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chore: sync main into preview (post-v0.13.0 fixes) #1108

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34bf37e
docs: remove CrewAI from supported frameworks (#1059)
jesseturner21 May 1, 2026
de149d2
chore(deps): override glob to ^13 to silence install deprecation warn…
minorun365 May 1, 2026
1abc598
fix: address formatting failure in docs (#1080)
Hweinstock May 1, 2026
5e1cd95
test: remove http-gateway-targets e2e test (#1090)
jariy17 May 1, 2026
aca5102
fix: sync e2e IAM policy and fix run eval flag (#1092)
jariy17 May 1, 2026
44ef7ba
fix: align E2E batch eval and recommendation tests with current API (…
notgitika May 1, 2026
af54208
fix: use correct resourceType for config bundle in E2E status test (#…
notgitika May 4, 2026
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1 change: 0 additions & 1 deletion README.md
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Original file line numberDiff line numberDiff line change
Expand Up@@ -66,7 +66,6 @@ agentcore invoke
| ------------------- | ----------------------------- |
| Strands Agents | AWS-native, streaming support |
| LangChain/LangGraph | Graph-based workflows |
| CrewAI | Multi-agent orchestration |
| Google ADK | Gemini models only |
| OpenAI Agents | OpenAI models only |

Expand Down
38 changes: 11 additions & 27 deletions docs/frameworks.md
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Original file line numberDiff line numberDiff line change
Expand Up@@ -9,7 +9,6 @@ for existing code.
| ----------------------- | ---------------------------------- |
| **Strands Agents** | Bedrock, Anthropic, OpenAI, Gemini |
| **LangChain_LangGraph** | Bedrock, Anthropic, OpenAI, Gemini |
| **CrewAI** | Bedrock, Anthropic, OpenAI, Gemini |
| **GoogleADK** | Gemini only |
| **OpenAIAgents** | OpenAI only |

Expand DownExpand Up@@ -62,21 +61,6 @@ Google's Agent Development Kit.
agentcore create --framework GoogleADK --model-provider Gemini
```

### CrewAI

Multi-agent orchestration framework.

**Best for:**

- Multi-agent workflows with role-based collaboration
- Projects requiring agent coordination and task delegation

**Model providers:** Bedrock, Anthropic, OpenAI, Gemini

