY_BUGBASHGW1776978672_AUTH_TYPE": "NONE",
 "AGENTCORE_GATEWAY_BUGBASHGW1776978672_URL": "https://bugbashgw1776978672-zsy8cbqwts.gateway.bedrock-agentcore.us-west-2.amazonaws.com/mcp"
 },
 "metadataConfiguration": {
 "requireMMDSV2": true
 }
}

51 changes: 51 additions & 0 deletions
src/handlers/eval/ondemand/__fixtures__/GetEvaluatorCommand.716589b0884f35c0.json

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Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,51 @@
{
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness",
 "evaluatorId": "Builtin.Helpfulness",
 "evaluatorName": "Builtin.Helpfulness",
 "evaluatorConfig": {
 "llmAsAJudge": {
 "ratingScale": {
 "numerical": [
 {
 "value": 0,
 "label": "Not helpful at all"
 },
 {
 "value": 1,
 "label": "Very unhelpful"
 },
 {
 "value": 2,
 "label": "Somewhat unhelpful"
 },
 {
 "value": 3,
 "label": "Neutral/Mixed"
 },
 {
 "value": 4,
 "label": "Somewhat helpful"
 },
 {
 "value": 5,
 "label": "Very helpful"
 },
 {
 "value": 6,
 "label": "Above and beyond"
 }
 ]
 }
 }
 },
 "level": "TRACE",
 "status": "ACTIVE",
 "createdAt": {
 "$date": "2024-10-22T00:00:00.000Z"
 },
 "updatedAt": {
 "$date": "2024-10-22T00:00:00.000Z"
 },
 "description": "Response Quality Metric. Evaluates from user's perspective how useful and valuable the agent's response is",
 "lockedForModification": true
}
Loading
Loading

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms");
}
} catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

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feat(eval): add ondemand evaluate (synchronous, client-side)#1983

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 Merged

jariy17
merged 2 commits into

from

Aug 14, 2026
 Merged


feat(eval): add ondemand evaluate (synchronous, client-side)
#1983
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59e81dd

feat(eval): add ondemand evaluate (synchronous, client-side)

Aug 12, 2026
9b57081

Merge remote-tracking branch 'origin/refactor' into feat/eval-ondeman…

Aug 13, 2026

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338 changes: 338 additions & 0 deletions
src/core/eval.tsx

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Large diffs are not rendered by default.


2 changes: 1 addition & 1 deletion
src/core/types.tsx

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Original file line numberDiff line numberDiff line change
Expand Up@@ -37,7 +37,7 @@ export type CoreFetch = (
// full ClientConfig so callers can request any client customization (region,
// endpoint, ...).
export interface AwsClients {
 control(config: ClientConfig): BedrockAgentCoreControlClient;
 control(config: ClientConfig): BedrockAgentCoreControlClient
 data(config: ClientConfig): BedrockAgentCoreClient;
 iam(config: ClientConfig): IAMClient;
 // logs reads the CloudWatch Logs streams AgentCore writes batch-evaluation
Expand Down

2 changes: 2 additions & 0 deletions
src/handlers/eval/index.tsx

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Original file line numberDiff line numberDiff line change
Expand Up@@ -7,6 +7,7 @@ import { createEvaluatorHandler } from "./evaluator";
import { createOnlineEvalHandler } from "./online-eval";
import { createDatasetHandler } from "./dataset";
import { createBatchEvaluationHandler } from "./batch-evaluation";
import { createOnDemandHandler } from "./ondemand";
import { createConfigBundleHandler } from "./config-bundle";

export function createEvalHandler(core: Core, io: AppIO): Router {
Expand All@@ -17,6 +18,7 @@ export function createEvalHandler(core: Core, io: AppIO): Router {
 .handler(createOnlineEvalHandler(core, io))
 .handler(createDatasetHandler(core, io))
 .handler(createBatchEvaluationHandler(core, io))
 .handler(createOnDemandHandler(core, io))
 .handler(createConfigBundleHandler(core, io));
}

Expand Down

23 changes: 23 additions & 0 deletions
src/handlers/eval/ondemand/__fixtures__/EvaluateCommand.76a9b708fd699093.json

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Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,23 @@
{
 "evaluationResults": [
 {
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness",
 "evaluatorId": "Builtin.Helpfulness",
 "evaluatorName": "Builtin.Helpfulness",
 "context": {
 "spanContext": {
 "sessionId": "67ebf93b-65e3-4127-9e13-483b239f256a",
 "traceId": "6a7cabfa3bfe9a7348415c7b507648a8"
 }
 },
 "explanation": "The user asked a simple arithmetic question ('What is 2+2?') and requested a concise answer. The assistant's response '2 + 2 = 4' directly and concisely answers the question. The tool output confirmed the answer is 4, and the assistant correctly relayed this information. The response is brief and to the point, matching the user's request for conciseness. This fully satisfies the user's goal with no unnecessary information.",
 "value": 0.83,
 "label": "Very Helpful",
 "tokenUsage": {
 "inputTokens": 941,
 "outputTokens": 118,
 "totalTokens": 1059
 }
 }
 ]
}

23 changes: 23 additions & 0 deletions
src/handlers/eval/ondemand/__fixtures__/EvaluateCommand.c0c383465d2d11bc.json

