feat: support imperative eval recommendation command#2111

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Merged
jariy17 merged 3 commits into from
Aug 27, 2026
Merged

feat: support imperative eval recommendation command #2111

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40d9d04
feat: support imperative eval recommendation command
nborges-aws Aug 26, 2026
f5dcf4e
chore: leverage shared utils + delete stale tests
nborges-aws Aug 27, 2026
2783292
fix: create recommendation input interface + update required flag han…
nborges-aws Aug 27, 2026
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43 changes: 43 additions & 0 deletions src/core/eval.tsx
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Original file line numberDiff line numberDiff line change
Expand Up@@ -58,14 +58,19 @@ import {
type UpdateOnlineEvaluationConfigResponse,
} from "@aws-sdk/client-bedrock-agentcore-control";
import {
DeleteRecommendationCommand,
EvaluateCommand,
GetABTestCommand,
ListABTestsCommand,
UpdateABTestCommand,
DeleteABTestCommand,
GetBatchEvaluationCommand,
GetRecommendationCommand,
ListBatchEvaluationsCommand,
ListRecommendationsCommand,
StartBatchEvaluationCommand,
StartRecommendationCommand,
type DeleteRecommendationResponse,
type EvaluationReferenceInput,
type EvaluationResultContent,
type EvaluationTarget,
Expand All@@ -75,8 +80,12 @@ import {
type ABTestExecutionStatus,
type UpdateABTestResponse,
type DeleteABTestResponse,
type GetRecommendationResponse,
type ListBatchEvaluationsResponse,
type ListRecommendationsResponse,
type RecommendationStatus,
type StartBatchEvaluationResponse,
type StartRecommendationResponse,
type DataSourceConfig as DataPlaneDataSourceConfig,
type CloudWatchFilterConfig,
} from "@aws-sdk/client-bedrock-agentcore";
Expand DownExpand Up@@ -133,6 +142,7 @@ import type {
SpanRecord,
StartBatchInsightsInput,
StartBatchEvaluationInput,
StartRecommendationInput,
UpdateConfigurationBundleInput,
UpdateOnlineEvalInput,
} from "../handlers/eval/types";
Expand DownExpand Up@@ -342,6 +352,39 @@ export class EvalClient implements CoreEvalClient {
.send(new DeleteEvaluatorCommand({ evaluatorId: id }));
}

async startRecommendation(
input: StartRecommendationInput,
options: CoreOptions,
): Promise<StartRecommendationResponse> {
return this.clients.data(toClientConfig(options)).send(new StartRecommendationCommand(input));
}

async getRecommendation(id: string, options: CoreOptions): Promise<GetRecommendationResponse> {
return this.clients
.data(toClientConfig(options))
.send(new GetRecommendationCommand({ recommendationId: id }));
}

async listRecommendations(
nextToken: string | undefined,
maxResults: number | undefined,
statusFilter: RecommendationStatus | undefined,
options: CoreOptions,
): Promise<ListRecommendationsResponse> {
return this.clients
.data(toClientConfig(options))
.send(new ListRecommendationsCommand({ nextToken, maxResults, statusFilter }));
}

async deleteRecommendation(
id: string,
options: CoreOptions,
): Promise<DeleteRecommendationResponse> {
return this.clients
.data(toClientConfig(options))
.send(new DeleteRecommendationCommand({ recommendationId: id }));
}

// getBatchEvaluation returns the service-side job (status + evaluator summaries
// + CloudWatch output config) and, by default, the per-session results read from
// the job's CloudWatch stream once it is terminal. Batch evaluation lives on the
Expand Down
4 changes: 3 additions & 1 deletion src/handlers/eval/index.tsx
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Original file line numberDiff line numberDiff line change
Expand Up@@ -12,6 +12,7 @@ import { createBatchInsightsHandler } from "./batch-insights";
import { createOnDemandHandler } from "./ondemand";
import { createConfigBundleHandler } from "./config-bundle";
import { createAbTestHandler } from "./ab-test";
import { createRecommendationHandler } from "./recommendation";

export function createEvalHandler(core: Core, io: AppIO): Router {
return new Router("eval", "evaluate and optimize AgentCore agents")
Expand All@@ -25,7 +26,8 @@ export function createEvalHandler(core: Core, io: AppIO): Router {
.handler(createBatchInsightsHandler(core, io))
.handler(createOnDemandHandler(core, io))
.handler(createConfigBundleHandler(core, io))
.handler(createAbTestHandler(core, io));
.handler(createAbTestHandler(core, io))
.handler(createRecommendationHandler(core, io));
}

export { EvalScreen } from "./screen.tsx";
4 changes: 4 additions & 0 deletions ...ndlers/eval/recommendation/__fixtures__/DeleteRecommendationCommand.117a4cc7f54d3397.json
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@@ -0,0 +1,4 @@
{
"recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
"status": "DELETING"
}
87 changes: 87 additions & 0 deletions src/handlers/eval/recommendation/__fixtures__/GetRecommendationCommand.117a4cc7f54d3397.json
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@@ -0,0 +1,87 @@
{
"recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
"recommendationArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:recommendation/agentcore_cli_recommendation_fixture-34E234DD5E",
"name": "agentcore_cli_recommendation_fixture",
"type": "SYSTEM_PROMPT_RECOMMENDATION",
"recommendationConfig": {
"systemPromptRecommendationConfig": {
"systemPrompt": {
"text": "You are a concise support assistant. Answer the user's question directly."
},
"agentTraces": {
"sessionSpans": [
{
"traceId": "0123456789abcdef0123456789abcdef",
"endTimeUnixNano": 1750000001000000000,
"resource": {
"attributes": {
"service.name": "agentcore-cli-fixture",
"aws.service.type": "gen_ai_agent"
}
},
"kind": "INTERNAL",
"flags": 256,
"durationNano": 1000000000,
"startTimeUnixNano": 1750000000000000000,
"body": {
"output": {
"messages": [
{
"content": [
{
"text": "Two plus two is four."
}
],
"role": "assistant"
}
]
},
"input": {
"messages": [
{
"content": [
{
"text": "What is two plus two?"
}
],
"role": "user"
}
]
}
},
"spanId": "0123456789abcdef",
"scope": {
"name": "agentcore-cli-fixture"
},
"name": "invoke_agent AgentCore CLI fixture",
"attributes": {
"gen_ai.agent.name": "AgentCore CLI fixture",
"aws.genai.span_kind": "AGENT",
"gen_ai.operation.name": "invoke_agent",
"session.id": "00000000-0000-4000-8000-000000000001",
"gen_ai.system": "strands-agents"
},
"status": {
"code": "OK"
}
}
]
},
"evaluationConfig": {
"evaluators": [
{
"evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness"
}
]
}
}
},
"status": "IN_PROGRESS",
"createdAt": {
"$date": "2026-08-26T14:53:00.323Z"
},
"updatedAt": {
"$date": "2026-08-26T14:53:00.933Z"
},
"description": "Golden recommendation fixture"
}
3 changes: 3 additions & 0 deletions ...andlers/eval/recommendation/__fixtures__/ListRecommendationsCommand.ec1869545cd08c49.json
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@@ -0,0 +1,3 @@
{
"recommendationSummaries": []
}
87 changes: 87 additions & 0 deletions ...andlers/eval/recommendation/__fixtures__/StartRecommendationCommand.d33be02c79c64275.json
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@@ -0,0 +1,87 @@
{
"recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
"recommendationArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:recommendation/agentcore_cli_recommendation_fixture-34E234DD5E",
"name": "agentcore_cli_recommendation_fixture",
"type": "SYSTEM_PROMPT_RECOMMENDATION",
"recommendationConfig": {
"systemPromptRecommendationConfig": {
"systemPrompt": {
"text": "You are a concise support assistant. Answer the user's question directly."
},
"agentTraces": {
"sessionSpans": [
{
"traceId": "0123456789abcdef0123456789abcdef",
"endTimeUnixNano": 1750000001000000000,
"resource": {
"attributes": {
"service.name": "agentcore-cli-fixture",
"aws.service.type": "gen_ai_agent"
}
},
"kind": "INTERNAL",
"flags": 256,
"durationNano": 1000000000,
"startTimeUnixNano": 1750000000000000000,
"body": {
"output": {
"messages": [
{
"content": [
{
"text": "Two plus two is four."
}
],
"role": "assistant"
}
]
},
"input": {
"messages": [
{
"content": [
{
"text": "What is two plus two?"
}
],
"role": "user"
}
]
}
},
"spanId": "0123456789abcdef",
"scope": {
"name": "agentcore-cli-fixture"
},
"name": "invoke_agent AgentCore CLI fixture",
"attributes": {
"gen_ai.agent.name": "AgentCore CLI fixture",
"aws.genai.span_kind": "AGENT",
"gen_ai.operation.name": "invoke_agent",
"session.id": "00000000-0000-4000-8000-000000000001",
"gen_ai.system": "strands-agents"
},
"status": {
"code": "OK"
}
}
]
},
"evaluationConfig": {
"evaluators": [
{
"evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness"
}
]
}
}
},
"status": "PENDING",
"createdAt": {
"$date": "2026-08-26T14:53:00.323Z"
},
"updatedAt": {
"$date": "2026-08-26T14:53:00.323Z"
},
"description": "Golden recommendation fixture"
}
4 changes: 4 additions & 0 deletions src/handlers/eval/recommendation/__fixtures__/delete.golden.json
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@@ -0,0 +1,4 @@
{
"recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
"status": "DELETING"
}
83 changes: 83 additions & 0 deletions src/handlers/eval/recommendation/__fixtures__/get.golden.json
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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,83 @@
{
"recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
"recommendationArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:recommendation/agentcore_cli_recommendation_fixture-34E234DD5E",
"name": "agentcore_cli_recommendation_fixture",
"type": "SYSTEM_PROMPT_RECOMMENDATION",
"recommendationConfig": {
"systemPromptRecommendationConfig": {
"systemPrompt": {
"text": "You are a concise support assistant. Answer the user's question directly."
},
"agentTraces": {
"sessionSpans": [
{
"traceId": "0123456789abcdef0123456789abcdef",
"endTimeUnixNano": 1750000001000000000,
"resource": {
"attributes": {
"service.name": "agentcore-cli-fixture",
"aws.service.type": "gen_ai_agent"
}
},
"kind": "INTERNAL",
"flags": 256,
"durationNano": 1000000000,
"startTimeUnixNano": 1750000000000000000,
"body": {
"output": {
"messages": [
{
"content": [
{
"text": "Two plus two is four."
}
],
"role": "assistant"
}
]
},
"input": {
"messages": [
{
"content": [
{
"text": "What is two plus two?"
}
],
"role": "user"
}
]
}
},
"spanId": "0123456789abcdef",
"scope": {
"name": "agentcore-cli-fixture"
},
"name": "invoke_agent AgentCore CLI fixture",
"attributes": {
"gen_ai.agent.name": "AgentCore CLI fixture",
"aws.genai.span_kind": "AGENT",
"gen_ai.operation.name": "invoke_agent",
"session.id": "00000000-0000-4000-8000-000000000001",
"gen_ai.system": "strands-agents"
},
"status": {
"code": "OK"
}
}
]
},
"evaluationConfig": {
"evaluators": [
{
"evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness"
}
]
}
}
},
"status": "IN_PROGRESS",
"createdAt": "2026-08-26T14:53:00.323Z",
"updatedAt": "2026-08-26T14:53:00.933Z",
"description": "Golden recommendation fixture"
}
3 changes: 3 additions & 0 deletions src/handlers/eval/recommendation/__fixtures__/list.golden.json
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@@ -0,0 +1,3 @@
{
"recommendationSummaries": []
}
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" + '

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feat: support imperative eval recommendation command#2111

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 Merged

jariy17
merged 3 commits into

from

Aug 27, 2026
 Merged


feat: support imperative eval recommendation command
#2111
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40d9d04

feat: support imperative eval recommendation command


nborges-aws Aug 26, 2026
f5dcf4e

chore: leverage shared utils + delete stale tests


nborges-aws Aug 27, 2026
2783292

fix: create recommendation input interface + update required flag han…


nborges-aws Aug 27, 2026

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43 changes: 43 additions & 0 deletions
src/core/eval.tsx