```bash
agentcore create --framework CrewAI --model-provider Bedrock
```

### OpenAIAgents

OpenAI's native agent framework.
Expand DownExpand Up@@ -167,19 +151,19 @@ agentcore add agent \

## Framework Comparison

| Feature | Strands | LangChain | CrewAI | GoogleADK | OpenAIAgents |
| ---------------------- | ------- | --------- | -------- | --------- | ------------ |
| Multi-provider support | Yes | Yes | Yes | No | No |
| AWS Bedrock native | Yes | No | No | No | No |
| Tool ecosystem | Growing | Extensive | Moderate | Moderate | Moderate |
| Memory integration | Native | Via libs | Via libs | Via libs | Via libs |
| Feature | Strands | LangChain | GoogleADK | OpenAIAgents |
| ---------------------- | ------- | --------- | --------- | ------------ |
| Multi-provider support | Yes | Yes | No | No |
| AWS Bedrock native | Yes | No | No | No |
| Tool ecosystem | Growing | Extensive | Moderate | Moderate |
| Memory integration | Native | Via libs | Via libs | Via libs |

## Protocol Compatibility

Not all frameworks support all protocol modes. MCP protocol is a standalone tool server with no framework.

| Protocol | Supported Frameworks |
| -------- | ------------------------------------------------------------- |
| **HTTP** | Strands, LangChain_LangGraph, CrewAI, GoogleADK, OpenAIAgents |
| **MCP** | None (standalone tool server) |
| **A2A** | Strands, GoogleADK, LangChain_LangGraph |
| Protocol | Supported Frameworks |
| -------- | ----------------------------------------------------- |
| **HTTP** | Strands, LangChain_LangGraph, GoogleADK, OpenAIAgents |
| **MCP** | None (standalone tool server) |
| **A2A** | Strands, GoogleADK, LangChain_LangGraph |
164 changes: 163 additions & 1 deletion docs/policies/iam-policy-user.json
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Open in desktop
Original file line numberDiff line numberDiff line change
Expand Up@@ -62,6 +62,8 @@
"bedrock-agentcore:GetApiKeyCredentialProvider",
"bedrock-agentcore:CreateApiKeyCredentialProvider",
"bedrock-agentcore:UpdateApiKeyCredentialProvider",
"bedrock-agentcore:DeleteApiKeyCredentialProvider",
"bedrock-agentcore:ListApiKeyCredentialProviders",
"bedrock-agentcore:GetOauth2CredentialProvider",
"bedrock-agentcore:CreateOauth2CredentialProvider",
"bedrock-agentcore:UpdateOauth2CredentialProvider",
Expand DownExpand Up@@ -114,7 +116,7 @@
{
"Sid": "BedrockModelInvocation",
"Effect": "Allow",
"Action": "bedrock:InvokeModel",
"Action": ["bedrock:InvokeModel", "bedrock:InvokeModelWithResponseStream"],
"Resource": "*"
},
{
Expand All@@ -135,6 +137,166 @@
"s3:GetObject"
],
"Resource": "*"
},
{
"Sid": "AgentCoreResourceManagement",
"Effect": "Allow",
"Action": [
"bedrock-agentcore:CreateAgentRuntime",
"bedrock-agentcore:UpdateAgentRuntime",
"bedrock-agentcore:DeleteAgentRuntime",
"bedrock-agentcore:ListAgentRuntimes",
"bedrock-agentcore:CreateAgentRuntimeEndpoint",
"bedrock-agentcore:CreateWorkloadIdentity",
"bedrock-agentcore:DeleteWorkloadIdentity",
"bedrock-agentcore:CreateMemory",
"bedrock-agentcore:GetMemory",
"bedrock-agentcore:UpdateMemory",
"bedrock-agentcore:DeleteMemory",
"bedrock-agentcore:ListMemories",
"bedrock-agentcore:CreateEvaluator",
"bedrock-agentcore:DeleteEvaluator",
"bedrock-agentcore:ListOnlineEvaluationConfigs",
"bedrock-agentcore:TagResource",
"bedrock-agentcore:ListTagsForResource",
"bedrock-agentcore:CreateGateway",
"bedrock-agentcore:UpdateGateway",
"bedrock-agentcore:DeleteGateway",
"bedrock-agentcore:GetGateway",
"bedrock-agentcore:ListGateways",
"bedrock-agentcore:CreateGatewayTarget",
"bedrock-agentcore:UpdateGatewayTarget",
"bedrock-agentcore:DeleteGatewayTarget",
"bedrock-agentcore:GetGatewayTarget",
"bedrock-agentcore:SynchronizeGatewayTargets"
],
"Resource": "*"
},
{
"Sid": "CloudFormationFull",
"Effect": "Allow",
"Action": "cloudformation:*",
"Resource": "*"
},
{
"Sid": "SsmParameterLookup",
"Effect": "Allow",
"Action": ["ssm:GetParameters", "ssm:GetParameter"],
"Resource": "*"
},
{
"Sid": "CloudFormationTemplateVerification",
"Effect": "Allow",
"Action": "cloudformation:GetTemplate",
"Resource": "*"
},
{
"Sid": "ImportTestIam",
"Effect": "Allow",
"Action": ["iam:GetRole", "iam:CreateRole", "iam:AttachRolePolicy", "iam:PutRolePolicy"],
"Resource": "arn:aws:iam::ACCOUNT_ID:role/bugbash-agentcore-role"
},
{
"Sid": "ImportTestPassRole",
"Effect": "Allow",
"Action": "iam:PassRole",
"Resource": "arn:aws:iam::ACCOUNT_ID:role/bugbash-agentcore-role",
"Condition": {
"StringEquals": {
"iam:PassedToService": "bedrock-agentcore.amazonaws.com"
}
}
},
{
"Sid": "ImportTestS3",
"Effect": "Allow",
"Action": ["s3:ListBucket", "s3:CreateBucket", "s3:PutObject"],
"Resource": "*"
},
{
"Sid": "SecretsManager",
"Effect": "Allow",
"Action": ["secretsmanager:GetSecretValue", "secretsmanager:CreateSecret", "secretsmanager:DeleteSecret"],
"Resource": "*"
},
{
"Sid": "CustomJwtCognitoSetup",
"Effect": "Allow",
"Action": [
"cognito-idp:CreateUserPool",
"cognito-idp:CreateUserPoolDomain",
"cognito-idp:CreateResourceServer",
"cognito-idp:CreateUserPoolClient",
"cognito-idp:DeleteResourceServer",
"cognito-idp:DeleteUserPoolDomain",
"cognito-idp:DeleteUserPool"
],
"Resource": "*"
},
{
"Sid": "HarnessManagement",
"Effect": "Allow",
"Action": [
"bedrock-agentcore:CreateHarness",
"bedrock-agentcore:GetHarness",
"bedrock-agentcore:UpdateHarness",
"bedrock-agentcore:DeleteHarness",
"bedrock-agentcore:ListHarnesses",
"bedrock-agentcore:InvokeHarness"
],
"Resource": "*"
},
{
"Sid": "HarnessPassRole",
"Effect": "Allow",
"Action": "iam:PassRole",
"Resource": "arn:aws:iam::ACCOUNT_ID:role/*",
"Condition": {
"StringEquals": {
"iam:PassedToService": "bedrock-agentcore.amazonaws.com"
}
}
},
{
"Sid": "ConfigBundleManagement",
"Effect": "Allow",
"Action": [
"bedrock-agentcore:CreateConfigurationBundle",
"bedrock-agentcore:UpdateConfigurationBundle",
"bedrock-agentcore:DeleteConfigurationBundle",
"bedrock-agentcore:GetConfigurationBundle",
"bedrock-agentcore:GetConfigurationBundleVersion",
"bedrock-agentcore:ListConfigurationBundles",
"bedrock-agentcore:ListConfigurationBundleVersions"
],
"Resource": "*"
},
{
"Sid": "HttpGatewayIamRoleManagement",
"Effect": "Allow",
"Action": [
"iam:CreateRole",
"iam:DeleteRole",
"iam:GetRole",
"iam:PutRolePolicy",
"iam:DeleteRolePolicy",
"iam:TagRole",
"iam:PassRole"
],
"Resource": "arn:aws:iam::*:role/AgentCore-*"
},
{
"Sid": "BatchEvalAndRecommendation",
"Effect": "Allow",
"Action": [
"bedrock-agentcore:StartBatchEvaluation",
"bedrock-agentcore:GetBatchEvaluation",
"bedrock-agentcore:ListBatchEvaluations",
"bedrock-agentcore:StartRecommendation",
"bedrock-agentcore:GetRecommendation",
"bedrock-agentcore:ListRecommendations"
],
"Resource": "*"
}
]
}
19 changes: 12 additions & 7 deletions e2e-tests/config-bundle-eval-rec.test.ts
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Original file line numberDiff line numberDiff line change
Expand Up@@ -171,7 +171,14 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
async () => {
await retry(
async () => {
const result = await run(['invoke', '--prompt', 'Say hello', '--runtime', agentName, '--json']);
const result = await run([
'invoke',
'--prompt',
'What is 3 + 5? Use the add_numbers tool.',
'--runtime',
agentName,
'--json',
]);
expect(result.exitCode, `Invoke failed: ${result.stderr}`).toBe(0);
const json = parseJsonOutput(result.stdout) as { success: boolean };
expect(json.success).toBe(true);
Expand DownExpand Up@@ -199,7 +206,7 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
};
expect(json.success).toBe(true);

const bundle = json.resources.find(r => r.resourceType === 'configBundle' && r.name === bundleName);
const bundle = json.resources.find(r => r.resourceType === 'config-bundle' && r.name === bundleName);
expect(bundle, `Config bundle "${bundleName}" should appear in status`).toBeDefined();

const evaluator = json.resources.find(r => r.resourceType === 'evaluator' && r.name === evalName);
Expand DownExpand Up@@ -368,7 +375,7 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
);
const json = parseJsonOutput(result.stdout) as Record<string, unknown>;
expect(json).toHaveProperty('success', true);
expect(json).toHaveProperty('batchEvaluateId');
expect(json).toHaveProperty('batchEvaluationId');
expect(json.status).toBeDefined();
expect(json.status).not.toBe('FAILED');
},
Expand DownExpand Up@@ -446,7 +453,7 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
agentName,
'--evaluator',
'Builtin.Faithfulness',
'--lookback',
'--days',
'1',
'--json',
]);
Expand DownExpand Up@@ -549,9 +556,7 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
'--runtime',
agentName,
'--tools',
'search:Searches the web for information',
'--tools',
'calculator:Performs mathematical calculations',
'add_numbers:Adds two numbers together',
'--lookback',
'1',
'--json',
Expand Down
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chore: sync main into preview (post-v0.13.0 fixes) by notgitika · Pull Request #1108 · aws/agentcore-cli · GitHub
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chore: sync main into preview (post-v0.13.0 fixes)#1108

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notgitika
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7
commits into

from

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chore: sync main into preview (post-v0.13.0 fixes)
#1108
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34bf37e

docs: remove CrewAI from supported frameworks (#1059)


jesseturner21 May 1, 2026
de149d2

chore(deps): override glob to ^13 to silence install deprecation warn…


minorun365 May 1, 2026
1abc598

fix: address formatting failure in docs (#1080)


Hweinstock May 1, 2026
5e1cd95

test: remove http-gateway-targets e2e test (#1090)


jariy17 May 1, 2026
aca5102

fix: sync e2e IAM policy and fix run eval flag (#1092)


jariy17 May 1, 2026
44ef7ba

fix: align E2E batch eval and recommendation tests with current API (…


notgitika May 1, 2026
af54208

fix: use correct resourceType for config bundle in E2E status test (#…


notgitika May 4, 2026

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1 change: 0 additions & 1 deletion
README.md

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Original file line numberDiff line numberDiff line change
Expand Up@@ -66,7 +66,6 @@ agentcore invoke
| ------------------- | ----------------------------- |
| Strands Agents | AWS-native, streaming support |
| LangChain/LangGraph | Graph-based workflows |
| CrewAI | Multi-agent orchestration |
| Google ADK | Gemini models only |
| OpenAI Agents | OpenAI models only |

Expand Down

38 changes: 11 additions & 27 deletions
docs/frameworks.md

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Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -9,7 +9,6 @@ for existing code.
| ----------------------- | ---------------------------------- |
| **Strands Agents** | Bedrock, Anthropic, OpenAI, Gemini |
| **LangChain_LangGraph** | Bedrock, Anthropic, OpenAI, Gemini |
| **CrewAI** | Bedrock, Anthropic, OpenAI, Gemini |
| **GoogleADK** | Gemini only |
| **OpenAIAgents** | OpenAI only |

Expand DownExpand Up@@ -62,21 +61,6 @@ Google's Agent Development Kit.
agentcore create --framework GoogleADK --model-provider Gemini
```