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Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,23 @@
{
 "evaluationResults": [
 {
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness",
 "evaluatorId": "Builtin.Helpfulness",
 "evaluatorName": "Builtin.Helpfulness",
 "context": {
 "spanContext": {
 "sessionId": "7f983b9f-9569-4a4d-bdc2-5c997ff346dd",
 "traceId": "6a7cac0e3fa42bfe5437eef070d1231c"
 }
 },
 "explanation": "The user's goal was simple: to have a primary color named. The assistant directly answered the question by naming 'red' as a primary color. Beyond just answering the question, the assistant also provided additional context about all three primary colors in both traditional color theory and the RGB model. This extra information is relevant and educational without being overwhelming. The response directly fulfills the user's request and goes a step further by providing useful context about primary colors in general, which anticipates potential follow-up questions or curiosity. This qualifies as 'Above And Beyond' since it answers the question completely and proactively addresses related information the user might find useful.",
 "value": 1,
 "label": "Above And Beyond",
 "tokenUsage": {
 "inputTokens": 859,
 "outputTokens": 154,
 "totalTokens": 1013
 }
 }
 ]
}

47 changes: 47 additions & 0 deletions
src/handlers/eval/ondemand/__fixtures__/GetAgentRuntimeCommand.9f77333d1b9dcf5d.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,47 @@
{
 "agentRuntimeArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:runtime/asdf_MyAgent-3s5axvBC6Q",
 "agentRuntimeName": "asdf_MyAgent",
 "agentRuntimeId": "asdf_MyAgent-3s5axvBC6Q",
 "agentRuntimeVersion": "1",
 "createdAt": {
 "$date": "2026-04-23T21:17:21.895Z"
 },
 "lastUpdatedAt": {
 "$date": "2026-04-23T21:17:35.159Z"
 },
 "roleArn": "arn:aws:iam::685197708687:role/AgentCore-asdf-default-ApplicationAgentMyAgentRunti-KdyUbgImzDRK",
 "networkConfiguration": {
 "networkMode": "PUBLIC"
 },
 "status": "READY",
 "lifecycleConfiguration": {
 "idleRuntimeSessionTimeout": 900,
 "maxLifetime": 28800
 },
 "description": "AgentCore Runtime: asdf_MyAgent",
 "workloadIdentityDetails": {
 "workloadIdentityArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:workload-identity-directory/default/workload-identity/asdf_MyAgent-3s5axvBC6Q"
 },
 "agentRuntimeArtifact": {
 "codeConfiguration": {
 "code": {
 "s3": {
 "bucket": "cdk-hnb659fds-assets-685197708687-us-west-2",
 "prefix": "a07977786dda1e2e5be304cb7485237a19ed24d5e05b02e73ca91a43fd2e7280.zip"
 }
 },
 "runtime": "PYTHON_3_13",
 "entryPoint": [
 "opentelemetry-instrument",
 "main.py"
 ]
 }
 },
 "environmentVariables": {
 "AGENTCORE_GATEWAY_BUGBASHGW1776978672_AUTH_TYPE": "NONE",
 "AGENTCORE_GATEWAY_BUGBASHGW1776978672_URL": "https://bugbashgw1776978672-zsy8cbqwts.gateway.bedrock-agentcore.us-west-2.amazonaws.com/mcp"
 },
 "metadataConfiguration": {
 "requireMMDSV2": true
 }
}

51 changes: 51 additions & 0 deletions
src/handlers/eval/ondemand/__fixtures__/GetEvaluatorCommand.716589b0884f35c0.json

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,51 @@
{
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness",
 "evaluatorId": "Builtin.Helpfulness",
 "evaluatorName": "Builtin.Helpfulness",
 "evaluatorConfig": {
 "llmAsAJudge": {
 "ratingScale": {
 "numerical": [
 {
 "value": 0,
 "label": "Not helpful at all"
 },
 {
 "value": 1,
 "label": "Very unhelpful"
 },
 {
 "value": 2,
 "label": "Somewhat unhelpful"
 },
 {
 "value": 3,
 "label": "Neutral/Mixed"
 },
 {
 "value": 4,
 "label": "Somewhat helpful"
 },
 {
 "value": 5,
 "label": "Very helpful"
 },
 {
 "value": 6,
 "label": "Above and beyond"
 }
 ]
 }
 }
 },
 "level": "TRACE",
 "status": "ACTIVE",
 "createdAt": {
 "$date": "2024-10-22T00:00:00.000Z"
 },
 "updatedAt": {
 "$date": "2024-10-22T00:00:00.000Z"
 },
 "description": "Response Quality Metric. Evaluates from user's perspective how useful and valuable the agent's response is",
 "lockedForModification": true
}
Loading
Loading

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links");
}
} catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); }
})();
(function(){
try {
var __m = "youtube.com";
var __re = new RegExp('^' + "youtube\\.com" + '

Skip to content
feat(eval): add ondemand evaluate (synchronous, client-side)#1983

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Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

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 Merged

jariy17
merged 2 commits into

from

Aug 14, 2026
 Merged


feat(eval): add ondemand evaluate (synchronous, client-side)
#1983
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2 commits


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59e81dd

feat(eval): add ondemand evaluate (synchronous, client-side)

Aug 12, 2026
9b57081

Merge remote-tracking branch 'origin/refactor' into feat/eval-ondeman…

Aug 13, 2026

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338 changes: 338 additions & 0 deletions
src/core/eval.tsx

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Open in desktop


Large diffs are not rendered by default.