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -58,14 +58,19 @@ import {
 type UpdateOnlineEvaluationConfigResponse,
} from "@aws-sdk/client-bedrock-agentcore-control";
import {
 DeleteRecommendationCommand,
 EvaluateCommand,
 GetABTestCommand,
 ListABTestsCommand,
 UpdateABTestCommand,
 DeleteABTestCommand,
 GetBatchEvaluationCommand,
 GetRecommendationCommand,
 ListBatchEvaluationsCommand,
 ListRecommendationsCommand,
 StartBatchEvaluationCommand,
 StartRecommendationCommand,
 type DeleteRecommendationResponse,
 type EvaluationReferenceInput,
 type EvaluationResultContent,
 type EvaluationTarget,
Expand All@@ -75,8 +80,12 @@ import {
 type ABTestExecutionStatus,
 type UpdateABTestResponse,
 type DeleteABTestResponse,
 type GetRecommendationResponse,
 type ListBatchEvaluationsResponse,
 type ListRecommendationsResponse,
 type RecommendationStatus,
 type StartBatchEvaluationResponse,
 type StartRecommendationResponse,
 type DataSourceConfig as DataPlaneDataSourceConfig,
 type CloudWatchFilterConfig,
} from "@aws-sdk/client-bedrock-agentcore";
Expand DownExpand Up@@ -133,6 +142,7 @@ import type {
 SpanRecord,
 StartBatchInsightsInput,
 StartBatchEvaluationInput,
 StartRecommendationInput,
 UpdateConfigurationBundleInput,
 UpdateOnlineEvalInput,
} from "../handlers/eval/types";
Expand DownExpand Up@@ -342,6 +352,39 @@ export class EvalClient implements CoreEvalClient {
 .send(new DeleteEvaluatorCommand({ evaluatorId: id }));
 }

 async startRecommendation(
 input: StartRecommendationInput,
 options: CoreOptions,
 ): Promise<StartRecommendationResponse> {
 return this.clients.data(toClientConfig(options)).send(new StartRecommendationCommand(input));
 }

 async getRecommendation(id: string, options: CoreOptions): Promise<GetRecommendationResponse> {
 return this.clients
 .data(toClientConfig(options))
 .send(new GetRecommendationCommand({ recommendationId: id }));
 }

 async listRecommendations(
 nextToken: string | undefined,
 maxResults: number | undefined,
 statusFilter: RecommendationStatus | undefined,
 options: CoreOptions,
 ): Promise<ListRecommendationsResponse> {
 return this.clients
 .data(toClientConfig(options))
 .send(new ListRecommendationsCommand({ nextToken, maxResults, statusFilter }));
 }

 async deleteRecommendation(
 id: string,
 options: CoreOptions,
 ): Promise<DeleteRecommendationResponse> {
 return this.clients
 .data(toClientConfig(options))
 .send(new DeleteRecommendationCommand({ recommendationId: id }));
 }

 // getBatchEvaluation returns the service-side job (status + evaluator summaries
 // + CloudWatch output config) and, by default, the per-session results read from
 // the job's CloudWatch stream once it is terminal. Batch evaluation lives on the
Expand Down

4 changes: 3 additions & 1 deletion
src/handlers/eval/index.tsx

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Original file line numberDiff line numberDiff line change
Expand Up@@ -12,6 +12,7 @@ import { createBatchInsightsHandler } from "./batch-insights";
import { createOnDemandHandler } from "./ondemand";
import { createConfigBundleHandler } from "./config-bundle";
import { createAbTestHandler } from "./ab-test";
import { createRecommendationHandler } from "./recommendation";

export function createEvalHandler(core: Core, io: AppIO): Router {
 return new Router("eval", "evaluate and optimize AgentCore agents")
Expand All@@ -25,7 +26,8 @@ export function createEvalHandler(core: Core, io: AppIO): Router {
 .handler(createBatchInsightsHandler(core, io))
 .handler(createOnDemandHandler(core, io))
 .handler(createConfigBundleHandler(core, io))
 .handler(createAbTestHandler(core, io));
 .handler(createAbTestHandler(core, io))
 .handler(createRecommendationHandler(core, io));
}

export { EvalScreen } from "./screen.tsx";

4 changes: 4 additions & 0 deletions
...ndlers/eval/recommendation/__fixtures__/DeleteRecommendationCommand.117a4cc7f54d3397.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,4 @@
{
 "recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
 "status": "DELETING"
}

87 changes: 87 additions & 0 deletions
src/handlers/eval/recommendation/__fixtures__/GetRecommendationCommand.117a4cc7f54d3397.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,87 @@
{
 "recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
 "recommendationArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:recommendation/agentcore_cli_recommendation_fixture-34E234DD5E",
 "name": "agentcore_cli_recommendation_fixture",
 "type": "SYSTEM_PROMPT_RECOMMENDATION",
 "recommendationConfig": {
 "systemPromptRecommendationConfig": {
 "systemPrompt": {
 "text": "You are a concise support assistant. Answer the user's question directly."
 },
 "agentTraces": {
 "sessionSpans": [
 {
 "traceId": "0123456789abcdef0123456789abcdef",
 "endTimeUnixNano": 1750000001000000000,
 "resource": {
 "attributes": {
 "service.name": "agentcore-cli-fixture",
 "aws.service.type": "gen_ai_agent"
 }
 },
 "kind": "INTERNAL",
 "flags": 256,
 "durationNano": 1000000000,
 "startTimeUnixNano": 1750000000000000000,
 "body": {
 "output": {
 "messages": [
 {
 "content": [
 {
 "text": "Two plus two is four."
 }
 ],
 "role": "assistant"
 }
 ]
 },
 "input": {
 "messages": [
 {
 "content": [
 {
 "text": "What is two plus two?"
 }
 ],
 "role": "user"
 }
 ]
 }
 },
 "spanId": "0123456789abcdef",
 "scope": {
 "name": "agentcore-cli-fixture"
 },
 "name": "invoke_agent AgentCore CLI fixture",
 "attributes": {
 "gen_ai.agent.name": "AgentCore CLI fixture",
 "aws.genai.span_kind": "AGENT",
 "gen_ai.operation.name": "invoke_agent",
 "session.id": "00000000-0000-4000-8000-000000000001",
 "gen_ai.system": "strands-agents"
 },
 "status": {
 "code": "OK"
 }
 }
 ]
 },
 "evaluationConfig": {
 "evaluators": [
 {
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness"
 }
 ]
 }
 }
 },
 "status": "IN_PROGRESS",
 "createdAt": {
 "$date": "2026-08-26T14:53:00.323Z"
 },
 "updatedAt": {
 "$date": "2026-08-26T14:53:00.933Z"
 },
 "description": "Golden recommendation fixture"
}

3 changes: 3 additions & 0 deletions
...andlers/eval/recommendation/__fixtures__/ListRecommendationsCommand.ec1869545cd08c49.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,3 @@
{
 "recommendationSummaries": []
}

87 changes: 87 additions & 0 deletions
...andlers/eval/recommendation/__fixtures__/StartRecommendationCommand.d33be02c79c64275.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,87 @@
{
 "recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
 "recommendationArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:recommendation/agentcore_cli_recommendation_fixture-34E234DD5E",
 "name": "agentcore_cli_recommendation_fixture",
 "type": "SYSTEM_PROMPT_RECOMMENDATION",
 "recommendationConfig": {
 "systemPromptRecommendationConfig": {
 "systemPrompt": {
 "text": "You are a concise support assistant. Answer the user's question directly."
 },
 "agentTraces": {
 "sessionSpans": [
 {
 "traceId": "0123456789abcdef0123456789abcdef",
 "endTimeUnixNano": 1750000001000000000,
 "resource": {
 "attributes": {
 "service.name": "agentcore-cli-fixture",
 "aws.service.type": "gen_ai_agent"
 }
 },
 "kind": "INTERNAL",
 "flags": 256,
 "durationNano": 1000000000,
 "startTimeUnixNano": 1750000000000000000,
 "body": {
 "output": {
 "messages": [
 {
 "content": [
 {
 "text": "Two plus two is four."
 }
 ],
 "role": "assistant"
 }
 ]
 },
 "input": {
 "messages": [
 {
 "content": [
 {
 "text": "What is two plus two?"
 }
 ],
 "role": "user"
 }
 ]
 }
 },
 "spanId": "0123456789abcdef",
 "scope": {
 "name": "agentcore-cli-fixture"
 },
 "name": "invoke_agent AgentCore CLI fixture",
 "attributes": {
 "gen_ai.agent.name": "AgentCore CLI fixture",
 "aws.genai.span_kind": "AGENT",
 "gen_ai.operation.name": "invoke_agent",
 "session.id": "00000000-0000-4000-8000-000000000001",
 "gen_ai.system": "strands-agents"
 },
 "status": {
 "code": "OK"
 }
 }
 ]
 },
 "evaluationConfig": {
 "evaluators": [
 {
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness"
 }
 ]
 }
 }
 },
 "status": "PENDING",
 "createdAt": {
 "$date": "2026-08-26T14:53:00.323Z"
 },
 "updatedAt": {
 "$date": "2026-08-26T14:53:00.323Z"
 },
 "description": "Golden recommendation fixture"
}

4 changes: 4 additions & 0 deletions
src/handlers/eval/recommendation/__fixtures__/delete.golden.json

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@@ -0,0 +1,4 @@
{
 "recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
 "status": "DELETING"
}

83 changes: 83 additions & 0 deletions
src/handlers/eval/recommendation/__fixtures__/get.golden.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,83 @@
{
 "recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
 "recommendationArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:recommendation/agentcore_cli_recommendation_fixture-34E234DD5E",
 "name": "agentcore_cli_recommendation_fixture",
 "type": "SYSTEM_PROMPT_RECOMMENDATION",
 "recommendationConfig": {
 "systemPromptRecommendationConfig": {
 "systemPrompt": {
 "text": "You are a concise support assistant. Answer the user's question directly."
 },
 "agentTraces": {
 "sessionSpans": [
 {
 "traceId": "0123456789abcdef0123456789abcdef",
 "endTimeUnixNano": 1750000001000000000,
 "resource": {
 "attributes": {
 "service.name": "agentcore-cli-fixture",
 "aws.service.type": "gen_ai_agent"
 }
 },
 "kind": "INTERNAL",
 "flags": 256,
 "durationNano": 1000000000,
 "startTimeUnixNano": 1750000000000000000,
 "body": {
 "output": {
 "messages": [
 {
 "content": [
 {
 "text": "Two plus two is four."
 }
 ],
 "role": "assistant"
 }
 ]
 },
 "input": {
 "messages": [
 {
 "content": [
 {
 "text": "What is two plus two?"
 }
 ],
 "role": "user"
 }
 ]
 }
 },
 "spanId": "0123456789abcdef",
 "scope": {
 "name": "agentcore-cli-fixture"
 },
 "name": "invoke_agent AgentCore CLI fixture",
 "attributes": {
 "gen_ai.agent.name": "AgentCore CLI fixture",
 "aws.genai.span_kind": "AGENT",
 "gen_ai.operation.name": "invoke_agent",
 "session.id": "00000000-0000-4000-8000-000000000001",
 "gen_ai.system": "strands-agents"
 },
 "status": {
 "code": "OK"
 }
 }
 ]
 },
 "evaluationConfig": {
 "evaluators": [
 {
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness"
 }
 ]
 }
 }
 },
 "status": "IN_PROGRESS",
 "createdAt": "2026-08-26T14:53:00.323Z",
 "updatedAt": "2026-08-26T14:53:00.933Z",
 "description": "Golden recommendation fixture"
}

3 changes: 3 additions & 0 deletions
src/handlers/eval/recommendation/__fixtures__/list.golden.json

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Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,3 @@
{
 "recommendationSummaries": []
}
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: support imperative eval recommendation command#2111

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 Merged

jariy17
merged 3 commits into

from

Aug 27, 2026
 Merged


feat: support imperative eval recommendation command
#2111
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40d9d04

feat: support imperative eval recommendation command


nborges-aws Aug 26, 2026
f5dcf4e

chore: leverage shared utils + delete stale tests


nborges-aws Aug 27, 2026
2783292

fix: create recommendation input interface + update required flag han…


nborges-aws Aug 27, 2026

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43 changes: 43 additions & 0 deletions
src/core/eval.tsx