### CrewAI

Multi-agent orchestration framework.

**Best for:**

- Multi-agent workflows with role-based collaboration
- Projects requiring agent coordination and task delegation

**Model providers:** Bedrock, Anthropic, OpenAI, Gemini

```bash
agentcore create --framework CrewAI --model-provider Bedrock
```

### OpenAIAgents

OpenAI's native agent framework.
Expand DownExpand Up@@ -167,19 +151,19 @@ agentcore add agent \

## Framework Comparison

| Feature | Strands | LangChain | CrewAI | GoogleADK | OpenAIAgents |
| ---------------------- | ------- | --------- | -------- | --------- | ------------ |
| Multi-provider support | Yes | Yes | Yes | No | No |
| AWS Bedrock native | Yes | No | No | No  | No |
| Tool ecosystem | Growing | Extensive | Moderate | Moderate  | Moderate |
| Memory integration | Native | Via libs | Via libs | Via libs  | Via libs |
| Feature | Strands | LangChain | GoogleADK | OpenAIAgents |
| ---------------------- | ------- | --------- | --------- | ------------ |
| Multi-provider support | Yes | Yes | No | No |
| AWS Bedrock native | Yes | No | No | No |
| Tool ecosystem | Growing | Extensive | Moderate | Moderate |
| Memory integration | Native | Via libs | Via libs | Via libs |

## Protocol Compatibility

Not all frameworks support all protocol modes. MCP protocol is a standalone tool server with no framework.

| Protocol | Supported Frameworks |
| -------- | ------------------------------------------------------------- |
| **HTTP** | Strands, LangChain_LangGraph, CrewAI, GoogleADK, OpenAIAgents |
| **MCP** | None (standalone tool server) |
| **A2A** | Strands, GoogleADK, LangChain_LangGraph |
| Protocol | Supported Frameworks |
| -------- | ----------------------------------------------------- |
| **HTTP** | Strands, LangChain_LangGraph, GoogleADK, OpenAIAgents |
| **MCP** | None (standalone tool server) |
| **A2A** | Strands, GoogleADK, LangChain_LangGraph |

164 changes: 163 additions & 1 deletion
docs/policies/iam-policy-user.json

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Original file line numberDiff line numberDiff line change
Expand Up@@ -62,6 +62,8 @@
 "bedrock-agentcore:GetApiKeyCredentialProvider",
 "bedrock-agentcore:CreateApiKeyCredentialProvider",
 "bedrock-agentcore:UpdateApiKeyCredentialProvider",
 "bedrock-agentcore:DeleteApiKeyCredentialProvider",
 "bedrock-agentcore:ListApiKeyCredentialProviders",
 "bedrock-agentcore:GetOauth2CredentialProvider",
 "bedrock-agentcore:CreateOauth2CredentialProvider",
 "bedrock-agentcore:UpdateOauth2CredentialProvider",
Expand DownExpand Up@@ -114,7 +116,7 @@
 {
 "Sid": "BedrockModelInvocation",
 "Effect": "Allow",
 "Action": "bedrock:InvokeModel",
 "Action": ["bedrock:InvokeModel", "bedrock:InvokeModelWithResponseStream"],
 "Resource": "*"
 },
 {
Expand All@@ -135,6 +137,166 @@
 "s3:GetObject"
 ],
 "Resource": "*"
 },
 {
 "Sid": "AgentCoreResourceManagement",
 "Effect": "Allow",
 "Action": [
 "bedrock-agentcore:CreateAgentRuntime",
 "bedrock-agentcore:UpdateAgentRuntime",
 "bedrock-agentcore:DeleteAgentRuntime",
 "bedrock-agentcore:ListAgentRuntimes",
 "bedrock-agentcore:CreateAgentRuntimeEndpoint",
 "bedrock-agentcore:CreateWorkloadIdentity",
 "bedrock-agentcore:DeleteWorkloadIdentity",
 "bedrock-agentcore:CreateMemory",
 "bedrock-agentcore:GetMemory",
 "bedrock-agentcore:UpdateMemory",
 "bedrock-agentcore:DeleteMemory",
 "bedrock-agentcore:ListMemories",
 "bedrock-agentcore:CreateEvaluator",
 "bedrock-agentcore:DeleteEvaluator",
 "bedrock-agentcore:ListOnlineEvaluationConfigs",
 "bedrock-agentcore:TagResource",
 "bedrock-agentcore:ListTagsForResource",
 "bedrock-agentcore:CreateGateway",
 "bedrock-agentcore:UpdateGateway",
 "bedrock-agentcore:DeleteGateway",
 "bedrock-agentcore:GetGateway",
 "bedrock-agentcore:ListGateways",
 "bedrock-agentcore:CreateGatewayTarget",
 "bedrock-agentcore:UpdateGatewayTarget",
 "bedrock-agentcore:DeleteGatewayTarget",
 "bedrock-agentcore:GetGatewayTarget",
 "bedrock-agentcore:SynchronizeGatewayTargets"
 ],
 "Resource": "*"
 },
 {
 "Sid": "CloudFormationFull",
 "Effect": "Allow",
 "Action": "cloudformation:*",
 "Resource": "*"
 },
 {
 "Sid": "SsmParameterLookup",
 "Effect": "Allow",
 "Action": ["ssm:GetParameters", "ssm:GetParameter"],
 "Resource": "*"
 },
 {
 "Sid": "CloudFormationTemplateVerification",
 "Effect": "Allow",
 "Action": "cloudformation:GetTemplate",
 "Resource": "*"
 },
 {
 "Sid": "ImportTestIam",
 "Effect": "Allow",
 "Action": ["iam:GetRole", "iam:CreateRole", "iam:AttachRolePolicy", "iam:PutRolePolicy"],
 "Resource": "arn:aws:iam::ACCOUNT_ID:role/bugbash-agentcore-role"
 },
 {
 "Sid": "ImportTestPassRole",
 "Effect": "Allow",
 "Action": "iam:PassRole",
 "Resource": "arn:aws:iam::ACCOUNT_ID:role/bugbash-agentcore-role",
 "Condition": {
 "StringEquals": {
 "iam:PassedToService": "bedrock-agentcore.amazonaws.com"
 }
 }
 },
 {
 "Sid": "ImportTestS3",
 "Effect": "Allow",
 "Action": ["s3:ListBucket", "s3:CreateBucket", "s3:PutObject"],
 "Resource": "*"
 },
 {
 "Sid": "SecretsManager",
 "Effect": "Allow",
 "Action": ["secretsmanager:GetSecretValue", "secretsmanager:CreateSecret", "secretsmanager:DeleteSecret"],
 "Resource": "*"
 },
 {
 "Sid": "CustomJwtCognitoSetup",
 "Effect": "Allow",
 "Action": [
 "cognito-idp:CreateUserPool",
 "cognito-idp:CreateUserPoolDomain",
 "cognito-idp:CreateResourceServer",
 "cognito-idp:CreateUserPoolClient",
 "cognito-idp:DeleteResourceServer",
 "cognito-idp:DeleteUserPoolDomain",
 "cognito-idp:DeleteUserPool"
 ],
 "Resource": "*"
 },
 {
 "Sid": "HarnessManagement",
 "Effect": "Allow",
 "Action": [
 "bedrock-agentcore:CreateHarness",
 "bedrock-agentcore:GetHarness",
 "bedrock-agentcore:UpdateHarness",
 "bedrock-agentcore:DeleteHarness",
 "bedrock-agentcore:ListHarnesses",
 "bedrock-agentcore:InvokeHarness"
 ],
 "Resource": "*"
 },
 {
 "Sid": "HarnessPassRole",
 "Effect": "Allow",
 "Action": "iam:PassRole",
 "Resource": "arn:aws:iam::ACCOUNT_ID:role/*",
 "Condition": {
 "StringEquals": {
 "iam:PassedToService": "bedrock-agentcore.amazonaws.com"
 }
 }
 },
 {
 "Sid": "ConfigBundleManagement",
 "Effect": "Allow",
 "Action": [
 "bedrock-agentcore:CreateConfigurationBundle",
 "bedrock-agentcore:UpdateConfigurationBundle",
 "bedrock-agentcore:DeleteConfigurationBundle",
 "bedrock-agentcore:GetConfigurationBundle",
 "bedrock-agentcore:GetConfigurationBundleVersion",
 "bedrock-agentcore:ListConfigurationBundles",
 "bedrock-agentcore:ListConfigurationBundleVersions"
 ],
 "Resource": "*"
 },
 {
 "Sid": "HttpGatewayIamRoleManagement",
 "Effect": "Allow",
 "Action": [
 "iam:CreateRole",
 "iam:DeleteRole",
 "iam:GetRole",
 "iam:PutRolePolicy",
 "iam:DeleteRolePolicy",
 "iam:TagRole",
 "iam:PassRole"
 ],
 "Resource": "arn:aws:iam::*:role/AgentCore-*"
 },
 {
 "Sid": "BatchEvalAndRecommendation",
 "Effect": "Allow",
 "Action": [
 "bedrock-agentcore:StartBatchEvaluation",
 "bedrock-agentcore:GetBatchEvaluation",
 "bedrock-agentcore:ListBatchEvaluations",
 "bedrock-agentcore:StartRecommendation",
 "bedrock-agentcore:GetRecommendation",
 "bedrock-agentcore:ListRecommendations"
 ],
 "Resource": "*"
 }
 ]
}