2 changes: 1 addition & 1 deletion
src/core/types.tsx

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -37,7 +37,7 @@ export type CoreFetch = (
// full ClientConfig so callers can request any client customization (region,
// endpoint, ...).
export interface AwsClients {
 control(config: ClientConfig): BedrockAgentCoreControlClient;
 control(config: ClientConfig): BedrockAgentCoreControlClient
 data(config: ClientConfig): BedrockAgentCoreClient;
 iam(config: ClientConfig): IAMClient;
 // logs reads the CloudWatch Logs streams AgentCore writes batch-evaluation
Expand Down

2 changes: 2 additions & 0 deletions
src/handlers/eval/index.tsx

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -7,6 +7,7 @@ import { createEvaluatorHandler } from "./evaluator";
import { createOnlineEvalHandler } from "./online-eval";
import { createDatasetHandler } from "./dataset";
import { createBatchEvaluationHandler } from "./batch-evaluation";
import { createOnDemandHandler } from "./ondemand";
import { createConfigBundleHandler } from "./config-bundle";

export function createEvalHandler(core: Core, io: AppIO): Router {
Expand All@@ -17,6 +18,7 @@ export function createEvalHandler(core: Core, io: AppIO): Router {
 .handler(createOnlineEvalHandler(core, io))
 .handler(createDatasetHandler(core, io))
 .handler(createBatchEvaluationHandler(core, io))
 .handler(createOnDemandHandler(core, io))
 .handler(createConfigBundleHandler(core, io));
}

Expand Down

23 changes: 23 additions & 0 deletions
src/handlers/eval/ondemand/__fixtures__/EvaluateCommand.76a9b708fd699093.json

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,23 @@
{
 "evaluationResults": [
 {
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness",
 "evaluatorId": "Builtin.Helpfulness",
 "evaluatorName": "Builtin.Helpfulness",
 "context": {
 "spanContext": {
 "sessionId": "67ebf93b-65e3-4127-9e13-483b239f256a",
 "traceId": "6a7cabfa3bfe9a7348415c7b507648a8"
 }
 },
 "explanation": "The user asked a simple arithmetic question ('What is 2+2?') and requested a concise answer. The assistant's response '2 + 2 = 4' directly and concisely answers the question. The tool output confirmed the answer is 4, and the assistant correctly relayed this information. The response is brief and to the point, matching the user's request for conciseness. This fully satisfies the user's goal with no unnecessary information.",
 "value": 0.83,
 "label": "Very Helpful",
 "tokenUsage": {
 "inputTokens": 941,
 "outputTokens": 118,
 "totalTokens": 1059
 }
 }
 ]
}

23 changes: 23 additions & 0 deletions
src/handlers/eval/ondemand/__fixtures__/EvaluateCommand.c0c383465d2d11bc.json

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,23 @@
{
 "evaluationResults": [
 {
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness",
 "evaluatorId": "Builtin.Helpfulness",
 "evaluatorName": "Builtin.Helpfulness",
 "context": {
 "spanContext": {
 "sessionId": "7f983b9f-9569-4a4d-bdc2-5c997ff346dd",
 "traceId": "6a7cac0e3fa42bfe5437eef070d1231c"
 }
 },
 "explanation": "The user's goal was simple: to have a primary color named. The assistant directly answered the question by naming 'red' as a primary color. Beyond just answering the question, the assistant also provided additional context about all three primary colors in both traditional color theory and the RGB model. This extra information is relevant and educational without being overwhelming. The response directly fulfills the user's request and goes a step further by providing useful context about primary colors in general, which anticipates potential follow-up questions or curiosity. This qualifies as 'Above And Beyond' since it answers the question completely and proactively addresses related information the user might find useful.",
 "value": 1,
 "label": "Above And Beyond",
 "tokenUsage": {
 "inputTokens": 859,
 "outputTokens": 154,
 "totalTokens": 1013
 }
 }
 ]
}

47 changes: 47 additions & 0 deletions
src/handlers/eval/ondemand/__fixtures__/GetAgentRuntimeCommand.9f77333d1b9dcf5d.json

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,47 @@
{
 "agentRuntimeArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:runtime/asdf_MyAgent-3s5axvBC6Q",
 "agentRuntimeName": "asdf_MyAgent",
 "agentRuntimeId": "asdf_MyAgent-3s5axvBC6Q",
 "agentRuntimeVersion": "1",
 "createdAt": {
 "$date": "2026-04-23T21:17:21.895Z"
 },
 "lastUpdatedAt": {
 "$date": "2026-04-23T21:17:35.159Z"
 },
 "roleArn": "arn:aws:iam::685197708687:role/AgentCore-asdf-default-ApplicationAgentMyAgentRunti-KdyUbgImzDRK",
 "networkConfiguration": {
 "networkMode": "PUBLIC"
 },
 "status": "READY",
 "lifecycleConfiguration": {
 "idleRuntimeSessionTimeout": 900,
 "maxLifetime": 28800
 },
 "description": "AgentCore Runtime: asdf_MyAgent",
 "workloadIdentityDetails": {
 "workloadIdentityArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:workload-identity-directory/default/workload-identity/asdf_MyAgent-3s5axvBC6Q"
 },
 "agentRuntimeArtifact": {
 "codeConfiguration": {
 "code": {
 "s3": {
 "bucket": "cdk-hnb659fds-assets-685197708687-us-west-2",
 "prefix": "a07977786dda1e2e5be304cb7485237a19ed24d5e05b02e73ca91a43fd2e7280.zip"
 }
 },
 "runtime": "PYTHON_3_13",
 "entryPoint": [
 "opentelemetry-instrument",
 "main.py"
 ]
 }
 },
 "environmentVariables": {
 "AGENTCORE_GATEWAY_BUGBASHGW1776978672_AUTH_TYPE": "NONE",
 "AGENTCORE_GATEWAY_BUGBASHGW1776978672_URL": "https://bugbashgw1776978672-zsy8cbqwts.gateway.bedrock-agentcore.us-west-2.amazonaws.com/mcp"
 },
 "metadataConfiguration": {
 "requireMMDSV2": true
 }
}