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Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -58,14 +58,19 @@ import {
 type UpdateOnlineEvaluationConfigResponse,
} from "@aws-sdk/client-bedrock-agentcore-control";
import {
 DeleteRecommendationCommand,
 EvaluateCommand,
 GetABTestCommand,
 ListABTestsCommand,
 UpdateABTestCommand,
 DeleteABTestCommand,
 GetBatchEvaluationCommand,
 GetRecommendationCommand,
 ListBatchEvaluationsCommand,
 ListRecommendationsCommand,
 StartBatchEvaluationCommand,
 StartRecommendationCommand,
 type DeleteRecommendationResponse,
 type EvaluationReferenceInput,
 type EvaluationResultContent,
 type EvaluationTarget,
Expand All@@ -75,8 +80,12 @@ import {
 type ABTestExecutionStatus,
 type UpdateABTestResponse,
 type DeleteABTestResponse,
 type GetRecommendationResponse,
 type ListBatchEvaluationsResponse,
 type ListRecommendationsResponse,
 type RecommendationStatus,
 type StartBatchEvaluationResponse,
 type StartRecommendationResponse,
 type DataSourceConfig as DataPlaneDataSourceConfig,
 type CloudWatchFilterConfig,
} from "@aws-sdk/client-bedrock-agentcore";
Expand DownExpand Up@@ -133,6 +142,7 @@ import type {
 SpanRecord,
 StartBatchInsightsInput,
 StartBatchEvaluationInput,
 StartRecommendationInput,
 UpdateConfigurationBundleInput,
 UpdateOnlineEvalInput,
} from "../handlers/eval/types";
Expand DownExpand Up@@ -342,6 +352,39 @@ export class EvalClient implements CoreEvalClient {
 .send(new DeleteEvaluatorCommand({ evaluatorId: id }));
 }

 async startRecommendation(
 input: StartRecommendationInput,
 options: CoreOptions,
 ): Promise<StartRecommendationResponse> {
 return this.clients.data(toClientConfig(options)).send(new StartRecommendationCommand(input));
 }

 async getRecommendation(id: string, options: CoreOptions): Promise<GetRecommendationResponse> {
 return this.clients
 .data(toClientConfig(options))
 .send(new GetRecommendationCommand({ recommendationId: id }));
 }

 async listRecommendations(
 nextToken: string | undefined,
 maxResults: number | undefined,
 statusFilter: RecommendationStatus | undefined,
 options: CoreOptions,
 ): Promise<ListRecommendationsResponse> {
 return this.clients
 .data(toClientConfig(options))
 .send(new ListRecommendationsCommand({ nextToken, maxResults, statusFilter }));
 }

 async deleteRecommendation(
 id: string,
 options: CoreOptions,
 ): Promise<DeleteRecommendationResponse> {
 return this.clients
 .data(toClientConfig(options))
 .send(new DeleteRecommendationCommand({ recommendationId: id }));
 }

 // getBatchEvaluation returns the service-side job (status + evaluator summaries
 // + CloudWatch output config) and, by default, the per-session results read from
 // the job's CloudWatch stream once it is terminal. Batch evaluation lives on the
Expand Down

4 changes: 3 additions & 1 deletion
src/handlers/eval/index.tsx

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Original file line numberDiff line numberDiff line change
Expand Up@@ -12,6 +12,7 @@ import { createBatchInsightsHandler } from "./batch-insights";
import { createOnDemandHandler } from "./ondemand";
import { createConfigBundleHandler } from "./config-bundle";
import { createAbTestHandler } from "./ab-test";
import { createRecommendationHandler } from "./recommendation";

export function createEvalHandler(core: Core, io: AppIO): Router {
 return new Router("eval", "evaluate and optimize AgentCore agents")
Expand All@@ -25,7 +26,8 @@ export function createEvalHandler(core: Core, io: AppIO): Router {
 .handler(createBatchInsightsHandler(core, io))
 .handler(createOnDemandHandler(core, io))
 .handler(createConfigBundleHandler(core, io))
 .handler(createAbTestHandler(core, io));
 .handler(createAbTestHandler(core, io))
 .handler(createRecommendationHandler(core, io));
}

export { EvalScreen } from "./screen.tsx";

4 changes: 4 additions & 0 deletions
...ndlers/eval/recommendation/__fixtures__/DeleteRecommendationCommand.117a4cc7f54d3397.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,4 @@
{
 "recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
 "status": "DELETING"
}

87 changes: 87 additions & 0 deletions
src/handlers/eval/recommendation/__fixtures__/GetRecommendationCommand.117a4cc7f54d3397.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,87 @@
{
 "recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
 "recommendationArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:recommendation/agentcore_cli_recommendation_fixture-34E234DD5E",
 "name": "agentcore_cli_recommendation_fixture",
 "type": "SYSTEM_PROMPT_RECOMMENDATION",
 "recommendationConfig": {
 "systemPromptRecommendationConfig": {
 "systemPrompt": {
 "text": "You are a concise support assistant. Answer the user's question directly."
 },
 "agentTraces": {
 "sessionSpans": [
 {
 "traceId": "0123456789abcdef0123456789abcdef",
 "endTimeUnixNano": 1750000001000000000,
 "resource": {
 "attributes": {
 "service.name": "agentcore-cli-fixture",
 "aws.service.type": "gen_ai_agent"
 }
 },
 "kind": "INTERNAL",
 "flags": 256,
 "durationNano": 1000000000,
 "startTimeUnixNano": 1750000000000000000,
 "body": {
 "output": {
 "messages": [
 {
 "content": [
 {
 "text": "Two plus two is four."
 }
 ],
 "role": "assistant"
 }
 ]
 },
 "input": {
 "messages": [
 {
 "content": [
 {
 "text": "What is two plus two?"
 }
 ],
 "role": "user"
 }
 ]
 }
 },
 "spanId": "0123456789abcdef",
 "scope": {
 "name": "agentcore-cli-fixture"
 },
 "name": "invoke_agent AgentCore CLI fixture",
 "attributes": {
 "gen_ai.agent.name": "AgentCore CLI fixture",
 "aws.genai.span_kind": "AGENT",
 "gen_ai.operation.name": "invoke_agent",
 "session.id": "00000000-0000-4000-8000-000000000001",
 "gen_ai.system": "strands-agents"
 },
 "status": {
 "code": "OK"
 }
 }
 ]
 },
 "evaluationConfig": {
 "evaluators": [
 {
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness"
 }
 ]
 }
 }
 },
 "status": "IN_PROGRESS",
 "createdAt": {
 "$date": "2026-08-26T14:53:00.323Z"
 },
 "updatedAt": {
 "$date": "2026-08-26T14:53:00.933Z"
 },
 "description": "Golden recommendation fixture"
}

3 changes: 3 additions & 0 deletions
...andlers/eval/recommendation/__fixtures__/ListRecommendationsCommand.ec1869545cd08c49.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,3 @@
{
 "recommendationSummaries": []
}

87 changes: 87 additions & 0 deletions
...andlers/eval/recommendation/__fixtures__/StartRecommendationCommand.d33be02c79c64275.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,87 @@
{
 "recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
 "recommendationArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:recommendation/agentcore_cli_recommendation_fixture-34E234DD5E",
 "name": "agentcore_cli_recommendation_fixture",
 "type": "SYSTEM_PROMPT_RECOMMENDATION",
 "recommendationConfig": {
 "systemPromptRecommendationConfig": {
 "systemPrompt": {
 "text": "You are a concise support assistant. Answer the user's question directly."
 },
 "agentTraces": {
 "sessionSpans": [
 {
 "traceId": "0123456789abcdef0123456789abcdef",
 "endTimeUnixNano": 1750000001000000000,
 "resource": {
 "attributes": {
 "service.name": "agentcore-cli-fixture",
 "aws.service.type": "gen_ai_agent"
 }
 },
 "kind": "INTERNAL",
 "flags": 256,
 "durationNano": 1000000000,
 "startTimeUnixNano": 1750000000000000000,
 "body": {
 "output": {
 "messages": [
 {
 "content": [
 {
 "text": "Two plus two is four."
 }
 ],
 "role": "assistant"
 }
 ]
 },
 "input": {
 "messages": [
 {
 "content": [
 {
 "text": "What is two plus two?"
 }
 ],
 "role": "user"
 }
 ]
 }
 },
 "spanId": "0123456789abcdef",
 "scope": {
 "name": "agentcore-cli-fixture"
 },
 "name": "invoke_agent AgentCore CLI fixture",
 "attributes": {
 "gen_ai.agent.name": "AgentCore CLI fixture",
 "aws.genai.span_kind": "AGENT",
 "gen_ai.operation.name": "invoke_agent",
 "session.id": "00000000-0000-4000-8000-000000000001",
 "gen_ai.system": "strands-agents"
 },
 "status": {
 "code": "OK"
 }
 }
 ]
 },
 "evaluationConfig": {
 "evaluators": [
 {
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness"
 }
 ]
 }
 }
 },
 "status": "PENDING",
 "createdAt": {
 "$date": "2026-08-26T14:53:00.323Z"
 },
 "updatedAt": {
 "$date": "2026-08-26T14:53:00.323Z"
 },
 "description": "Golden recommendation fixture"
}

4 changes: 4 additions & 0 deletions
src/handlers/eval/recommendation/__fixtures__/delete.golden.json

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Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,4 @@
{
 "recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
 "status": "DELETING"
}

83 changes: 83 additions & 0 deletions
src/handlers/eval/recommendation/__fixtures__/get.golden.json

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Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,83 @@
{
 "recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
 "recommendationArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:recommendation/agentcore_cli_recommendation_fixture-34E234DD5E",
 "name": "agentcore_cli_recommendation_fixture",
 "type": "SYSTEM_PROMPT_RECOMMENDATION",
 "recommendationConfig": {
 "systemPromptRecommendationConfig": {
 "systemPrompt": {
 "text": "You are a concise support assistant. Answer the user's question directly."
 },
 "agentTraces": {
 "sessionSpans": [
 {
 "traceId": "0123456789abcdef0123456789abcdef",
 "endTimeUnixNano": 1750000001000000000,
 "resource": {
 "attributes": {
 "service.name": "agentcore-cli-fixture",
 "aws.service.type": "gen_ai_agent"
 }
 },
 "kind": "INTERNAL",
 "flags": 256,
 "durationNano": 1000000000,
 "startTimeUnixNano": 1750000000000000000,
 "body": {
 "output": {
 "messages": [
 {
 "content": [
 {
 "text": "Two plus two is four."
 }
 ],
 "role": "assistant"
 }
 ]
 },
 "input": {
 "messages": [
 {
 "content": [
 {
 "text": "What is two plus two?"
 }
 ],
 "role": "user"
 }
 ]
 }
 },
 "spanId": "0123456789abcdef",
 "scope": {
 "name": "agentcore-cli-fixture"
 },
 "name": "invoke_agent AgentCore CLI fixture",
 "attributes": {
 "gen_ai.agent.name": "AgentCore CLI fixture",
 "aws.genai.span_kind": "AGENT",
 "gen_ai.operation.name": "invoke_agent",
 "session.id": "00000000-0000-4000-8000-000000000001",
 "gen_ai.system": "strands-agents"
 },
 "status": {
 "code": "OK"
 }
 }
 ]
 },
 "evaluationConfig": {
 "evaluators": [
 {
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness"
 }
 ]
 }
 }
 },
 "status": "IN_PROGRESS",
 "createdAt": "2026-08-26T14:53:00.323Z",
 "updatedAt": "2026-08-26T14:53:00.933Z",
 "description": "Golden recommendation fixture"
}

3 changes: 3 additions & 0 deletions
src/handlers/eval/recommendation/__fixtures__/list.golden.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,3 @@
{
 "recommendationSummaries": []
}
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('^' + ".*" + '

Skip to content
feat: support imperative eval recommendation command#2111

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 Merged

jariy17
merged 3 commits into

from

Aug 27, 2026
 Merged


feat: support imperative eval recommendation command
#2111
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40d9d04

feat: support imperative eval recommendation command


nborges-aws Aug 26, 2026
f5dcf4e

chore: leverage shared utils + delete stale tests


nborges-aws Aug 27, 2026
2783292

fix: create recommendation input interface + update required flag han…


nborges-aws Aug 27, 2026

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43 changes: 43 additions & 0 deletions
src/core/eval.tsx