19 changes: 12 additions & 7 deletions
e2e-tests/config-bundle-eval-rec.test.ts

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -171,7 +171,14 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
 async () => {
 await retry(
 async () => {
 const result = await run(['invoke', '--prompt', 'Say hello', '--runtime', agentName, '--json']);
 const result = await run([
 'invoke',
 '--prompt',
 'What is 3 + 5? Use the add_numbers tool.',
 '--runtime',
 agentName,
 '--json',
 ]);
 expect(result.exitCode, `Invoke failed: ${result.stderr}`).toBe(0);
 const json = parseJsonOutput(result.stdout) as { success: boolean };
 expect(json.success).toBe(true);
Expand DownExpand Up@@ -199,7 +206,7 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
 };
 expect(json.success).toBe(true);

 const bundle = json.resources.find(r => r.resourceType === 'configBundle' && r.name === bundleName);
 const bundle = json.resources.find(r => r.resourceType === 'config-bundle' && r.name === bundleName);
 expect(bundle, `Config bundle "${bundleName}" should appear in status`).toBeDefined();

 const evaluator = json.resources.find(r => r.resourceType === 'evaluator' && r.name === evalName);
Expand DownExpand Up@@ -368,7 +375,7 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
 );
 const json = parseJsonOutput(result.stdout) as Record<string, unknown>;
 expect(json).toHaveProperty('success', true);
 expect(json).toHaveProperty('batchEvaluateId');
 expect(json).toHaveProperty('batchEvaluationId');
 expect(json.status).toBeDefined();
 expect(json.status).not.toBe('FAILED');
 },
Expand DownExpand Up@@ -446,7 +453,7 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
 agentName,
 '--evaluator',
 'Builtin.Faithfulness',
 '--lookback',
 '--days',
 '1',
 '--json',
 ]);
Expand DownExpand Up@@ -549,9 +556,7 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
 '--runtime',
 agentName,
 '--tools',
 'search:Searches the web for information',
 '--tools',
 'calculator:Performs mathematical calculations',
 'add_numbers:Adds two numbers together',
 '--lookback',
 '1',
 '--json',
Expand Down
Loading
Loading

, 'i');
if (__m === '*' || __re.test(location.href)) {
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color-scheme: dark light;
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chore: sync main into preview (post-v0.13.0 fixes) by notgitika · Pull Request #1108 · aws/agentcore-cli · GitHub
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chore: sync main into preview (post-v0.13.0 fixes)#1108

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chore: sync main into preview (post-v0.13.0 fixes)
#1108
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34bf37e

docs: remove CrewAI from supported frameworks (#1059)


jesseturner21 May 1, 2026
de149d2

chore(deps): override glob to ^13 to silence install deprecation warn…


minorun365 May 1, 2026
1abc598

fix: address formatting failure in docs (#1080)


Hweinstock May 1, 2026
5e1cd95

test: remove http-gateway-targets e2e test (#1090)


jariy17 May 1, 2026
aca5102

fix: sync e2e IAM policy and fix run eval flag (#1092)


jariy17 May 1, 2026
44ef7ba

fix: align E2E batch eval and recommendation tests with current API (…


notgitika May 1, 2026
af54208

fix: use correct resourceType for config bundle in E2E status test (#…


notgitika May 4, 2026

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README.md

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Original file line numberDiff line numberDiff line change
Expand Up@@ -66,7 +66,6 @@ agentcore invoke
| ------------------- | ----------------------------- |
| Strands Agents | AWS-native, streaming support |
| LangChain/LangGraph | Graph-based workflows |
| CrewAI | Multi-agent orchestration |
| Google ADK | Gemini models only |
| OpenAI Agents | OpenAI models only |