51 changes: 51 additions & 0 deletions
src/handlers/eval/ondemand/__fixtures__/GetEvaluatorCommand.716589b0884f35c0.json

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,51 @@
{
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness",
 "evaluatorId": "Builtin.Helpfulness",
 "evaluatorName": "Builtin.Helpfulness",
 "evaluatorConfig": {
 "llmAsAJudge": {
 "ratingScale": {
 "numerical": [
 {
 "value": 0,
 "label": "Not helpful at all"
 },
 {
 "value": 1,
 "label": "Very unhelpful"
 },
 {
 "value": 2,
 "label": "Somewhat unhelpful"
 },
 {
 "value": 3,
 "label": "Neutral/Mixed"
 },
 {
 "value": 4,
 "label": "Somewhat helpful"
 },
 {
 "value": 5,
 "label": "Very helpful"
 },
 {
 "value": 6,
 "label": "Above and beyond"
 }
 ]
 }
 }
 },
 "level": "TRACE",
 "status": "ACTIVE",
 "createdAt": {
 "$date": "2024-10-22T00:00:00.000Z"
 },
 "updatedAt": {
 "$date": "2024-10-22T00:00:00.000Z"
 },
 "description": "Response Quality Metric. Evaluates from user's perspective how useful and valuable the agent's response is",
 "lockedForModification": true
}
Loading
Loading

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default");
}
} catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
feat(eval): add ondemand evaluate (synchronous, client-side)#1983

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 Merged

jariy17
merged 2 commits into

from

Aug 14, 2026
 Merged


feat(eval): add ondemand evaluate (synchronous, client-side)
#1983
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59e81dd

feat(eval): add ondemand evaluate (synchronous, client-side)

Aug 12, 2026
9b57081

Merge remote-tracking branch 'origin/refactor' into feat/eval-ondeman…

Aug 13, 2026

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338 changes: 338 additions & 0 deletions
src/core/eval.tsx

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Large diffs are not rendered by default.


2 changes: 1 addition & 1 deletion
src/core/types.tsx

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Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -37,7 +37,7 @@ export type CoreFetch = (
// full ClientConfig so callers can request any client customization (region,
// endpoint, ...).
export interface AwsClients {
 control(config: ClientConfig): BedrockAgentCoreControlClient;
 control(config: ClientConfig): BedrockAgentCoreControlClient
 data(config: ClientConfig): BedrockAgentCoreClient;
 iam(config: ClientConfig): IAMClient;
 // logs reads the CloudWatch Logs streams AgentCore writes batch-evaluation
Expand Down

2 changes: 2 additions & 0 deletions
src/handlers/eval/index.tsx

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -7,6 +7,7 @@ import { createEvaluatorHandler } from "./evaluator";
import { createOnlineEvalHandler } from "./online-eval";
import { createDatasetHandler } from "./dataset";
import { createBatchEvaluationHandler } from "./batch-evaluation";
import { createOnDemandHandler } from "./ondemand";
import { createConfigBundleHandler } from "./config-bundle";

export function createEvalHandler(core: Core, io: AppIO): Router {
Expand All@@ -17,6 +18,7 @@ export function createEvalHandler(core: Core, io: AppIO): Router {
 .handler(createOnlineEvalHandler(core, io))
 .handler(createDatasetHandler(core, io))
 .handler(createBatchEvaluationHandler(core, io))
 .handler(createOnDemandHandler(core, io))
 .handler(createConfigBundleHandler(core, io));
}

Expand Down

23 changes: 23 additions & 0 deletions
src/handlers/eval/ondemand/__fixtures__/EvaluateCommand.76a9b708fd699093.json

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,23 @@
{
 "evaluationResults": [
 {
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness",
 "evaluatorId": "Builtin.Helpfulness",
 "evaluatorName": "Builtin.Helpfulness",
 "context": {
 "spanContext": {
 "sessionId": "67ebf93b-65e3-4127-9e13-483b239f256a",
 "traceId": "6a7cabfa3bfe9a7348415c7b507648a8"
 }
 },
 "explanation": "The user asked a simple arithmetic question ('What is 2+2?') and requested a concise answer. The assistant's response '2 + 2 = 4' directly and concisely answers the question. The tool output confirmed the answer is 4, and the assistant correctly relayed this information. The response is brief and to the point, matching the user's request for conciseness. This fully satisfies the user's goal with no unnecessary information.",
 "value": 0.83,
 "label": "Very Helpful",
 "tokenUsage": {
 "inputTokens": 941,
 "outputTokens": 118,
 "totalTokens": 1059
 }
 }
 ]
}

23 changes: 23 additions & 0 deletions
src/handlers/eval/ondemand/__fixtures__/EvaluateCommand.c0c383465d2d11bc.json

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,23 @@
{
 "evaluationResults": [
 {
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness",
 "evaluatorId": "Builtin.Helpfulness",
 "evaluatorName": "Builtin.Helpfulness",
 "context": {
 "spanContext": {
 "sessionId": "7f983b9f-9569-4a4d-bdc2-5c997ff346dd",
 "traceId": "6a7cac0e3fa42bfe5437eef070d1231c"
 }
 },
 "explanation": "The user's goal was simple: to have a primary color named. The assistant directly answered the question by naming 'red' as a primary color. Beyond just answering the question, the assistant also provided additional context about all three primary colors in both traditional color theory and the RGB model. This extra information is relevant and educational without being overwhelming. The response directly fulfills the user's request and goes a step further by providing useful context about primary colors in general, which anticipates potential follow-up questions or curiosity. This qualifies as 'Above And Beyond' since it answers the question completely and proactively addresses related information the user might find useful.",
 "value": 1,
 "label": "Above And Beyond",
 "tokenUsage": {
 "inputTokens": 859,
 "outputTokens": 154,
 "totalTokens": 1013
 }
 }
 ]
}