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -58,14 +58,19 @@ import {
 type UpdateOnlineEvaluationConfigResponse,
} from "@aws-sdk/client-bedrock-agentcore-control";
import {
 DeleteRecommendationCommand,
 EvaluateCommand,
 GetABTestCommand,
 ListABTestsCommand,
 UpdateABTestCommand,
 DeleteABTestCommand,
 GetBatchEvaluationCommand,
 GetRecommendationCommand,
 ListBatchEvaluationsCommand,
 ListRecommendationsCommand,
 StartBatchEvaluationCommand,
 StartRecommendationCommand,
 type DeleteRecommendationResponse,
 type EvaluationReferenceInput,
 type EvaluationResultContent,
 type EvaluationTarget,
Expand All@@ -75,8 +80,12 @@ import {
 type ABTestExecutionStatus,
 type UpdateABTestResponse,
 type DeleteABTestResponse,
 type GetRecommendationResponse,
 type ListBatchEvaluationsResponse,
 type ListRecommendationsResponse,
 type RecommendationStatus,
 type StartBatchEvaluationResponse,
 type StartRecommendationResponse,
 type DataSourceConfig as DataPlaneDataSourceConfig,
 type CloudWatchFilterConfig,
} from "@aws-sdk/client-bedrock-agentcore";
Expand DownExpand Up@@ -133,6 +142,7 @@ import type {
 SpanRecord,
 StartBatchInsightsInput,
 StartBatchEvaluationInput,
 StartRecommendationInput,
 UpdateConfigurationBundleInput,
 UpdateOnlineEvalInput,
} from "../handlers/eval/types";
Expand DownExpand Up@@ -342,6 +352,39 @@ export class EvalClient implements CoreEvalClient {
 .send(new DeleteEvaluatorCommand({ evaluatorId: id }));
 }

 async startRecommendation(
 input: StartRecommendationInput,
 options: CoreOptions,
 ): Promise<StartRecommendationResponse> {
 return this.clients.data(toClientConfig(options)).send(new StartRecommendationCommand(input));
 }

 async getRecommendation(id: string, options: CoreOptions): Promise<GetRecommendationResponse> {
 return this.clients
 .data(toClientConfig(options))
 .send(new GetRecommendationCommand({ recommendationId: id }));
 }

 async listRecommendations(
 nextToken: string | undefined,
 maxResults: number | undefined,
 statusFilter: RecommendationStatus | undefined,
 options: CoreOptions,
 ): Promise<ListRecommendationsResponse> {
 return this.clients
 .data(toClientConfig(options))
 .send(new ListRecommendationsCommand({ nextToken, maxResults, statusFilter }));
 }

 async deleteRecommendation(
 id: string,
 options: CoreOptions,
 ): Promise<DeleteRecommendationResponse> {
 return this.clients
 .data(toClientConfig(options))
 .send(new DeleteRecommendationCommand({ recommendationId: id }));
 }

 // getBatchEvaluation returns the service-side job (status + evaluator summaries
 // + CloudWatch output config) and, by default, the per-session results read from
 // the job's CloudWatch stream once it is terminal. Batch evaluation lives on the
Expand Down

4 changes: 3 additions & 1 deletion
src/handlers/eval/index.tsx

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Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -12,6 +12,7 @@ import { createBatchInsightsHandler } from "./batch-insights";
import { createOnDemandHandler } from "./ondemand";
import { createConfigBundleHandler } from "./config-bundle";
import { createAbTestHandler } from "./ab-test";
import { createRecommendationHandler } from "./recommendation";

export function createEvalHandler(core: Core, io: AppIO): Router {
 return new Router("eval", "evaluate and optimize AgentCore agents")
Expand All@@ -25,7 +26,8 @@ export function createEvalHandler(core: Core, io: AppIO): Router {
 .handler(createBatchInsightsHandler(core, io))
 .handler(createOnDemandHandler(core, io))
 .handler(createConfigBundleHandler(core, io))
 .handler(createAbTestHandler(core, io));
 .handler(createAbTestHandler(core, io))
 .handler(createRecommendationHandler(core, io));
}

export { EvalScreen } from "./screen.tsx";

4 changes: 4 additions & 0 deletions
...ndlers/eval/recommendation/__fixtures__/DeleteRecommendationCommand.117a4cc7f54d3397.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,4 @@
{
 "recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
 "status": "DELETING"
}

87 changes: 87 additions & 0 deletions
src/handlers/eval/recommendation/__fixtures__/GetRecommendationCommand.117a4cc7f54d3397.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,87 @@
{
 "recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
 "recommendationArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:recommendation/agentcore_cli_recommendation_fixture-34E234DD5E",
 "name": "agentcore_cli_recommendation_fixture",
 "type": "SYSTEM_PROMPT_RECOMMENDATION",
 "recommendationConfig": {
 "systemPromptRecommendationConfig": {
 "systemPrompt": {
 "text": "You are a concise support assistant. Answer the user's question directly."
 },
 "agentTraces": {
 "sessionSpans": [
 {
 "traceId": "0123456789abcdef0123456789abcdef",
 "endTimeUnixNano": 1750000001000000000,
 "resource": {
 "attributes": {
 "service.name": "agentcore-cli-fixture",
 "aws.service.type": "gen_ai_agent"
 }
 },
 "kind": "INTERNAL",
 "flags": 256,
 "durationNano": 1000000000,
 "startTimeUnixNano": 1750000000000000000,
 "body": {
 "output": {
 "messages": [
 {
 "content": [
 {
 "text": "Two plus two is four."
 }
 ],
 "role": "assistant"
 }
 ]
 },
 "input": {
 "messages": [
 {
 "content": [
 {
 "text": "What is two plus two?"
 }
 ],
 "role": "user"
 }
 ]
 }
 },
 "spanId": "0123456789abcdef",
 "scope": {
 "name": "agentcore-cli-fixture"
 },
 "name": "invoke_agent AgentCore CLI fixture",
 "attributes": {
 "gen_ai.agent.name": "AgentCore CLI fixture",
 "aws.genai.span_kind": "AGENT",
 "gen_ai.operation.name": "invoke_agent",
 "session.id": "00000000-0000-4000-8000-000000000001",
 "gen_ai.system": "strands-agents"
 },
 "status": {
 "code": "OK"
 }
 }
 ]
 },
 "evaluationConfig": {
 "evaluators": [
 {
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness"
 }
 ]
 }
 }
 },
 "status": "IN_PROGRESS",
 "createdAt": {
 "$date": "2026-08-26T14:53:00.323Z"
 },
 "updatedAt": {
 "$date": "2026-08-26T14:53:00.933Z"
 },
 "description": "Golden recommendation fixture"
}

3 changes: 3 additions & 0 deletions
...andlers/eval/recommendation/__fixtures__/ListRecommendationsCommand.ec1869545cd08c49.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,3 @@
{
 "recommendationSummaries": []
}

87 changes: 87 additions & 0 deletions
...andlers/eval/recommendation/__fixtures__/StartRecommendationCommand.d33be02c79c64275.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,87 @@
{
 "recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
 "recommendationArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:recommendation/agentcore_cli_recommendation_fixture-34E234DD5E",
 "name": "agentcore_cli_recommendation_fixture",
 "type": "SYSTEM_PROMPT_RECOMMENDATION",
 "recommendationConfig": {
 "systemPromptRecommendationConfig": {
 "systemPrompt": {
 "text": "You are a concise support assistant. Answer the user's question directly."
 },
 "agentTraces": {
 "sessionSpans": [
 {
 "traceId": "0123456789abcdef0123456789abcdef",
 "endTimeUnixNano": 1750000001000000000,
 "resource": {
 "attributes": {
 "service.name": "agentcore-cli-fixture",
 "aws.service.type": "gen_ai_agent"
 }
 },
 "kind": "INTERNAL",
 "flags": 256,
 "durationNano": 1000000000,
 "startTimeUnixNano": 1750000000000000000,
 "body": {
 "output": {
 "messages": [
 {
 "content": [
 {
 "text": "Two plus two is four."
 }
 ],
 "role": "assistant"
 }
 ]
 },
 "input": {
 "messages": [
 {
 "content": [
 {
 "text": "What is two plus two?"
 }
 ],
 "role": "user"
 }
 ]
 }
 },
 "spanId": "0123456789abcdef",
 "scope": {
 "name": "agentcore-cli-fixture"
 },
 "name": "invoke_agent AgentCore CLI fixture",
 "attributes": {
 "gen_ai.agent.name": "AgentCore CLI fixture",
 "aws.genai.span_kind": "AGENT",
 "gen_ai.operation.name": "invoke_agent",
 "session.id": "00000000-0000-4000-8000-000000000001",
 "gen_ai.system": "strands-agents"
 },
 "status": {
 "code": "OK"
 }
 }
 ]
 },
 "evaluationConfig": {
 "evaluators": [
 {
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness"
 }
 ]
 }
 }
 },
 "status": "PENDING",
 "createdAt": {
 "$date": "2026-08-26T14:53:00.323Z"
 },
 "updatedAt": {
 "$date": "2026-08-26T14:53:00.323Z"
 },
 "description": "Golden recommendation fixture"
}

4 changes: 4 additions & 0 deletions
src/handlers/eval/recommendation/__fixtures__/delete.golden.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,4 @@
{
 "recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
 "status": "DELETING"
}

83 changes: 83 additions & 0 deletions
src/handlers/eval/recommendation/__fixtures__/get.golden.json

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Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,83 @@
{
 "recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
 "recommendationArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:recommendation/agentcore_cli_recommendation_fixture-34E234DD5E",
 "name": "agentcore_cli_recommendation_fixture",
 "type": "SYSTEM_PROMPT_RECOMMENDATION",
 "recommendationConfig": {
 "systemPromptRecommendationConfig": {
 "systemPrompt": {
 "text": "You are a concise support assistant. Answer the user's question directly."
 },
 "agentTraces": {
 "sessionSpans": [
 {
 "traceId": "0123456789abcdef0123456789abcdef",
 "endTimeUnixNano": 1750000001000000000,
 "resource": {
 "attributes": {
 "service.name": "agentcore-cli-fixture",
 "aws.service.type": "gen_ai_agent"
 }
 },
 "kind": "INTERNAL",
 "flags": 256,
 "durationNano": 1000000000,
 "startTimeUnixNano": 1750000000000000000,
 "body": {
 "output": {
 "messages": [
 {
 "content": [
 {
 "text": "Two plus two is four."
 }
 ],
 "role": "assistant"
 }
 ]
 },
 "input": {
 "messages": [
 {
 "content": [
 {
 "text": "What is two plus two?"
 }
 ],
 "role": "user"
 }
 ]
 }
 },
 "spanId": "0123456789abcdef",
 "scope": {
 "name": "agentcore-cli-fixture"
 },
 "name": "invoke_agent AgentCore CLI fixture",
 "attributes": {
 "gen_ai.agent.name": "AgentCore CLI fixture",
 "aws.genai.span_kind": "AGENT",
 "gen_ai.operation.name": "invoke_agent",
 "session.id": "00000000-0000-4000-8000-000000000001",
 "gen_ai.system": "strands-agents"
 },
 "status": {
 "code": "OK"
 }
 }
 ]
 },
 "evaluationConfig": {
 "evaluators": [
 {
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness"
 }
 ]
 }
 }
 },
 "status": "IN_PROGRESS",
 "createdAt": "2026-08-26T14:53:00.323Z",
 "updatedAt": "2026-08-26T14:53:00.933Z",
 "description": "Golden recommendation fixture"
}

3 changes: 3 additions & 0 deletions
src/handlers/eval/recommendation/__fixtures__/list.golden.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,3 @@
{
 "recommendationSummaries": []
}
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" + '

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feat: support imperative eval recommendation command#2111

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 Merged

jariy17
merged 3 commits into

from

Aug 27, 2026
 Merged


feat: support imperative eval recommendation command
#2111
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40d9d04

feat: support imperative eval recommendation command


nborges-aws Aug 26, 2026
f5dcf4e

chore: leverage shared utils + delete stale tests


nborges-aws Aug 27, 2026
2783292

fix: create recommendation input interface + update required flag han…


nborges-aws Aug 27, 2026

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43 changes: 43 additions & 0 deletions
src/core/eval.tsx