Expand Down

38 changes: 11 additions & 27 deletions
docs/frameworks.md

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Original file line numberDiff line numberDiff line change
Expand Up@@ -9,7 +9,6 @@ for existing code.
| ----------------------- | ---------------------------------- |
| **Strands Agents** | Bedrock, Anthropic, OpenAI, Gemini |
| **LangChain_LangGraph** | Bedrock, Anthropic, OpenAI, Gemini |
| **CrewAI** | Bedrock, Anthropic, OpenAI, Gemini |
| **GoogleADK** | Gemini only |
| **OpenAIAgents** | OpenAI only |

Expand DownExpand Up@@ -62,21 +61,6 @@ Google's Agent Development Kit.
agentcore create --framework GoogleADK --model-provider Gemini
```

### CrewAI

Multi-agent orchestration framework.

**Best for:**

- Multi-agent workflows with role-based collaboration
- Projects requiring agent coordination and task delegation

**Model providers:** Bedrock, Anthropic, OpenAI, Gemini

```bash
agentcore create --framework CrewAI --model-provider Bedrock
```

### OpenAIAgents

OpenAI's native agent framework.
Expand DownExpand Up@@ -167,19 +151,19 @@ agentcore add agent \

## Framework Comparison

| Feature | Strands | LangChain | CrewAI | GoogleADK | OpenAIAgents |
| ---------------------- | ------- | --------- | -------- | --------- | ------------ |
| Multi-provider support | Yes | Yes | Yes | No | No |
| AWS Bedrock native | Yes | No | No | No  | No |
| Tool ecosystem | Growing | Extensive | Moderate | Moderate  | Moderate |
| Memory integration | Native | Via libs | Via libs | Via libs  | Via libs |
| Feature | Strands | LangChain | GoogleADK | OpenAIAgents |
| ---------------------- | ------- | --------- | --------- | ------------ |
| Multi-provider support | Yes | Yes | No | No |
| AWS Bedrock native | Yes | No | No | No |
| Tool ecosystem | Growing | Extensive | Moderate | Moderate |
| Memory integration | Native | Via libs | Via libs | Via libs |

## Protocol Compatibility

Not all frameworks support all protocol modes. MCP protocol is a standalone tool server with no framework.

| Protocol | Supported Frameworks |
| -------- | ------------------------------------------------------------- |
| **HTTP** | Strands, LangChain_LangGraph, CrewAI, GoogleADK, OpenAIAgents |
| **MCP** | None (standalone tool server) |
| **A2A** | Strands, GoogleADK, LangChain_LangGraph |
| Protocol | Supported Frameworks |
| -------- | ----------------------------------------------------- |
| **HTTP** | Strands, LangChain_LangGraph, GoogleADK, OpenAIAgents |
| **MCP** | None (standalone tool server) |
| **A2A** | Strands, GoogleADK, LangChain_LangGraph |

164 changes: 163 additions & 1 deletion
docs/policies/iam-policy-user.json

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Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -62,6 +62,8 @@
 "bedrock-agentcore:GetApiKeyCredentialProvider",
 "bedrock-agentcore:CreateApiKeyCredentialProvider",
 "bedrock-agentcore:UpdateApiKeyCredentialProvider",
 "bedrock-agentcore:DeleteApiKeyCredentialProvider",
 "bedrock-agentcore:ListApiKeyCredentialProviders",
 "bedrock-agentcore:GetOauth2CredentialProvider",
 "bedrock-agentcore:CreateOauth2CredentialProvider",
 "bedrock-agentcore:UpdateOauth2CredentialProvider",
Expand DownExpand Up@@ -114,7 +116,7 @@
 {
 "Sid": "BedrockModelInvocation",
 "Effect": "Allow",
 "Action": "bedrock:InvokeModel",
 "Action": ["bedrock:InvokeModel", "bedrock:InvokeModelWithResponseStream"],
 "Resource": "*"
 },
 {
Expand All@@ -135,6 +137,166 @@
 "s3:GetObject"
 ],
 "Resource": "*"
 },
 {
 "Sid": "AgentCoreResourceManagement",
 "Effect": "Allow",
 "Action": [
 "bedrock-agentcore:CreateAgentRuntime",
 "bedrock-agentcore:UpdateAgentRuntime",
 "bedrock-agentcore:DeleteAgentRuntime",
 "bedrock-agentcore:ListAgentRuntimes",
 "bedrock-agentcore:CreateAgentRuntimeEndpoint",
 "bedrock-agentcore:CreateWorkloadIdentity",
 "bedrock-agentcore:DeleteWorkloadIdentity",
 "bedrock-agentcore:CreateMemory",
 "bedrock-agentcore:GetMemory",
 "bedrock-agentcore:UpdateMemory",
 "bedrock-agentcore:DeleteMemory",
 "bedrock-agentcore:ListMemories",
 "bedrock-agentcore:CreateEvaluator",
 "bedrock-agentcore:DeleteEvaluator",
 "bedrock-agentcore:ListOnlineEvaluationConfigs",
 "bedrock-agentcore:TagResource",
 "bedrock-agentcore:ListTagsForResource",
 "bedrock-agentcore:CreateGateway",
 "bedrock-agentcore:UpdateGateway",
 "bedrock-agentcore:DeleteGateway",
 "bedrock-agentcore:GetGateway",
 "bedrock-agentcore:ListGateways",
 "bedrock-agentcore:CreateGatewayTarget",
 "bedrock-agentcore:UpdateGatewayTarget",
 "bedrock-agentcore:DeleteGatewayTarget",
 "bedrock-agentcore:GetGatewayTarget",
 "bedrock-agentcore:SynchronizeGatewayTargets"
 ],
 "Resource": "*"
 },
 {
 "Sid": "CloudFormationFull",
 "Effect": "Allow",
 "Action": "cloudformation:*",
 "Resource": "*"
 },
 {
 "Sid": "SsmParameterLookup",
 "Effect": "Allow",
 "Action": ["ssm:GetParameters", "ssm:GetParameter"],
 "Resource": "*"
 },
 {
 "Sid": "CloudFormationTemplateVerification",
 "Effect": "Allow",
 "Action": "cloudformation:GetTemplate",
 "Resource": "*"
 },
 {
 "Sid": "ImportTestIam",
 "Effect": "Allow",
 "Action": ["iam:GetRole", "iam:CreateRole", "iam:AttachRolePolicy", "iam:PutRolePolicy"],
 "Resource": "arn:aws:iam::ACCOUNT_ID:role/bugbash-agentcore-role"
 },
 {
 "Sid": "ImportTestPassRole",
 "Effect": "Allow",
 "Action": "iam:PassRole",
 "Resource": "arn:aws:iam::ACCOUNT_ID:role/bugbash-agentcore-role",
 "Condition": {
 "StringEquals": {
 "iam:PassedToService": "bedrock-agentcore.amazonaws.com"
 }
 }
 },
 {
 "Sid": "ImportTestS3",
 "Effect": "Allow",
 "Action": ["s3:ListBucket", "s3:CreateBucket", "s3:PutObject"],
 "Resource": "*"
 },
 {
 "Sid": "SecretsManager",
 "Effect": "Allow",
 "Action": ["secretsmanager:GetSecretValue", "secretsmanager:CreateSecret", "secretsmanager:DeleteSecret"],
 "Resource": "*"
 },
 {
 "Sid": "CustomJwtCognitoSetup",
 "Effect": "Allow",
 "Action": [
 "cognito-idp:CreateUserPool",
 "cognito-idp:CreateUserPoolDomain",
 "cognito-idp:CreateResourceServer",
 "cognito-idp:CreateUserPoolClient",
 "cognito-idp:DeleteResourceServer",
 "cognito-idp:DeleteUserPoolDomain",
 "cognito-idp:DeleteUserPool"
 ],
 "Resource": "*"
 },
 {
 "Sid": "HarnessManagement",
 "Effect": "Allow",
 "Action": [
 "bedrock-agentcore:CreateHarness",
 "bedrock-agentcore:GetHarness",
 "bedrock-agentcore:UpdateHarness",
 "bedrock-agentcore:DeleteHarness",
 "bedrock-agentcore:ListHarnesses",
 "bedrock-agentcore:InvokeHarness"
 ],
 "Resource": "*"
 },
 {
 "Sid": "HarnessPassRole",
 "Effect": "Allow",
 "Action": "iam:PassRole",
 "Resource": "arn:aws:iam::ACCOUNT_ID:role/*",
 "Condition": {
 "StringEquals": {
 "iam:PassedToService": "bedrock-agentcore.amazonaws.com"
 }
 }
 },
 {
 "Sid": "ConfigBundleManagement",
 "Effect": "Allow",
 "Action": [
 "bedrock-agentcore:CreateConfigurationBundle",
 "bedrock-agentcore:UpdateConfigurationBundle",
 "bedrock-agentcore:DeleteConfigurationBundle",
 "bedrock-agentcore:GetConfigurationBundle",
 "bedrock-agentcore:GetConfigurationBundleVersion",
 "bedrock-agentcore:ListConfigurationBundles",