47 changes: 47 additions & 0 deletions
src/handlers/eval/ondemand/__fixtures__/GetAgentRuntimeCommand.9f77333d1b9dcf5d.json

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,47 @@
{
 "agentRuntimeArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:runtime/asdf_MyAgent-3s5axvBC6Q",
 "agentRuntimeName": "asdf_MyAgent",
 "agentRuntimeId": "asdf_MyAgent-3s5axvBC6Q",
 "agentRuntimeVersion": "1",
 "createdAt": {
 "$date": "2026-04-23T21:17:21.895Z"
 },
 "lastUpdatedAt": {
 "$date": "2026-04-23T21:17:35.159Z"
 },
 "roleArn": "arn:aws:iam::685197708687:role/AgentCore-asdf-default-ApplicationAgentMyAgentRunti-KdyUbgImzDRK",
 "networkConfiguration": {
 "networkMode": "PUBLIC"
 },
 "status": "READY",
 "lifecycleConfiguration": {
 "idleRuntimeSessionTimeout": 900,
 "maxLifetime": 28800
 },
 "description": "AgentCore Runtime: asdf_MyAgent",
 "workloadIdentityDetails": {
 "workloadIdentityArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:workload-identity-directory/default/workload-identity/asdf_MyAgent-3s5axvBC6Q"
 },
 "agentRuntimeArtifact": {
 "codeConfiguration": {
 "code": {
 "s3": {
 "bucket": "cdk-hnb659fds-assets-685197708687-us-west-2",
 "prefix": "a07977786dda1e2e5be304cb7485237a19ed24d5e05b02e73ca91a43fd2e7280.zip"
 }
 },
 "runtime": "PYTHON_3_13",
 "entryPoint": [
 "opentelemetry-instrument",
 "main.py"
 ]
 }
 },
 "environmentVariables": {
 "AGENTCORE_GATEWAY_BUGBASHGW1776978672_AUTH_TYPE": "NONE",
 "AGENTCORE_GATEWAY_BUGBASHGW1776978672_URL": "https://bugbashgw1776978672-zsy8cbqwts.gateway.bedrock-agentcore.us-west-2.amazonaws.com/mcp"
 },
 "metadataConfiguration": {
 "requireMMDSV2": true
 }
}

51 changes: 51 additions & 0 deletions
src/handlers/eval/ondemand/__fixtures__/GetEvaluatorCommand.716589b0884f35c0.json

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Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,51 @@
{
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness",
 "evaluatorId": "Builtin.Helpfulness",
 "evaluatorName": "Builtin.Helpfulness",
 "evaluatorConfig": {
 "llmAsAJudge": {
 "ratingScale": {
 "numerical": [
 {
 "value": 0,
 "label": "Not helpful at all"
 },
 {
 "value": 1,
 "label": "Very unhelpful"
 },
 {
 "value": 2,
 "label": "Somewhat unhelpful"
 },
 {
 "value": 3,
 "label": "Neutral/Mixed"
 },
 {
 "value": 4,
 "label": "Somewhat helpful"
 },
 {
 "value": 5,
 "label": "Very helpful"
 },
 {
 "value": 6,
 "label": "Above and beyond"
 }
 ]
 }
 }
 },
 "level": "TRACE",
 "status": "ACTIVE",
 "createdAt": {
 "$date": "2024-10-22T00:00:00.000Z"
 },
 "updatedAt": {
 "$date": "2024-10-22T00:00:00.000Z"
 },
 "description": "Response Quality Metric. Evaluates from user's perspective how useful and valuable the agent's response is",
 "lockedForModification": true
}
Loading
Loading

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers");
}
} catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
feat(eval): add ondemand evaluate (synchronous, client-side)#1983

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 Merged

jariy17
merged 2 commits into

from

Aug 14, 2026
 Merged


feat(eval): add ondemand evaluate (synchronous, client-side)
#1983
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59e81dd

feat(eval): add ondemand evaluate (synchronous, client-side)

Aug 12, 2026
9b57081

Merge remote-tracking branch 'origin/refactor' into feat/eval-ondeman…

Aug 13, 2026

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338 changes: 338 additions & 0 deletions
src/core/eval.tsx

View file


Open in desktop


Large diffs are not rendered by default.


2 changes: 1 addition & 1 deletion
src/core/types.tsx

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -37,7 +37,7 @@ export type CoreFetch = (
// full ClientConfig so callers can request any client customization (region,
// endpoint, ...).
export interface AwsClients {
 control(config: ClientConfig): BedrockAgentCoreControlClient;
 control(config: ClientConfig): BedrockAgentCoreControlClient
 data(config: ClientConfig): BedrockAgentCoreClient;
 iam(config: ClientConfig): IAMClient;
 // logs reads the CloudWatch Logs streams AgentCore writes batch-evaluation
Expand Down

2 changes: 2 additions & 0 deletions
src/handlers/eval/index.tsx

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -7,6 +7,7 @@ import { createEvaluatorHandler } from "./evaluator";
import { createOnlineEvalHandler } from "./online-eval";
import { createDatasetHandler } from "./dataset";
import { createBatchEvaluationHandler } from "./batch-evaluation";
import { createOnDemandHandler } from "./ondemand";
import { createConfigBundleHandler } from "./config-bundle";

export function createEvalHandler(core: Core, io: AppIO): Router {
Expand All@@ -17,6 +18,7 @@ export function createEvalHandler(core: Core, io: AppIO): Router {
 .handler(createOnlineEvalHandler(core, io))
 .handler(createDatasetHandler(core, io))
 .handler(createBatchEvaluationHandler(core, io))
 .handler(createOnDemandHandler(core, io))
 .handler(createConfigBundleHandler(core, io));
}