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Original file line numberDiff line numberDiff line change
Expand Up@@ -58,14 +58,19 @@ import {
 type UpdateOnlineEvaluationConfigResponse,
} from "@aws-sdk/client-bedrock-agentcore-control";
import {
 DeleteRecommendationCommand,
 EvaluateCommand,
 GetABTestCommand,
 ListABTestsCommand,
 UpdateABTestCommand,
 DeleteABTestCommand,
 GetBatchEvaluationCommand,
 GetRecommendationCommand,
 ListBatchEvaluationsCommand,
 ListRecommendationsCommand,
 StartBatchEvaluationCommand,
 StartRecommendationCommand,
 type DeleteRecommendationResponse,
 type EvaluationReferenceInput,
 type EvaluationResultContent,
 type EvaluationTarget,
Expand All@@ -75,8 +80,12 @@ import {
 type ABTestExecutionStatus,
 type UpdateABTestResponse,
 type DeleteABTestResponse,
 type GetRecommendationResponse,
 type ListBatchEvaluationsResponse,
 type ListRecommendationsResponse,
 type RecommendationStatus,
 type StartBatchEvaluationResponse,
 type StartRecommendationResponse,
 type DataSourceConfig as DataPlaneDataSourceConfig,
 type CloudWatchFilterConfig,
} from "@aws-sdk/client-bedrock-agentcore";
Expand DownExpand Up@@ -133,6 +142,7 @@ import type {
 SpanRecord,
 StartBatchInsightsInput,
 StartBatchEvaluationInput,
 StartRecommendationInput,
 UpdateConfigurationBundleInput,
 UpdateOnlineEvalInput,
} from "../handlers/eval/types";
Expand DownExpand Up@@ -342,6 +352,39 @@ export class EvalClient implements CoreEvalClient {
 .send(new DeleteEvaluatorCommand({ evaluatorId: id }));
 }

 async startRecommendation(
 input: StartRecommendationInput,
 options: CoreOptions,
 ): Promise<StartRecommendationResponse> {
 return this.clients.data(toClientConfig(options)).send(new StartRecommendationCommand(input));
 }

 async getRecommendation(id: string, options: CoreOptions): Promise<GetRecommendationResponse> {
 return this.clients
 .data(toClientConfig(options))
 .send(new GetRecommendationCommand({ recommendationId: id }));
 }

 async listRecommendations(
 nextToken: string | undefined,
 maxResults: number | undefined,
 statusFilter: RecommendationStatus | undefined,
 options: CoreOptions,
 ): Promise<ListRecommendationsResponse> {
 return this.clients
 .data(toClientConfig(options))
 .send(new ListRecommendationsCommand({ nextToken, maxResults, statusFilter }));
 }

 async deleteRecommendation(
 id: string,
 options: CoreOptions,
 ): Promise<DeleteRecommendationResponse> {
 return this.clients
 .data(toClientConfig(options))
 .send(new DeleteRecommendationCommand({ recommendationId: id }));
 }

 // getBatchEvaluation returns the service-side job (status + evaluator summaries
 // + CloudWatch output config) and, by default, the per-session results read from
 // the job's CloudWatch stream once it is terminal. Batch evaluation lives on the
Expand Down

4 changes: 3 additions & 1 deletion
src/handlers/eval/index.tsx

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Original file line numberDiff line numberDiff line change
Expand Up@@ -12,6 +12,7 @@ import { createBatchInsightsHandler } from "./batch-insights";
import { createOnDemandHandler } from "./ondemand";
import { createConfigBundleHandler } from "./config-bundle";
import { createAbTestHandler } from "./ab-test";
import { createRecommendationHandler } from "./recommendation";

export function createEvalHandler(core: Core, io: AppIO): Router {
 return new Router("eval", "evaluate and optimize AgentCore agents")
Expand All@@ -25,7 +26,8 @@ export function createEvalHandler(core: Core, io: AppIO): Router {
 .handler(createBatchInsightsHandler(core, io))
 .handler(createOnDemandHandler(core, io))
 .handler(createConfigBundleHandler(core, io))
 .handler(createAbTestHandler(core, io));
 .handler(createAbTestHandler(core, io))
 .handler(createRecommendationHandler(core, io));
}

export { EvalScreen } from "./screen.tsx";

4 changes: 4 additions & 0 deletions
...ndlers/eval/recommendation/__fixtures__/DeleteRecommendationCommand.117a4cc7f54d3397.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,4 @@
{
 "recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
 "status": "DELETING"
}

87 changes: 87 additions & 0 deletions
src/handlers/eval/recommendation/__fixtures__/GetRecommendationCommand.117a4cc7f54d3397.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,87 @@
{
 "recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
 "recommendationArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:recommendation/agentcore_cli_recommendation_fixture-34E234DD5E",
 "name": "agentcore_cli_recommendation_fixture",
 "type": "SYSTEM_PROMPT_RECOMMENDATION",
 "recommendationConfig": {
 "systemPromptRecommendationConfig": {
 "systemPrompt": {
 "text": "You are a concise support assistant. Answer the user's question directly."
 },
 "agentTraces": {
 "sessionSpans": [
 {
 "traceId": "0123456789abcdef0123456789abcdef",
 "endTimeUnixNano": 1750000001000000000,
 "resource": {
 "attributes": {
 "service.name": "agentcore-cli-fixture",
 "aws.service.type": "gen_ai_agent"
 }
 },
 "kind": "INTERNAL",
 "flags": 256,
 "durationNano": 1000000000,
 "startTimeUnixNano": 1750000000000000000,
 "body": {
 "output": {
 "messages": [
 {
 "content": [
 {
 "text": "Two plus two is four."
 }
 ],
 "role": "assistant"
 }
 ]
 },
 "input": {
 "messages": [
 {
 "content": [
 {
 "text": "What is two plus two?"
 }
 ],
 "role": "user"
 }
 ]
 }
 },
 "spanId": "0123456789abcdef",
 "scope": {
 "name": "agentcore-cli-fixture"
 },
 "name": "invoke_agent AgentCore CLI fixture",
 "attributes": {
 "gen_ai.agent.name": "AgentCore CLI fixture",
 "aws.genai.span_kind": "AGENT",
 "gen_ai.operation.name": "invoke_agent",
 "session.id": "00000000-0000-4000-8000-000000000001",
 "gen_ai.system": "strands-agents"
 },
 "status": {
 "code": "OK"
 }
 }
 ]
 },
 "evaluationConfig": {
 "evaluators": [
 {
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness"
 }
 ]
 }
 }
 },
 "status": "IN_PROGRESS",
 "createdAt": {
 "$date": "2026-08-26T14:53:00.323Z"
 },
 "updatedAt": {
 "$date": "2026-08-26T14:53:00.933Z"
 },
 "description": "Golden recommendation fixture"
}

3 changes: 3 additions & 0 deletions
...andlers/eval/recommendation/__fixtures__/ListRecommendationsCommand.ec1869545cd08c49.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,3 @@
{
 "recommendationSummaries": []
}

87 changes: 87 additions & 0 deletions
...andlers/eval/recommendation/__fixtures__/StartRecommendationCommand.d33be02c79c64275.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,87 @@
{
 "recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
 "recommendationArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:recommendation/agentcore_cli_recommendation_fixture-34E234DD5E",
 "name": "agentcore_cli_recommendation_fixture",
 "type": "SYSTEM_PROMPT_RECOMMENDATION",
 "recommendationConfig": {
 "systemPromptRecommendationConfig": {
 "systemPrompt": {
 "text": "You are a concise support assistant. Answer the user's question directly."
 },
 "agentTraces": {
 "sessionSpans": [
 {
 "traceId": "0123456789abcdef0123456789abcdef",
 "endTimeUnixNano": 1750000001000000000,
 "resource": {
 "attributes": {
 "service.name": "agentcore-cli-fixture",
 "aws.service.type": "gen_ai_agent"
 }
 },
 "kind": "INTERNAL",
 "flags": 256,
 "durationNano": 1000000000,
 "startTimeUnixNano": 1750000000000000000,
 "body": {
 "output": {
 "messages": [
 {
 "content": [
 {
 "text": "Two plus two is four."
 }
 ],
 "role": "assistant"
 }
 ]
 },
 "input": {
 "messages": [
 {
 "content": [
 {
 "text": "What is two plus two?"
 }
 ],
 "role": "user"
 }
 ]
 }
 },
 "spanId": "0123456789abcdef",
 "scope": {
 "name": "agentcore-cli-fixture"
 },
 "name": "invoke_agent AgentCore CLI fixture",
 "attributes": {
 "gen_ai.agent.name": "AgentCore CLI fixture",
 "aws.genai.span_kind": "AGENT",
 "gen_ai.operation.name": "invoke_agent",
 "session.id": "00000000-0000-4000-8000-000000000001",
 "gen_ai.system": "strands-agents"
 },
 "status": {
 "code": "OK"
 }
 }
 ]
 },
 "evaluationConfig": {
 "evaluators": [
 {
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness"
 }
 ]
 }
 }
 },
 "status": "PENDING",
 "createdAt": {
 "$date": "2026-08-26T14:53:00.323Z"
 },
 "updatedAt": {
 "$date": "2026-08-26T14:53:00.323Z"
 },
 "description": "Golden recommendation fixture"
}

4 changes: 4 additions & 0 deletions
src/handlers/eval/recommendation/__fixtures__/delete.golden.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,4 @@
{
 "recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
 "status": "DELETING"
}

83 changes: 83 additions & 0 deletions
src/handlers/eval/recommendation/__fixtures__/get.golden.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,83 @@
{
 "recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
 "recommendationArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:recommendation/agentcore_cli_recommendation_fixture-34E234DD5E",
 "name": "agentcore_cli_recommendation_fixture",
 "type": "SYSTEM_PROMPT_RECOMMENDATION",
 "recommendationConfig": {
 "systemPromptRecommendationConfig": {
 "systemPrompt": {
 "text": "You are a concise support assistant. Answer the user's question directly."
 },
 "agentTraces": {
 "sessionSpans": [
 {
 "traceId": "0123456789abcdef0123456789abcdef",
 "endTimeUnixNano": 1750000001000000000,
 "resource": {
 "attributes": {
 "service.name": "agentcore-cli-fixture",
 "aws.service.type": "gen_ai_agent"
 }
 },
 "kind": "INTERNAL",
 "flags": 256,
 "durationNano": 1000000000,
 "startTimeUnixNano": 1750000000000000000,
 "body": {
 "output": {
 "messages": [
 {
 "content": [
 {
 "text": "Two plus two is four."
 }
 ],
 "role": "assistant"
 }
 ]
 },
 "input": {
 "messages": [
 {
 "content": [
 {
 "text": "What is two plus two?"
 }
 ],
 "role": "user"
 }
 ]
 }
 },
 "spanId": "0123456789abcdef",
 "scope": {
 "name": "agentcore-cli-fixture"
 },
 "name": "invoke_agent AgentCore CLI fixture",
 "attributes": {
 "gen_ai.agent.name": "AgentCore CLI fixture",
 "aws.genai.span_kind": "AGENT",
 "gen_ai.operation.name": "invoke_agent",
 "session.id": "00000000-0000-4000-8000-000000000001",
 "gen_ai.system": "strands-agents"
 },
 "status": {
 "code": "OK"
 }
 }
 ]
 },
 "evaluationConfig": {
 "evaluators": [
 {
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness"
 }
 ]
 }
 }
 },
 "status": "IN_PROGRESS",
 "createdAt": "2026-08-26T14:53:00.323Z",
 "updatedAt": "2026-08-26T14:53:00.933Z",
 "description": "Golden recommendation fixture"
}

3 changes: 3 additions & 0 deletions
src/handlers/eval/recommendation/__fixtures__/list.golden.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,3 @@
{
 "recommendationSummaries": []
}
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: support imperative eval recommendation command#2111

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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?
Sign in
to your account

 Merged

jariy17
merged 3 commits into

from

Aug 27, 2026
 Merged


feat: support imperative eval recommendation command
#2111
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40d9d04

feat: support imperative eval recommendation command


nborges-aws Aug 26, 2026
f5dcf4e

chore: leverage shared utils + delete stale tests


nborges-aws Aug 27, 2026
2783292

fix: create recommendation input interface + update required flag han…


nborges-aws Aug 27, 2026

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43 changes: 43 additions & 0 deletions
src/core/eval.tsx