 "bedrock-agentcore:ListConfigurationBundleVersions"
 ],
 "Resource": "*"
 },
 {
 "Sid": "HttpGatewayIamRoleManagement",
 "Effect": "Allow",
 "Action": [
 "iam:CreateRole",
 "iam:DeleteRole",
 "iam:GetRole",
 "iam:PutRolePolicy",
 "iam:DeleteRolePolicy",
 "iam:TagRole",
 "iam:PassRole"
 ],
 "Resource": "arn:aws:iam::*:role/AgentCore-*"
 },
 {
 "Sid": "BatchEvalAndRecommendation",
 "Effect": "Allow",
 "Action": [
 "bedrock-agentcore:StartBatchEvaluation",
 "bedrock-agentcore:GetBatchEvaluation",
 "bedrock-agentcore:ListBatchEvaluations",
 "bedrock-agentcore:StartRecommendation",
 "bedrock-agentcore:GetRecommendation",
 "bedrock-agentcore:ListRecommendations"
 ],
 "Resource": "*"
 }
 ]
}

19 changes: 12 additions & 7 deletions
e2e-tests/config-bundle-eval-rec.test.ts

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Original file line numberDiff line numberDiff line change
Expand Up@@ -171,7 +171,14 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
 async () => {
 await retry(
 async () => {
 const result = await run(['invoke', '--prompt', 'Say hello', '--runtime', agentName, '--json']);
 const result = await run([
 'invoke',
 '--prompt',
 'What is 3 + 5? Use the add_numbers tool.',
 '--runtime',
 agentName,
 '--json',
 ]);
 expect(result.exitCode, `Invoke failed: ${result.stderr}`).toBe(0);
 const json = parseJsonOutput(result.stdout) as { success: boolean };
 expect(json.success).toBe(true);
Expand DownExpand Up@@ -199,7 +206,7 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
 };
 expect(json.success).toBe(true);

 const bundle = json.resources.find(r => r.resourceType === 'configBundle' && r.name === bundleName);
 const bundle = json.resources.find(r => r.resourceType === 'config-bundle' && r.name === bundleName);
 expect(bundle, `Config bundle "${bundleName}" should appear in status`).toBeDefined();

 const evaluator = json.resources.find(r => r.resourceType === 'evaluator' && r.name === evalName);
Expand DownExpand Up@@ -368,7 +375,7 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
 );
 const json = parseJsonOutput(result.stdout) as Record<string, unknown>;
 expect(json).toHaveProperty('success', true);
 expect(json).toHaveProperty('batchEvaluateId');
 expect(json).toHaveProperty('batchEvaluationId');
 expect(json.status).toBeDefined();
 expect(json.status).not.toBe('FAILED');
 },
Expand DownExpand Up@@ -446,7 +453,7 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
 agentName,
 '--evaluator',
 'Builtin.Faithfulness',
 '--lookback',
 '--days',
 '1',
 '--json',
 ]);
Expand DownExpand Up@@ -549,9 +556,7 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
 '--runtime',
 agentName,
 '--tools',
 'search:Searches the web for information',
 '--tools',
 'calculator:Performs mathematical calculations',
 'add_numbers:Adds two numbers together',
 '--lookback',
 '1',
 '--json',
Expand Down
Loading
Loading

, 'i');
if (__m === '*' || __re.test(location.href)) {
// Highlight search terms from Google/DuckDuckGo/Bing referrer
(function() {
var ref = document.referrer;
var terms = [];
if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {
var url = new URL(ref);
var q = url.searchParams.get('q') || url.searchParams.get('p');
if (q) {
terms = q.split(/\s+/).filter(function(t) { return t.length > 2; });
}
}
if (terms.length === 0) return;
var style = document.createElement('style');
style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';
document.head.appendChild(style);
function highlight(node) {
if (node.nodeType === 3) { // text node
var text = node.textContent;
var found = false;
terms.forEach(function(term) {
var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\]\\]/g, '\\') + ')', 'gi');
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found = true;
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if (i % 2 === 0) {
frag.appendChild(document.createTextNode(part));
} else {
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span.className = 'userscript-highlight';
span.textContent = part;
frag.appendChild(span);
}
});
node.parentNode.replaceChild(frag, node);
}
});
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var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];
if (!skipTags.includes(node.tagName)) {
Array.from(node.childNodes).forEach(highlight);
}
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}
highlight(document.body);
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mutations.forEach(function(m) {
m.addedNodes.forEach(function(node) {
if (node.nodeType === 1 || node.nodeType === 3) highlight(node);
});
});
});
observer.observe(document.body, { childList: true, subtree: true });
})();
}
} catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); }
})();
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try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '
chore: sync main into preview (post-v0.13.0 fixes) by notgitika · Pull Request #1108 · aws/agentcore-cli · GitHub
Skip to content
chore: sync main into preview (post-v0.13.0 fixes)#1108

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 Closed

notgitika
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commits into

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chore: sync main into preview (post-v0.13.0 fixes)
#1108
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34bf37e

docs: remove CrewAI from supported frameworks (#1059)


jesseturner21 May 1, 2026
de149d2

chore(deps): override glob to ^13 to silence install deprecation warn…


minorun365 May 1, 2026
1abc598

fix: address formatting failure in docs (#1080)


Hweinstock May 1, 2026
5e1cd95

test: remove http-gateway-targets e2e test (#1090)


jariy17 May 1, 2026
aca5102

fix: sync e2e IAM policy and fix run eval flag (#1092)


jariy17 May 1, 2026
44ef7ba

fix: align E2E batch eval and recommendation tests with current API (…


notgitika May 1, 2026
af54208

fix: use correct resourceType for config bundle in E2E status test (#…


notgitika May 4, 2026

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README.md

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Original file line numberDiff line numberDiff line change
Expand Up@@ -66,7 +66,6 @@ agentcore invoke
| ------------------- | ----------------------------- |
| Strands Agents | AWS-native, streaming support |
| LangChain/LangGraph | Graph-based workflows |
| CrewAI | Multi-agent orchestration |
| Google ADK | Gemini models only |
| OpenAI Agents | OpenAI models only |

Expand Down

38 changes: 11 additions & 27 deletions
docs/frameworks.md

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -9,7 +9,6 @@ for existing code.
| ----------------------- | ---------------------------------- |
| **Strands Agents** | Bedrock, Anthropic, OpenAI, Gemini |
| **LangChain_LangGraph** | Bedrock, Anthropic, OpenAI, Gemini |
| **CrewAI** | Bedrock, Anthropic, OpenAI, Gemini |
| **GoogleADK** | Gemini only |
| **OpenAIAgents** | OpenAI only |

Expand DownExpand Up@@ -62,21 +61,6 @@ Google's Agent Development Kit.
agentcore create --framework GoogleADK --model-provider Gemini
```