Expand Down

23 changes: 23 additions & 0 deletions
src/handlers/eval/ondemand/__fixtures__/EvaluateCommand.76a9b708fd699093.json

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,23 @@
{
 "evaluationResults": [
 {
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness",
 "evaluatorId": "Builtin.Helpfulness",
 "evaluatorName": "Builtin.Helpfulness",
 "context": {
 "spanContext": {
 "sessionId": "67ebf93b-65e3-4127-9e13-483b239f256a",
 "traceId": "6a7cabfa3bfe9a7348415c7b507648a8"
 }
 },
 "explanation": "The user asked a simple arithmetic question ('What is 2+2?') and requested a concise answer. The assistant's response '2 + 2 = 4' directly and concisely answers the question. The tool output confirmed the answer is 4, and the assistant correctly relayed this information. The response is brief and to the point, matching the user's request for conciseness. This fully satisfies the user's goal with no unnecessary information.",
 "value": 0.83,
 "label": "Very Helpful",
 "tokenUsage": {
 "inputTokens": 941,
 "outputTokens": 118,
 "totalTokens": 1059
 }
 }
 ]
}

23 changes: 23 additions & 0 deletions
src/handlers/eval/ondemand/__fixtures__/EvaluateCommand.c0c383465d2d11bc.json

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,23 @@
{
 "evaluationResults": [
 {
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness",
 "evaluatorId": "Builtin.Helpfulness",
 "evaluatorName": "Builtin.Helpfulness",
 "context": {
 "spanContext": {
 "sessionId": "7f983b9f-9569-4a4d-bdc2-5c997ff346dd",
 "traceId": "6a7cac0e3fa42bfe5437eef070d1231c"
 }
 },
 "explanation": "The user's goal was simple: to have a primary color named. The assistant directly answered the question by naming 'red' as a primary color. Beyond just answering the question, the assistant also provided additional context about all three primary colors in both traditional color theory and the RGB model. This extra information is relevant and educational without being overwhelming. The response directly fulfills the user's request and goes a step further by providing useful context about primary colors in general, which anticipates potential follow-up questions or curiosity. This qualifies as 'Above And Beyond' since it answers the question completely and proactively addresses related information the user might find useful.",
 "value": 1,
 "label": "Above And Beyond",
 "tokenUsage": {
 "inputTokens": 859,
 "outputTokens": 154,
 "totalTokens": 1013
 }
 }
 ]
}

47 changes: 47 additions & 0 deletions
src/handlers/eval/ondemand/__fixtures__/GetAgentRuntimeCommand.9f77333d1b9dcf5d.json

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,47 @@
{
 "agentRuntimeArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:runtime/asdf_MyAgent-3s5axvBC6Q",
 "agentRuntimeName": "asdf_MyAgent",
 "agentRuntimeId": "asdf_MyAgent-3s5axvBC6Q",
 "agentRuntimeVersion": "1",
 "createdAt": {
 "$date": "2026-04-23T21:17:21.895Z"
 },
 "lastUpdatedAt": {
 "$date": "2026-04-23T21:17:35.159Z"
 },
 "roleArn": "arn:aws:iam::685197708687:role/AgentCore-asdf-default-ApplicationAgentMyAgentRunti-KdyUbgImzDRK",
 "networkConfiguration": {
 "networkMode": "PUBLIC"
 },
 "status": "READY",
 "lifecycleConfiguration": {
 "idleRuntimeSessionTimeout": 900,
 "maxLifetime": 28800
 },
 "description": "AgentCore Runtime: asdf_MyAgent",
 "workloadIdentityDetails": {
 "workloadIdentityArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:workload-identity-directory/default/workload-identity/asdf_MyAgent-3s5axvBC6Q"
 },
 "agentRuntimeArtifact": {
 "codeConfiguration": {
 "code": {
 "s3": {
 "bucket": "cdk-hnb659fds-assets-685197708687-us-west-2",
 "prefix": "a07977786dda1e2e5be304cb7485237a19ed24d5e05b02e73ca91a43fd2e7280.zip"
 }
 },
 "runtime": "PYTHON_3_13",
 "entryPoint": [
 "opentelemetry-instrument",
 "main.py"
 ]
 }
 },
 "environmentVariables": {
 "AGENTCORE_GATEWAY_BUGBASHGW1776978672_AUTH_TYPE": "NONE",
 "AGENTCORE_GATEWAY_BUGBASHGW1776978672_URL": "https://bugbashgw1776978672-zsy8cbqwts.gateway.bedrock-agentcore.us-west-2.amazonaws.com/mcp"
 },
 "metadataConfiguration": {
 "requireMMDSV2": true
 }
}

51 changes: 51 additions & 0 deletions
src/handlers/eval/ondemand/__fixtures__/GetEvaluatorCommand.716589b0884f35c0.json

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,51 @@
{
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness",
 "evaluatorId": "Builtin.Helpfulness",
 "evaluatorName": "Builtin.Helpfulness",
 "evaluatorConfig": {
 "llmAsAJudge": {
 "ratingScale": {
 "numerical": [
 {
 "value": 0,
 "label": "Not helpful at all"
 },
 {
 "value": 1,
 "label": "Very unhelpful"
 },
 {
 "value": 2,
 "label": "Somewhat unhelpful"
 },
 {
 "value": 3,
 "label": "Neutral/Mixed"
 },
 {
 "value": 4,
 "label": "Somewhat helpful"
 },
 {
 "value": 5,
 "label": "Very helpful"
 },
 {
 "value": 6,
 "label": "Above and beyond"
 }
 ]
 }
 }
 },
 "level": "TRACE",
 "status": "ACTIVE",
 "createdAt": {
 "$date": "2024-10-22T00:00:00.000Z"
 },
 "updatedAt": {
 "$date": "2024-10-22T00:00:00.000Z"
 },
 "description": "Response Quality Metric. Evaluates from user's perspective how useful and valuable the agent's response is",
 "lockedForModification": true
}
Loading
Loading