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Original file line numberDiff line numberDiff line change
Expand Up@@ -58,14 +58,19 @@ import {
 type UpdateOnlineEvaluationConfigResponse,
} from "@aws-sdk/client-bedrock-agentcore-control";
import {
 DeleteRecommendationCommand,
 EvaluateCommand,
 GetABTestCommand,
 ListABTestsCommand,
 UpdateABTestCommand,
 DeleteABTestCommand,
 GetBatchEvaluationCommand,
 GetRecommendationCommand,
 ListBatchEvaluationsCommand,
 ListRecommendationsCommand,
 StartBatchEvaluationCommand,
 StartRecommendationCommand,
 type DeleteRecommendationResponse,
 type EvaluationReferenceInput,
 type EvaluationResultContent,
 type EvaluationTarget,
Expand All@@ -75,8 +80,12 @@ import {
 type ABTestExecutionStatus,
 type UpdateABTestResponse,
 type DeleteABTestResponse,
 type GetRecommendationResponse,
 type ListBatchEvaluationsResponse,
 type ListRecommendationsResponse,
 type RecommendationStatus,
 type StartBatchEvaluationResponse,
 type StartRecommendationResponse,
 type DataSourceConfig as DataPlaneDataSourceConfig,
 type CloudWatchFilterConfig,
} from "@aws-sdk/client-bedrock-agentcore";
Expand DownExpand Up@@ -133,6 +142,7 @@ import type {
 SpanRecord,
 StartBatchInsightsInput,
 StartBatchEvaluationInput,
 StartRecommendationInput,
 UpdateConfigurationBundleInput,
 UpdateOnlineEvalInput,
} from "../handlers/eval/types";
Expand DownExpand Up@@ -342,6 +352,39 @@ export class EvalClient implements CoreEvalClient {
 .send(new DeleteEvaluatorCommand({ evaluatorId: id }));
 }

 async startRecommendation(
 input: StartRecommendationInput,
 options: CoreOptions,
 ): Promise<StartRecommendationResponse> {
 return this.clients.data(toClientConfig(options)).send(new StartRecommendationCommand(input));
 }

 async getRecommendation(id: string, options: CoreOptions): Promise<GetRecommendationResponse> {
 return this.clients
 .data(toClientConfig(options))
 .send(new GetRecommendationCommand({ recommendationId: id }));
 }

 async listRecommendations(
 nextToken: string | undefined,
 maxResults: number | undefined,
 statusFilter: RecommendationStatus | undefined,
 options: CoreOptions,
 ): Promise<ListRecommendationsResponse> {
 return this.clients
 .data(toClientConfig(options))
 .send(new ListRecommendationsCommand({ nextToken, maxResults, statusFilter }));
 }

 async deleteRecommendation(
 id: string,
 options: CoreOptions,
 ): Promise<DeleteRecommendationResponse> {
 return this.clients
 .data(toClientConfig(options))
 .send(new DeleteRecommendationCommand({ recommendationId: id }));
 }

 // getBatchEvaluation returns the service-side job (status + evaluator summaries
 // + CloudWatch output config) and, by default, the per-session results read from
 // the job's CloudWatch stream once it is terminal. Batch evaluation lives on the
Expand Down

4 changes: 3 additions & 1 deletion
src/handlers/eval/index.tsx

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Original file line numberDiff line numberDiff line change
Expand Up@@ -12,6 +12,7 @@ import { createBatchInsightsHandler } from "./batch-insights";
import { createOnDemandHandler } from "./ondemand";
import { createConfigBundleHandler } from "./config-bundle";
import { createAbTestHandler } from "./ab-test";
import { createRecommendationHandler } from "./recommendation";

export function createEvalHandler(core: Core, io: AppIO): Router {
 return new Router("eval", "evaluate and optimize AgentCore agents")
Expand All@@ -25,7 +26,8 @@ export function createEvalHandler(core: Core, io: AppIO): Router {
 .handler(createBatchInsightsHandler(core, io))
 .handler(createOnDemandHandler(core, io))
 .handler(createConfigBundleHandler(core, io))
 .handler(createAbTestHandler(core, io));
 .handler(createAbTestHandler(core, io))
 .handler(createRecommendationHandler(core, io));
}

export { EvalScreen } from "./screen.tsx";

4 changes: 4 additions & 0 deletions
...ndlers/eval/recommendation/__fixtures__/DeleteRecommendationCommand.117a4cc7f54d3397.json

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@@ -0,0 +1,4 @@
{
 "recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
 "status": "DELETING"
}

87 changes: 87 additions & 0 deletions
src/handlers/eval/recommendation/__fixtures__/GetRecommendationCommand.117a4cc7f54d3397.json

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@@ -0,0 +1,87 @@
{
 "recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
 "recommendationArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:recommendation/agentcore_cli_recommendation_fixture-34E234DD5E",
 "name": "agentcore_cli_recommendation_fixture",
 "type": "SYSTEM_PROMPT_RECOMMENDATION",
 "recommendationConfig": {
 "systemPromptRecommendationConfig": {
 "systemPrompt": {
 "text": "You are a concise support assistant. Answer the user's question directly."
 },
 "agentTraces": {
 "sessionSpans": [
 {
 "traceId": "0123456789abcdef0123456789abcdef",
 "endTimeUnixNano": 1750000001000000000,
 "resource": {
 "attributes": {
 "service.name": "agentcore-cli-fixture",
 "aws.service.type": "gen_ai_agent"
 }
 },
 "kind": "INTERNAL",
 "flags": 256,
 "durationNano": 1000000000,
 "startTimeUnixNano": 1750000000000000000,
 "body": {
 "output": {
 "messages": [
 {
 "content": [
 {
 "text": "Two plus two is four."
 }
 ],
 "role": "assistant"
 }
 ]
 },
 "input": {
 "messages": [
 {
 "content": [
 {
 "text": "What is two plus two?"
 }
 ],
 "role": "user"
 }
 ]
 }
 },
 "spanId": "0123456789abcdef",
 "scope": {
 "name": "agentcore-cli-fixture"
 },
 "name": "invoke_agent AgentCore CLI fixture",
 "attributes": {
 "gen_ai.agent.name": "AgentCore CLI fixture",
 "aws.genai.span_kind": "AGENT",
 "gen_ai.operation.name": "invoke_agent",
 "session.id": "00000000-0000-4000-8000-000000000001",
 "gen_ai.system": "strands-agents"
 },
 "status": {
 "code": "OK"
 }
 }
 ]
 },
 "evaluationConfig": {
 "evaluators": [
 {
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness"
 }
 ]
 }
 }
 },
 "status": "IN_PROGRESS",
 "createdAt": {
 "$date": "2026-08-26T14:53:00.323Z"
 },
 "updatedAt": {
 "$date": "2026-08-26T14:53:00.933Z"
 },
 "description": "Golden recommendation fixture"
}

3 changes: 3 additions & 0 deletions
...andlers/eval/recommendation/__fixtures__/ListRecommendationsCommand.ec1869545cd08c49.json

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@@ -0,0 +1,3 @@
{
 "recommendationSummaries": []
}

87 changes: 87 additions & 0 deletions
...andlers/eval/recommendation/__fixtures__/StartRecommendationCommand.d33be02c79c64275.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,87 @@
{
 "recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
 "recommendationArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:recommendation/agentcore_cli_recommendation_fixture-34E234DD5E",
 "name": "agentcore_cli_recommendation_fixture",
 "type": "SYSTEM_PROMPT_RECOMMENDATION",
 "recommendationConfig": {
 "systemPromptRecommendationConfig": {
 "systemPrompt": {
 "text": "You are a concise support assistant. Answer the user's question directly."
 },
 "agentTraces": {
 "sessionSpans": [
 {
 "traceId": "0123456789abcdef0123456789abcdef",
 "endTimeUnixNano": 1750000001000000000,
 "resource": {
 "attributes": {
 "service.name": "agentcore-cli-fixture",
 "aws.service.type": "gen_ai_agent"
 }
 },
 "kind": "INTERNAL",
 "flags": 256,
 "durationNano": 1000000000,
 "startTimeUnixNano": 1750000000000000000,
 "body": {
 "output": {
 "messages": [
 {
 "content": [
 {
 "text": "Two plus two is four."
 }
 ],
 "role": "assistant"
 }
 ]
 },
 "input": {
 "messages": [
 {
 "content": [
 {
 "text": "What is two plus two?"
 }
 ],
 "role": "user"
 }
 ]
 }
 },
 "spanId": "0123456789abcdef",
 "scope": {
 "name": "agentcore-cli-fixture"
 },
 "name": "invoke_agent AgentCore CLI fixture",
 "attributes": {
 "gen_ai.agent.name": "AgentCore CLI fixture",
 "aws.genai.span_kind": "AGENT",
 "gen_ai.operation.name": "invoke_agent",
 "session.id": "00000000-0000-4000-8000-000000000001",
 "gen_ai.system": "strands-agents"
 },
 "status": {
 "code": "OK"
 }
 }
 ]
 },
 "evaluationConfig": {
 "evaluators": [
 {
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness"
 }
 ]
 }
 }
 },
 "status": "PENDING",
 "createdAt": {
 "$date": "2026-08-26T14:53:00.323Z"
 },
 "updatedAt": {
 "$date": "2026-08-26T14:53:00.323Z"
 },
 "description": "Golden recommendation fixture"
}

4 changes: 4 additions & 0 deletions
src/handlers/eval/recommendation/__fixtures__/delete.golden.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,4 @@
{
 "recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
 "status": "DELETING"
}

83 changes: 83 additions & 0 deletions
src/handlers/eval/recommendation/__fixtures__/get.golden.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,83 @@
{
 "recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
 "recommendationArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:recommendation/agentcore_cli_recommendation_fixture-34E234DD5E",
 "name": "agentcore_cli_recommendation_fixture",
 "type": "SYSTEM_PROMPT_RECOMMENDATION",
 "recommendationConfig": {
 "systemPromptRecommendationConfig": {
 "systemPrompt": {
 "text": "You are a concise support assistant. Answer the user's question directly."
 },
 "agentTraces": {
 "sessionSpans": [
 {
 "traceId": "0123456789abcdef0123456789abcdef",
 "endTimeUnixNano": 1750000001000000000,
 "resource": {
 "attributes": {
 "service.name": "agentcore-cli-fixture",
 "aws.service.type": "gen_ai_agent"
 }
 },
 "kind": "INTERNAL",
 "flags": 256,
 "durationNano": 1000000000,
 "startTimeUnixNano": 1750000000000000000,
 "body": {
 "output": {
 "messages": [
 {
 "content": [
 {
 "text": "Two plus two is four."
 }
 ],
 "role": "assistant"
 }
 ]
 },
 "input": {
 "messages": [
 {
 "content": [
 {
 "text": "What is two plus two?"
 }
 ],
 "role": "user"
 }
 ]
 }
 },
 "spanId": "0123456789abcdef",
 "scope": {
 "name": "agentcore-cli-fixture"
 },
 "name": "invoke_agent AgentCore CLI fixture",
 "attributes": {
 "gen_ai.agent.name": "AgentCore CLI fixture",
 "aws.genai.span_kind": "AGENT",
 "gen_ai.operation.name": "invoke_agent",
 "session.id": "00000000-0000-4000-8000-000000000001",
 "gen_ai.system": "strands-agents"
 },
 "status": {
 "code": "OK"
 }
 }
 ]
 },
 "evaluationConfig": {
 "evaluators": [
 {
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness"
 }
 ]
 }
 }
 },
 "status": "IN_PROGRESS",
 "createdAt": "2026-08-26T14:53:00.323Z",
 "updatedAt": "2026-08-26T14:53:00.933Z",
 "description": "Golden recommendation fixture"
}

3 changes: 3 additions & 0 deletions
src/handlers/eval/recommendation/__fixtures__/list.golden.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,3 @@
{
 "recommendationSummaries": []
}
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('^' + ".*" + '

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feat: support imperative eval recommendation command#2111

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 Merged

jariy17
merged 3 commits into

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Aug 27, 2026
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feat: support imperative eval recommendation command
#2111
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40d9d04

feat: support imperative eval recommendation command


nborges-aws Aug 26, 2026
f5dcf4e

chore: leverage shared utils + delete stale tests


nborges-aws Aug 27, 2026
2783292

fix: create recommendation input interface + update required flag han…


nborges-aws Aug 27, 2026

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Filter by extension
Filter by extension
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43 changes: 43 additions & 0 deletions
src/core/eval.tsx