### CrewAI

Multi-agent orchestration framework.

**Best for:**

- Multi-agent workflows with role-based collaboration
- Projects requiring agent coordination and task delegation

**Model providers:** Bedrock, Anthropic, OpenAI, Gemini

```bash
agentcore create --framework CrewAI --model-provider Bedrock
```

### OpenAIAgents

OpenAI's native agent framework.
Expand DownExpand Up@@ -167,19 +151,19 @@ agentcore add agent \

## Framework Comparison

| Feature | Strands | LangChain | CrewAI | GoogleADK | OpenAIAgents |
| ---------------------- | ------- | --------- | -------- | --------- | ------------ |
| Multi-provider support | Yes | Yes | Yes | No | No |
| AWS Bedrock native | Yes | No | No | No  | No |
| Tool ecosystem | Growing | Extensive | Moderate | Moderate  | Moderate |
| Memory integration | Native | Via libs | Via libs | Via libs  | Via libs |
| Feature | Strands | LangChain | GoogleADK | OpenAIAgents |
| ---------------------- | ------- | --------- | --------- | ------------ |
| Multi-provider support | Yes | Yes | No | No |
| AWS Bedrock native | Yes | No | No | No |
| Tool ecosystem | Growing | Extensive | Moderate | Moderate |
| Memory integration | Native | Via libs | Via libs | Via libs |

## Protocol Compatibility

Not all frameworks support all protocol modes. MCP protocol is a standalone tool server with no framework.

| Protocol | Supported Frameworks |
| -------- | ------------------------------------------------------------- |
| **HTTP** | Strands, LangChain_LangGraph, CrewAI, GoogleADK, OpenAIAgents |
| **MCP** | None (standalone tool server) |
| **A2A** | Strands, GoogleADK, LangChain_LangGraph |
| Protocol | Supported Frameworks |
| -------- | ----------------------------------------------------- |
| **HTTP** | Strands, LangChain_LangGraph, GoogleADK, OpenAIAgents |
| **MCP** | None (standalone tool server) |
| **A2A** | Strands, GoogleADK, LangChain_LangGraph |