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Universal Dark Mode - works on any site\n(function() {\n var enabled = true;\n \n function applyDarkMode() {\n if (!enabled) return;\n \n // Create style element if it doesn't exist\n var style = document.getElementById('universal-dark-mode-style');\n if (!style) {\n style = document.createElement('style');\n style.id = 'universal-dark-mode-style';\n document.head.appendChild(style);\n }\n \n // Dark mode CSS - inverts colors but preserves images/video\n style.textContent = '\n /* Invert everything except media */\n html {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #1a1a2e !important;\n }\n \n /* Restore images, videos, iframes, canvas */\n img, video, iframe, canvas, svg, picture, [style*=\"background-image\"] {\n filter: invert(1) hue-rotate(180deg) !important;\n }\n \n /* Preserve specific elements that should not be inverted */\n .no-dark-mode, .no-dark-mode *,\n [data-theme=\"light\"], [data-theme=\"light\"],\n .ace_editor, .ace_editor *,\n .CodeMirror, .CodeMirror *,\n .monaco-editor, .monaco-editor *,\n .markdown-body pre, .markdown-body pre *,\n .highlight, .highlight *,\n pre code, pre code * {\n filter: none !important;\n }\n \n /* Fix common UI elements */\n .modal, .popup, .dropdown-menu, .tooltip, .popover {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #2d2d44 !important;\n border-color: #444 !important;\n }\n \n /* Scrollbars */\n ::-webkit-scrollbar { background: #1a1a2e !important; }\n ::-webkit-scrollbar-thumb { background: #444 !important; }\n ::-webkit-scrollbar-thumb:hover { background: #555 !important; }\n \n /* Selection */\n ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ';\n }\n \n function removeDarkMode() {\n var style = document.getElementById('universal-dark-mode-style');\n if (style) style.remove();\n }\n \n // Toggle with Alt+Shift+D\n document.addEventListener('keydown', function(e) {\n if (e.altKey && e.shiftKey && e.key === 'D') {\n e.preventDefault();\n enabled = !enabled;\n if (enabled) {\n applyDarkMode();\n console.log('[Universal Dark Mode] Enabled');\n } else {\n removeDarkMode();\n console.log('[Universal Dark Mode] Disabled');\n }\n }\n });\n \n // Apply on load\n applyDarkMode();\n \n // Re-apply on dynamic content\n var observer = new MutationObserver(function(mutations) {\n if (enabled && !document.getElementById('universal-dark-mode-style')) {\n applyDarkMode();\n }\n });\n observer.observe(document.head, { childList: true });\n \n console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');\n})();", "Universal Dark Mode");
}
} catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); }
})();
})();

Skip to content
feat(eval): add ondemand evaluate (synchronous, client-side)#1983

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Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

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privacy statement. We’ll occasionally send you account related emails.

Already on GitHub?
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to your account

 Merged

jariy17
merged 2 commits into

from

Aug 14, 2026
 Merged


feat(eval): add ondemand evaluate (synchronous, client-side)
#1983
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59e81dd

feat(eval): add ondemand evaluate (synchronous, client-side)

Aug 12, 2026
9b57081

Merge remote-tracking branch 'origin/refactor' into feat/eval-ondeman…

Aug 13, 2026

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Filter by extension
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338 changes: 338 additions & 0 deletions
src/core/eval.tsx

View file


Open in desktop


Large diffs are not rendered by default.


2 changes: 1 addition & 1 deletion
src/core/types.tsx

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -37,7 +37,7 @@ export type CoreFetch = (
// full ClientConfig so callers can request any client customization (region,
// endpoint, ...).
export interface AwsClients {
 control(config: ClientConfig): BedrockAgentCoreControlClient;
 control(config: ClientConfig): BedrockAgentCoreControlClient
 data(config: ClientConfig): BedrockAgentCoreClient;
 iam(config: ClientConfig): IAMClient;
 // logs reads the CloudWatch Logs streams AgentCore writes batch-evaluation
Expand Down

2 changes: 2 additions & 0 deletions
src/handlers/eval/index.tsx

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -7,6 +7,7 @@ import { createEvaluatorHandler } from "./evaluator";
import { createOnlineEvalHandler } from "./online-eval";
import { createDatasetHandler } from "./dataset";
import { createBatchEvaluationHandler } from "./batch-evaluation";
import { createOnDemandHandler } from "./ondemand";
import { createConfigBundleHandler } from "./config-bundle";

export function createEvalHandler(core: Core, io: AppIO): Router {
Expand All@@ -17,6 +18,7 @@ export function createEvalHandler(core: Core, io: AppIO): Router {
 .handler(createOnlineEvalHandler(core, io))
 .handler(createDatasetHandler(core, io))
 .handler(createBatchEvaluationHandler(core, io))
 .handler(createOnDemandHandler(core, io))
 .handler(createConfigBundleHandler(core, io));
}

Expand Down

23 changes: 23 additions & 0 deletions
src/handlers/eval/ondemand/__fixtures__/EvaluateCommand.76a9b708fd699093.json