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -58,14 +58,19 @@ import {
 type UpdateOnlineEvaluationConfigResponse,
} from "@aws-sdk/client-bedrock-agentcore-control";
import {
 DeleteRecommendationCommand,
 EvaluateCommand,
 GetABTestCommand,
 ListABTestsCommand,
 UpdateABTestCommand,
 DeleteABTestCommand,
 GetBatchEvaluationCommand,
 GetRecommendationCommand,
 ListBatchEvaluationsCommand,
 ListRecommendationsCommand,
 StartBatchEvaluationCommand,
 StartRecommendationCommand,
 type DeleteRecommendationResponse,
 type EvaluationReferenceInput,
 type EvaluationResultContent,
 type EvaluationTarget,
Expand All@@ -75,8 +80,12 @@ import {
 type ABTestExecutionStatus,
 type UpdateABTestResponse,
 type DeleteABTestResponse,
 type GetRecommendationResponse,
 type ListBatchEvaluationsResponse,
 type ListRecommendationsResponse,
 type RecommendationStatus,
 type StartBatchEvaluationResponse,
 type StartRecommendationResponse,
 type DataSourceConfig as DataPlaneDataSourceConfig,
 type CloudWatchFilterConfig,
} from "@aws-sdk/client-bedrock-agentcore";
Expand DownExpand Up@@ -133,6 +142,7 @@ import type {
 SpanRecord,
 StartBatchInsightsInput,
 StartBatchEvaluationInput,
 StartRecommendationInput,
 UpdateConfigurationBundleInput,
 UpdateOnlineEvalInput,
} from "../handlers/eval/types";
Expand DownExpand Up@@ -342,6 +352,39 @@ export class EvalClient implements CoreEvalClient {
 .send(new DeleteEvaluatorCommand({ evaluatorId: id }));
 }

 async startRecommendation(
 input: StartRecommendationInput,
 options: CoreOptions,
 ): Promise<StartRecommendationResponse> {
 return this.clients.data(toClientConfig(options)).send(new StartRecommendationCommand(input));
 }

 async getRecommendation(id: string, options: CoreOptions): Promise<GetRecommendationResponse> {
 return this.clients
 .data(toClientConfig(options))
 .send(new GetRecommendationCommand({ recommendationId: id }));
 }

 async listRecommendations(
 nextToken: string | undefined,
 maxResults: number | undefined,
 statusFilter: RecommendationStatus | undefined,
 options: CoreOptions,
 ): Promise<ListRecommendationsResponse> {
 return this.clients
 .data(toClientConfig(options))
 .send(new ListRecommendationsCommand({ nextToken, maxResults, statusFilter }));
 }

 async deleteRecommendation(
 id: string,
 options: CoreOptions,
 ): Promise<DeleteRecommendationResponse> {
 return this.clients
 .data(toClientConfig(options))
 .send(new DeleteRecommendationCommand({ recommendationId: id }));
 }

 // getBatchEvaluation returns the service-side job (status + evaluator summaries
 // + CloudWatch output config) and, by default, the per-session results read from
 // the job's CloudWatch stream once it is terminal. Batch evaluation lives on the
Expand Down

4 changes: 3 additions & 1 deletion
src/handlers/eval/index.tsx

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Original file line numberDiff line numberDiff line change
Expand Up@@ -12,6 +12,7 @@ import { createBatchInsightsHandler } from "./batch-insights";
import { createOnDemandHandler } from "./ondemand";
import { createConfigBundleHandler } from "./config-bundle";
import { createAbTestHandler } from "./ab-test";
import { createRecommendationHandler } from "./recommendation";

export function createEvalHandler(core: Core, io: AppIO): Router {
 return new Router("eval", "evaluate and optimize AgentCore agents")
Expand All@@ -25,7 +26,8 @@ export function createEvalHandler(core: Core, io: AppIO): Router {
 .handler(createBatchInsightsHandler(core, io))
 .handler(createOnDemandHandler(core, io))
 .handler(createConfigBundleHandler(core, io))
 .handler(createAbTestHandler(core, io));
 .handler(createAbTestHandler(core, io))
 .handler(createRecommendationHandler(core, io));
}

export { EvalScreen } from "./screen.tsx";

4 changes: 4 additions & 0 deletions
...ndlers/eval/recommendation/__fixtures__/DeleteRecommendationCommand.117a4cc7f54d3397.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,4 @@
{
 "recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
 "status": "DELETING"
}

87 changes: 87 additions & 0 deletions
src/handlers/eval/recommendation/__fixtures__/GetRecommendationCommand.117a4cc7f54d3397.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,87 @@
{
 "recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
 "recommendationArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:recommendation/agentcore_cli_recommendation_fixture-34E234DD5E",
 "name": "agentcore_cli_recommendation_fixture",
 "type": "SYSTEM_PROMPT_RECOMMENDATION",
 "recommendationConfig": {
 "systemPromptRecommendationConfig": {
 "systemPrompt": {
 "text": "You are a concise support assistant. Answer the user's question directly."
 },
 "agentTraces": {
 "sessionSpans": [
 {
 "traceId": "0123456789abcdef0123456789abcdef",
 "endTimeUnixNano": 1750000001000000000,
 "resource": {
 "attributes": {
 "service.name": "agentcore-cli-fixture",
 "aws.service.type": "gen_ai_agent"
 }
 },
 "kind": "INTERNAL",
 "flags": 256,
 "durationNano": 1000000000,
 "startTimeUnixNano": 1750000000000000000,
 "body": {
 "output": {
 "messages": [
 {
 "content": [
 {
 "text": "Two plus two is four."
 }
 ],
 "role": "assistant"
 }
 ]
 },
 "input": {
 "messages": [
 {
 "content": [
 {
 "text": "What is two plus two?"
 }
 ],
 "role": "user"
 }
 ]
 }
 },
 "spanId": "0123456789abcdef",
 "scope": {
 "name": "agentcore-cli-fixture"
 },
 "name": "invoke_agent AgentCore CLI fixture",
 "attributes": {
 "gen_ai.agent.name": "AgentCore CLI fixture",
 "aws.genai.span_kind": "AGENT",
 "gen_ai.operation.name": "invoke_agent",
 "session.id": "00000000-0000-4000-8000-000000000001",
 "gen_ai.system": "strands-agents"
 },
 "status": {
 "code": "OK"
 }
 }
 ]
 },
 "evaluationConfig": {
 "evaluators": [
 {
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness"
 }
 ]
 }
 }
 },
 "status": "IN_PROGRESS",
 "createdAt": {
 "$date": "2026-08-26T14:53:00.323Z"
 },
 "updatedAt": {
 "$date": "2026-08-26T14:53:00.933Z"
 },
 "description": "Golden recommendation fixture"
}

3 changes: 3 additions & 0 deletions
...andlers/eval/recommendation/__fixtures__/ListRecommendationsCommand.ec1869545cd08c49.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,3 @@
{
 "recommendationSummaries": []
}

87 changes: 87 additions & 0 deletions
...andlers/eval/recommendation/__fixtures__/StartRecommendationCommand.d33be02c79c64275.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,87 @@
{
 "recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
 "recommendationArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:recommendation/agentcore_cli_recommendation_fixture-34E234DD5E",
 "name": "agentcore_cli_recommendation_fixture",
 "type": "SYSTEM_PROMPT_RECOMMENDATION",
 "recommendationConfig": {
 "systemPromptRecommendationConfig": {
 "systemPrompt": {
 "text": "You are a concise support assistant. Answer the user's question directly."
 },
 "agentTraces": {
 "sessionSpans": [
 {
 "traceId": "0123456789abcdef0123456789abcdef",
 "endTimeUnixNano": 1750000001000000000,
 "resource": {
 "attributes": {
 "service.name": "agentcore-cli-fixture",
 "aws.service.type": "gen_ai_agent"
 }
 },
 "kind": "INTERNAL",
 "flags": 256,
 "durationNano": 1000000000,
 "startTimeUnixNano": 1750000000000000000,
 "body": {
 "output": {
 "messages": [
 {
 "content": [
 {
 "text": "Two plus two is four."
 }
 ],
 "role": "assistant"
 }
 ]
 },
 "input": {
 "messages": [
 {
 "content": [
 {
 "text": "What is two plus two?"
 }
 ],
 "role": "user"
 }
 ]
 }
 },
 "spanId": "0123456789abcdef",
 "scope": {
 "name": "agentcore-cli-fixture"
 },
 "name": "invoke_agent AgentCore CLI fixture",
 "attributes": {
 "gen_ai.agent.name": "AgentCore CLI fixture",
 "aws.genai.span_kind": "AGENT",
 "gen_ai.operation.name": "invoke_agent",
 "session.id": "00000000-0000-4000-8000-000000000001",
 "gen_ai.system": "strands-agents"
 },
 "status": {
 "code": "OK"
 }
 }
 ]
 },
 "evaluationConfig": {
 "evaluators": [
 {
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness"
 }
 ]
 }
 }
 },
 "status": "PENDING",
 "createdAt": {
 "$date": "2026-08-26T14:53:00.323Z"
 },
 "updatedAt": {
 "$date": "2026-08-26T14:53:00.323Z"
 },
 "description": "Golden recommendation fixture"
}

4 changes: 4 additions & 0 deletions
src/handlers/eval/recommendation/__fixtures__/delete.golden.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,4 @@
{
 "recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
 "status": "DELETING"
}

83 changes: 83 additions & 0 deletions
src/handlers/eval/recommendation/__fixtures__/get.golden.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,83 @@
{
 "recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
 "recommendationArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:recommendation/agentcore_cli_recommendation_fixture-34E234DD5E",
 "name": "agentcore_cli_recommendation_fixture",
 "type": "SYSTEM_PROMPT_RECOMMENDATION",
 "recommendationConfig": {
 "systemPromptRecommendationConfig": {
 "systemPrompt": {
 "text": "You are a concise support assistant. Answer the user's question directly."
 },
 "agentTraces": {
 "sessionSpans": [
 {
 "traceId": "0123456789abcdef0123456789abcdef",
 "endTimeUnixNano": 1750000001000000000,
 "resource": {
 "attributes": {
 "service.name": "agentcore-cli-fixture",
 "aws.service.type": "gen_ai_agent"
 }
 },
 "kind": "INTERNAL",
 "flags": 256,
 "durationNano": 1000000000,
 "startTimeUnixNano": 1750000000000000000,
 "body": {
 "output": {
 "messages": [
 {
 "content": [
 {
 "text": "Two plus two is four."
 }
 ],
 "role": "assistant"
 }
 ]
 },
 "input": {
 "messages": [
 {
 "content": [
 {
 "text": "What is two plus two?"
 }
 ],
 "role": "user"
 }
 ]
 }
 },
 "spanId": "0123456789abcdef",
 "scope": {
 "name": "agentcore-cli-fixture"
 },
 "name": "invoke_agent AgentCore CLI fixture",
 "attributes": {
 "gen_ai.agent.name": "AgentCore CLI fixture",
 "aws.genai.span_kind": "AGENT",
 "gen_ai.operation.name": "invoke_agent",
 "session.id": "00000000-0000-4000-8000-000000000001",
 "gen_ai.system": "strands-agents"
 },
 "status": {
 "code": "OK"
 }
 }
 ]
 },
 "evaluationConfig": {
 "evaluators": [
 {
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness"
 }
 ]
 }
 }
 },
 "status": "IN_PROGRESS",
 "createdAt": "2026-08-26T14:53:00.323Z",
 "updatedAt": "2026-08-26T14:53:00.933Z",
 "description": "Golden recommendation fixture"
}

3 changes: 3 additions & 0 deletions
src/handlers/eval/recommendation/__fixtures__/list.golden.json

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{
 "recommendationSummaries": []
}
Loading
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, '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); }
})();
})();

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 Merged

jariy17
merged 3 commits into

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Aug 27, 2026
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feat: support imperative eval recommendation command
#2111
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40d9d04

feat: support imperative eval recommendation command


nborges-aws Aug 26, 2026
f5dcf4e

chore: leverage shared utils + delete stale tests


nborges-aws Aug 27, 2026
2783292

fix: create recommendation input interface + update required flag han…


nborges-aws Aug 27, 2026

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43 changes: 43 additions & 0 deletions
src/core/eval.tsx