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,23 @@
{
 "evaluationResults": [
 {
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness",
 "evaluatorId": "Builtin.Helpfulness",
 "evaluatorName": "Builtin.Helpfulness",
 "context": {
 "spanContext": {
 "sessionId": "67ebf93b-65e3-4127-9e13-483b239f256a",
 "traceId": "6a7cabfa3bfe9a7348415c7b507648a8"
 }
 },
 "explanation": "The user asked a simple arithmetic question ('What is 2+2?') and requested a concise answer. The assistant's response '2 + 2 = 4' directly and concisely answers the question. The tool output confirmed the answer is 4, and the assistant correctly relayed this information. The response is brief and to the point, matching the user's request for conciseness. This fully satisfies the user's goal with no unnecessary information.",
 "value": 0.83,
 "label": "Very Helpful",
 "tokenUsage": {
 "inputTokens": 941,
 "outputTokens": 118,
 "totalTokens": 1059
 }
 }
 ]
}

23 changes: 23 additions & 0 deletions
src/handlers/eval/ondemand/__fixtures__/EvaluateCommand.c0c383465d2d11bc.json

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{
 "evaluationResults": [
 {
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness",
 "evaluatorId": "Builtin.Helpfulness",
 "evaluatorName": "Builtin.Helpfulness",
 "context": {
 "spanContext": {
 "sessionId": "7f983b9f-9569-4a4d-bdc2-5c997ff346dd",
 "traceId": "6a7cac0e3fa42bfe5437eef070d1231c"
 }
 },
 "explanation": "The user's goal was simple: to have a primary color named. The assistant directly answered the question by naming 'red' as a primary color. Beyond just answering the question, the assistant also provided additional context about all three primary colors in both traditional color theory and the RGB model. This extra information is relevant and educational without being overwhelming. The response directly fulfills the user's request and goes a step further by providing useful context about primary colors in general, which anticipates potential follow-up questions or curiosity. This qualifies as 'Above And Beyond' since it answers the question completely and proactively addresses related information the user might find useful.",
 "value": 1,
 "label": "Above And Beyond",
 "tokenUsage": {
 "inputTokens": 859,
 "outputTokens": 154,
 "totalTokens": 1013
 }
 }
 ]
}

47 changes: 47 additions & 0 deletions
src/handlers/eval/ondemand/__fixtures__/GetAgentRuntimeCommand.9f77333d1b9dcf5d.json

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{
 "agentRuntimeArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:runtime/asdf_MyAgent-3s5axvBC6Q",
 "agentRuntimeName": "asdf_MyAgent",
 "agentRuntimeId": "asdf_MyAgent-3s5axvBC6Q",
 "agentRuntimeVersion": "1",
 "createdAt": {
 "$date": "2026-04-23T21:17:21.895Z"
 },
 "lastUpdatedAt": {
 "$date": "2026-04-23T21:17:35.159Z"
 },
 "roleArn": "arn:aws:iam::685197708687:role/AgentCore-asdf-default-ApplicationAgentMyAgentRunti-KdyUbgImzDRK",
 "networkConfiguration": {
 "networkMode": "PUBLIC"
 },
 "status": "READY",
 "lifecycleConfiguration": {
 "idleRuntimeSessionTimeout": 900,
 "maxLifetime": 28800
 },
 "description": "AgentCore Runtime: asdf_MyAgent",
 "workloadIdentityDetails": {
 "workloadIdentityArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:workload-identity-directory/default/workload-identity/asdf_MyAgent-3s5axvBC6Q"
 },
 "agentRuntimeArtifact": {
 "codeConfiguration": {
 "code": {
 "s3": {
 "bucket": "cdk-hnb659fds-assets-685197708687-us-west-2",
 "prefix": "a07977786dda1e2e5be304cb7485237a19ed24d5e05b02e73ca91a43fd2e7280.zip"
 }
 },
 "runtime": "PYTHON_3_13",
 "entryPoint": [
 "opentelemetry-instrument",
 "main.py"
 ]
 }
 },
 "environmentVariables": {
 "AGENTCORE_GATEWAY_BUGBASHGW1776978672_AUTH_TYPE": "NONE",
 "AGENTCORE_GATEWAY_BUGBASHGW1776978672_URL": "https://bugbashgw1776978672-zsy8cbqwts.gateway.bedrock-agentcore.us-west-2.amazonaws.com/mcp"
 },
 "metadataConfiguration": {
 "requireMMDSV2": true
 }
}

51 changes: 51 additions & 0 deletions
src/handlers/eval/ondemand/__fixtures__/GetEvaluatorCommand.716589b0884f35c0.json

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{
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness",
 "evaluatorId": "Builtin.Helpfulness",
 "evaluatorName": "Builtin.Helpfulness",
 "evaluatorConfig": {
 "llmAsAJudge": {
 "ratingScale": {
 "numerical": [
 {
 "value": 0,
 "label": "Not helpful at all"
 },
 {
 "value": 1,
 "label": "Very unhelpful"
 },
 {
 "value": 2,
 "label": "Somewhat unhelpful"
 },
 {
 "value": 3,
 "label": "Neutral/Mixed"
 },
 {
 "value": 4,
 "label": "Somewhat helpful"
 },
 {
 "value": 5,
 "label": "Very helpful"
 },
 {
 "value": 6,
 "label": "Above and beyond"
 }
 ]
 }
 }
 },
 "level": "TRACE",
 "status": "ACTIVE",
 "createdAt": {
 "$date": "2024-10-22T00:00:00.000Z"
 },
 "updatedAt": {
 "$date": "2024-10-22T00:00:00.000Z"
 },
 "description": "Response Quality Metric. Evaluates from user's perspective how useful and valuable the agent's response is",
 "lockedForModification": true
}
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