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Original file line numberDiff line numberDiff line change
Expand Up@@ -58,14 +58,19 @@ import {
 type UpdateOnlineEvaluationConfigResponse,
} from "@aws-sdk/client-bedrock-agentcore-control";
import {
 DeleteRecommendationCommand,
 EvaluateCommand,
 GetABTestCommand,
 ListABTestsCommand,
 UpdateABTestCommand,
 DeleteABTestCommand,
 GetBatchEvaluationCommand,
 GetRecommendationCommand,
 ListBatchEvaluationsCommand,
 ListRecommendationsCommand,
 StartBatchEvaluationCommand,
 StartRecommendationCommand,
 type DeleteRecommendationResponse,
 type EvaluationReferenceInput,
 type EvaluationResultContent,
 type EvaluationTarget,
Expand All@@ -75,8 +80,12 @@ import {
 type ABTestExecutionStatus,
 type UpdateABTestResponse,
 type DeleteABTestResponse,
 type GetRecommendationResponse,
 type ListBatchEvaluationsResponse,
 type ListRecommendationsResponse,
 type RecommendationStatus,
 type StartBatchEvaluationResponse,
 type StartRecommendationResponse,
 type DataSourceConfig as DataPlaneDataSourceConfig,
 type CloudWatchFilterConfig,
} from "@aws-sdk/client-bedrock-agentcore";
Expand DownExpand Up@@ -133,6 +142,7 @@ import type {
 SpanRecord,
 StartBatchInsightsInput,
 StartBatchEvaluationInput,
 StartRecommendationInput,
 UpdateConfigurationBundleInput,
 UpdateOnlineEvalInput,
} from "../handlers/eval/types";
Expand DownExpand Up@@ -342,6 +352,39 @@ export class EvalClient implements CoreEvalClient {
 .send(new DeleteEvaluatorCommand({ evaluatorId: id }));
 }

 async startRecommendation(
 input: StartRecommendationInput,
 options: CoreOptions,
 ): Promise<StartRecommendationResponse> {
 return this.clients.data(toClientConfig(options)).send(new StartRecommendationCommand(input));
 }

 async getRecommendation(id: string, options: CoreOptions): Promise<GetRecommendationResponse> {
 return this.clients
 .data(toClientConfig(options))
 .send(new GetRecommendationCommand({ recommendationId: id }));
 }

 async listRecommendations(
 nextToken: string | undefined,
 maxResults: number | undefined,
 statusFilter: RecommendationStatus | undefined,
 options: CoreOptions,
 ): Promise<ListRecommendationsResponse> {
 return this.clients
 .data(toClientConfig(options))
 .send(new ListRecommendationsCommand({ nextToken, maxResults, statusFilter }));
 }

 async deleteRecommendation(
 id: string,
 options: CoreOptions,
 ): Promise<DeleteRecommendationResponse> {
 return this.clients
 .data(toClientConfig(options))
 .send(new DeleteRecommendationCommand({ recommendationId: id }));
 }

 // getBatchEvaluation returns the service-side job (status + evaluator summaries
 // + CloudWatch output config) and, by default, the per-session results read from
 // the job's CloudWatch stream once it is terminal. Batch evaluation lives on the
Expand Down

4 changes: 3 additions & 1 deletion
src/handlers/eval/index.tsx

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Original file line numberDiff line numberDiff line change
Expand Up@@ -12,6 +12,7 @@ import { createBatchInsightsHandler } from "./batch-insights";
import { createOnDemandHandler } from "./ondemand";
import { createConfigBundleHandler } from "./config-bundle";
import { createAbTestHandler } from "./ab-test";
import { createRecommendationHandler } from "./recommendation";

export function createEvalHandler(core: Core, io: AppIO): Router {
 return new Router("eval", "evaluate and optimize AgentCore agents")
Expand All@@ -25,7 +26,8 @@ export function createEvalHandler(core: Core, io: AppIO): Router {
 .handler(createBatchInsightsHandler(core, io))
 .handler(createOnDemandHandler(core, io))
 .handler(createConfigBundleHandler(core, io))
 .handler(createAbTestHandler(core, io));
 .handler(createAbTestHandler(core, io))
 .handler(createRecommendationHandler(core, io));
}

export { EvalScreen } from "./screen.tsx";

4 changes: 4 additions & 0 deletions
...ndlers/eval/recommendation/__fixtures__/DeleteRecommendationCommand.117a4cc7f54d3397.json

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@@ -0,0 +1,4 @@
{
 "recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
 "status": "DELETING"
}

87 changes: 87 additions & 0 deletions
src/handlers/eval/recommendation/__fixtures__/GetRecommendationCommand.117a4cc7f54d3397.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,87 @@
{
 "recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
 "recommendationArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:recommendation/agentcore_cli_recommendation_fixture-34E234DD5E",
 "name": "agentcore_cli_recommendation_fixture",
 "type": "SYSTEM_PROMPT_RECOMMENDATION",
 "recommendationConfig": {
 "systemPromptRecommendationConfig": {
 "systemPrompt": {
 "text": "You are a concise support assistant. Answer the user's question directly."
 },
 "agentTraces": {
 "sessionSpans": [
 {
 "traceId": "0123456789abcdef0123456789abcdef",
 "endTimeUnixNano": 1750000001000000000,
 "resource": {
 "attributes": {
 "service.name": "agentcore-cli-fixture",
 "aws.service.type": "gen_ai_agent"
 }
 },
 "kind": "INTERNAL",
 "flags": 256,
 "durationNano": 1000000000,
 "startTimeUnixNano": 1750000000000000000,
 "body": {
 "output": {
 "messages": [
 {
 "content": [
 {
 "text": "Two plus two is four."
 }
 ],
 "role": "assistant"
 }
 ]
 },
 "input": {
 "messages": [
 {
 "content": [
 {
 "text": "What is two plus two?"
 }
 ],
 "role": "user"
 }
 ]
 }
 },
 "spanId": "0123456789abcdef",
 "scope": {
 "name": "agentcore-cli-fixture"
 },
 "name": "invoke_agent AgentCore CLI fixture",
 "attributes": {
 "gen_ai.agent.name": "AgentCore CLI fixture",
 "aws.genai.span_kind": "AGENT",
 "gen_ai.operation.name": "invoke_agent",
 "session.id": "00000000-0000-4000-8000-000000000001",
 "gen_ai.system": "strands-agents"
 },
 "status": {
 "code": "OK"
 }
 }
 ]
 },
 "evaluationConfig": {
 "evaluators": [
 {
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness"
 }
 ]
 }
 }
 },
 "status": "IN_PROGRESS",
 "createdAt": {
 "$date": "2026-08-26T14:53:00.323Z"
 },
 "updatedAt": {
 "$date": "2026-08-26T14:53:00.933Z"
 },
 "description": "Golden recommendation fixture"
}

3 changes: 3 additions & 0 deletions
...andlers/eval/recommendation/__fixtures__/ListRecommendationsCommand.ec1869545cd08c49.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,3 @@
{
 "recommendationSummaries": []
}

87 changes: 87 additions & 0 deletions
...andlers/eval/recommendation/__fixtures__/StartRecommendationCommand.d33be02c79c64275.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,87 @@
{
 "recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
 "recommendationArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:recommendation/agentcore_cli_recommendation_fixture-34E234DD5E",
 "name": "agentcore_cli_recommendation_fixture",
 "type": "SYSTEM_PROMPT_RECOMMENDATION",
 "recommendationConfig": {
 "systemPromptRecommendationConfig": {
 "systemPrompt": {
 "text": "You are a concise support assistant. Answer the user's question directly."
 },
 "agentTraces": {
 "sessionSpans": [
 {
 "traceId": "0123456789abcdef0123456789abcdef",
 "endTimeUnixNano": 1750000001000000000,
 "resource": {
 "attributes": {
 "service.name": "agentcore-cli-fixture",
 "aws.service.type": "gen_ai_agent"
 }
 },
 "kind": "INTERNAL",
 "flags": 256,
 "durationNano": 1000000000,
 "startTimeUnixNano": 1750000000000000000,
 "body": {
 "output": {
 "messages": [
 {
 "content": [
 {
 "text": "Two plus two is four."
 }
 ],
 "role": "assistant"
 }
 ]
 },
 "input": {
 "messages": [
 {
 "content": [
 {
 "text": "What is two plus two?"
 }
 ],
 "role": "user"
 }
 ]
 }
 },
 "spanId": "0123456789abcdef",
 "scope": {
 "name": "agentcore-cli-fixture"
 },
 "name": "invoke_agent AgentCore CLI fixture",
 "attributes": {
 "gen_ai.agent.name": "AgentCore CLI fixture",
 "aws.genai.span_kind": "AGENT",
 "gen_ai.operation.name": "invoke_agent",
 "session.id": "00000000-0000-4000-8000-000000000001",
 "gen_ai.system": "strands-agents"
 },
 "status": {
 "code": "OK"
 }
 }
 ]
 },
 "evaluationConfig": {
 "evaluators": [
 {
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness"
 }
 ]
 }
 }
 },
 "status": "PENDING",
 "createdAt": {
 "$date": "2026-08-26T14:53:00.323Z"
 },
 "updatedAt": {
 "$date": "2026-08-26T14:53:00.323Z"
 },
 "description": "Golden recommendation fixture"
}

4 changes: 4 additions & 0 deletions
src/handlers/eval/recommendation/__fixtures__/delete.golden.json

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@@ -0,0 +1,4 @@
{
 "recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
 "status": "DELETING"
}

83 changes: 83 additions & 0 deletions
src/handlers/eval/recommendation/__fixtures__/get.golden.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,83 @@
{
 "recommendationId": "agentcore_cli_recommendation_fixture-34E234DD5E",
 "recommendationArn": "arn:aws:bedrock-agentcore:us-west-2:685197708687:recommendation/agentcore_cli_recommendation_fixture-34E234DD5E",
 "name": "agentcore_cli_recommendation_fixture",
 "type": "SYSTEM_PROMPT_RECOMMENDATION",
 "recommendationConfig": {
 "systemPromptRecommendationConfig": {
 "systemPrompt": {
 "text": "You are a concise support assistant. Answer the user's question directly."
 },
 "agentTraces": {
 "sessionSpans": [
 {
 "traceId": "0123456789abcdef0123456789abcdef",
 "endTimeUnixNano": 1750000001000000000,
 "resource": {
 "attributes": {
 "service.name": "agentcore-cli-fixture",
 "aws.service.type": "gen_ai_agent"
 }
 },
 "kind": "INTERNAL",
 "flags": 256,
 "durationNano": 1000000000,
 "startTimeUnixNano": 1750000000000000000,
 "body": {
 "output": {
 "messages": [
 {
 "content": [
 {
 "text": "Two plus two is four."
 }
 ],
 "role": "assistant"
 }
 ]
 },
 "input": {
 "messages": [
 {
 "content": [
 {
 "text": "What is two plus two?"
 }
 ],
 "role": "user"
 }
 ]
 }
 },
 "spanId": "0123456789abcdef",
 "scope": {
 "name": "agentcore-cli-fixture"
 },
 "name": "invoke_agent AgentCore CLI fixture",
 "attributes": {
 "gen_ai.agent.name": "AgentCore CLI fixture",
 "aws.genai.span_kind": "AGENT",
 "gen_ai.operation.name": "invoke_agent",
 "session.id": "00000000-0000-4000-8000-000000000001",
 "gen_ai.system": "strands-agents"
 },
 "status": {
 "code": "OK"
 }
 }
 ]
 },
 "evaluationConfig": {
 "evaluators": [
 {
 "evaluatorArn": "arn:aws:bedrock-agentcore:::evaluator/Builtin.Helpfulness"
 }
 ]
 }
 }
 },
 "status": "IN_PROGRESS",
 "createdAt": "2026-08-26T14:53:00.323Z",
 "updatedAt": "2026-08-26T14:53:00.933Z",
 "description": "Golden recommendation fixture"
}

3 changes: 3 additions & 0 deletions
src/handlers/eval/recommendation/__fixtures__/list.golden.json

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,3 @@
{
 "recommendationSummaries": []
}
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