164 changes: 163 additions & 1 deletion
docs/policies/iam-policy-user.json

View file


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Original file line numberDiff line numberDiff line change
Expand Up@@ -62,6 +62,8 @@
 "bedrock-agentcore:GetApiKeyCredentialProvider",
 "bedrock-agentcore:CreateApiKeyCredentialProvider",
 "bedrock-agentcore:UpdateApiKeyCredentialProvider",
 "bedrock-agentcore:DeleteApiKeyCredentialProvider",
 "bedrock-agentcore:ListApiKeyCredentialProviders",
 "bedrock-agentcore:GetOauth2CredentialProvider",
 "bedrock-agentcore:CreateOauth2CredentialProvider",
 "bedrock-agentcore:UpdateOauth2CredentialProvider",
Expand DownExpand Up@@ -114,7 +116,7 @@
 {
 "Sid": "BedrockModelInvocation",
 "Effect": "Allow",
 "Action": "bedrock:InvokeModel",
 "Action": ["bedrock:InvokeModel", "bedrock:InvokeModelWithResponseStream"],
 "Resource": "*"
 },
 {
Expand All@@ -135,6 +137,166 @@
 "s3:GetObject"
 ],
 "Resource": "*"
 },
 {
 "Sid": "AgentCoreResourceManagement",
 "Effect": "Allow",
 "Action": [
 "bedrock-agentcore:CreateAgentRuntime",
 "bedrock-agentcore:UpdateAgentRuntime",
 "bedrock-agentcore:DeleteAgentRuntime",
 "bedrock-agentcore:ListAgentRuntimes",
 "bedrock-agentcore:CreateAgentRuntimeEndpoint",
 "bedrock-agentcore:CreateWorkloadIdentity",
 "bedrock-agentcore:DeleteWorkloadIdentity",
 "bedrock-agentcore:CreateMemory",
 "bedrock-agentcore:GetMemory",
 "bedrock-agentcore:UpdateMemory",
 "bedrock-agentcore:DeleteMemory",
 "bedrock-agentcore:ListMemories",
 "bedrock-agentcore:CreateEvaluator",
 "bedrock-agentcore:DeleteEvaluator",
 "bedrock-agentcore:ListOnlineEvaluationConfigs",
 "bedrock-agentcore:TagResource",
 "bedrock-agentcore:ListTagsForResource",
 "bedrock-agentcore:CreateGateway",
 "bedrock-agentcore:UpdateGateway",
 "bedrock-agentcore:DeleteGateway",
 "bedrock-agentcore:GetGateway",
 "bedrock-agentcore:ListGateways",
 "bedrock-agentcore:CreateGatewayTarget",
 "bedrock-agentcore:UpdateGatewayTarget",
 "bedrock-agentcore:DeleteGatewayTarget",
 "bedrock-agentcore:GetGatewayTarget",
 "bedrock-agentcore:SynchronizeGatewayTargets"
 ],
 "Resource": "*"
 },
 {
 "Sid": "CloudFormationFull",
 "Effect": "Allow",
 "Action": "cloudformation:*",
 "Resource": "*"
 },
 {
 "Sid": "SsmParameterLookup",
 "Effect": "Allow",
 "Action": ["ssm:GetParameters", "ssm:GetParameter"],
 "Resource": "*"
 },
 {
 "Sid": "CloudFormationTemplateVerification",
 "Effect": "Allow",
 "Action": "cloudformation:GetTemplate",
 "Resource": "*"
 },
 {
 "Sid": "ImportTestIam",
 "Effect": "Allow",
 "Action": ["iam:GetRole", "iam:CreateRole", "iam:AttachRolePolicy", "iam:PutRolePolicy"],
 "Resource": "arn:aws:iam::ACCOUNT_ID:role/bugbash-agentcore-role"
 },
 {
 "Sid": "ImportTestPassRole",
 "Effect": "Allow",
 "Action": "iam:PassRole",
 "Resource": "arn:aws:iam::ACCOUNT_ID:role/bugbash-agentcore-role",
 "Condition": {
 "StringEquals": {
 "iam:PassedToService": "bedrock-agentcore.amazonaws.com"
 }
 }
 },
 {
 "Sid": "ImportTestS3",
 "Effect": "Allow",
 "Action": ["s3:ListBucket", "s3:CreateBucket", "s3:PutObject"],
 "Resource": "*"
 },
 {
 "Sid": "SecretsManager",
 "Effect": "Allow",
 "Action": ["secretsmanager:GetSecretValue", "secretsmanager:CreateSecret", "secretsmanager:DeleteSecret"],
 "Resource": "*"
 },
 {
 "Sid": "CustomJwtCognitoSetup",
 "Effect": "Allow",
 "Action": [
 "cognito-idp:CreateUserPool",
 "cognito-idp:CreateUserPoolDomain",
 "cognito-idp:CreateResourceServer",
 "cognito-idp:CreateUserPoolClient",
 "cognito-idp:DeleteResourceServer",
 "cognito-idp:DeleteUserPoolDomain",
 "cognito-idp:DeleteUserPool"
 ],
 "Resource": "*"
 },
 {
 "Sid": "HarnessManagement",
 "Effect": "Allow",
 "Action": [
 "bedrock-agentcore:CreateHarness",
 "bedrock-agentcore:GetHarness",
 "bedrock-agentcore:UpdateHarness",
 "bedrock-agentcore:DeleteHarness",
 "bedrock-agentcore:ListHarnesses",
 "bedrock-agentcore:InvokeHarness"
 ],
 "Resource": "*"
 },
 {
 "Sid": "HarnessPassRole",
 "Effect": "Allow",
 "Action": "iam:PassRole",
 "Resource": "arn:aws:iam::ACCOUNT_ID:role/*",
 "Condition": {
 "StringEquals": {
 "iam:PassedToService": "bedrock-agentcore.amazonaws.com"
 }
 }
 },
 {
 "Sid": "ConfigBundleManagement",
 "Effect": "Allow",
 "Action": [
 "bedrock-agentcore:CreateConfigurationBundle",
 "bedrock-agentcore:UpdateConfigurationBundle",
 "bedrock-agentcore:DeleteConfigurationBundle",
 "bedrock-agentcore:GetConfigurationBundle",
 "bedrock-agentcore:GetConfigurationBundleVersion",
 "bedrock-agentcore:ListConfigurationBundles",
 "bedrock-agentcore:ListConfigurationBundleVersions"
 ],
 "Resource": "*"
 },
 {
 "Sid": "HttpGatewayIamRoleManagement",
 "Effect": "Allow",
 "Action": [
 "iam:CreateRole",
 "iam:DeleteRole",
 "iam:GetRole",
 "iam:PutRolePolicy",
 "iam:DeleteRolePolicy",
 "iam:TagRole",
 "iam:PassRole"
 ],
 "Resource": "arn:aws:iam::*:role/AgentCore-*"
 },
 {
 "Sid": "BatchEvalAndRecommendation",
 "Effect": "Allow",
 "Action": [
 "bedrock-agentcore:StartBatchEvaluation",
 "bedrock-agentcore:GetBatchEvaluation",
 "bedrock-agentcore:ListBatchEvaluations",
 "bedrock-agentcore:StartRecommendation",
 "bedrock-agentcore:GetRecommendation",
 "bedrock-agentcore:ListRecommendations"
 ],
 "Resource": "*"
 }
 ]
}

19 changes: 12 additions & 7 deletions
e2e-tests/config-bundle-eval-rec.test.ts

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -171,7 +171,14 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
 async () => {
 await retry(
 async () => {
 const result = await run(['invoke', '--prompt', 'Say hello', '--runtime', agentName, '--json']);
 const result = await run([
 'invoke',
 '--prompt',
 'What is 3 + 5? Use the add_numbers tool.',
 '--runtime',
 agentName,
 '--json',
 ]);
 expect(result.exitCode, `Invoke failed: ${result.stderr}`).toBe(0);
 const json = parseJsonOutput(result.stdout) as { success: boolean };
 expect(json.success).toBe(true);
Expand DownExpand Up@@ -199,7 +206,7 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
 };
 expect(json.success).toBe(true);

 const bundle = json.resources.find(r => r.resourceType === 'configBundle' && r.name === bundleName);
 const bundle = json.resources.find(r => r.resourceType === 'config-bundle' && r.name === bundleName);
 expect(bundle, `Config bundle "${bundleName}" should appear in status`).toBeDefined();

 const evaluator = json.resources.find(r => r.resourceType === 'evaluator' && r.name === evalName);
Expand DownExpand Up@@ -368,7 +375,7 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
 );
 const json = parseJsonOutput(result.stdout) as Record<string, unknown>;
 expect(json).toHaveProperty('success', true);
 expect(json).toHaveProperty('batchEvaluateId');
 expect(json).toHaveProperty('batchEvaluationId');
 expect(json.status).toBeDefined();
 expect(json.status).not.toBe('FAILED');
 },
Expand DownExpand Up@@ -446,7 +453,7 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
 agentName,
 '--evaluator',
 'Builtin.Faithfulness',
 '--lookback',
 '--days',
 '1',
 '--json',
 ]);
Expand DownExpand Up@@ -549,9 +556,7 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
 '--runtime',
 agentName,
 '--tools',
 'search:Searches the web for information',
 '--tools',
 'calculator:Performs mathematical calculations',
 'add_numbers:Adds two numbers together',
 '--lookback',
 '1',
 '--json',
Expand Down
Loading
Loading

, 'i');
if (__m === '*' || __re.test(location.href)) {
// Strip utm_, fbclid, gclid, etc. from all links on page
(function() {
var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',
'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',
'ref', 'ref_src', 'source', 'medium', 'campaign'];
function cleanUrl(url) {
try {
var u = new URL(url, window.location.origin);
var changed = false;
trackingParams.forEach(function(p) {
if (u.searchParams.has(p)) {
u.searchParams.delete(p);
changed = true;
}
});
return changed ? u.toString() : url;
} catch (e) {
return url;
}
}
function cleanLinks() {
document.querySelectorAll('a[href]').forEach(function(a) {
var clean = cleanUrl(a.href);
if (clean !== a.href) a.href = clean;
});
}
cleanLinks();
var observer = new MutationObserver(function(mutations) {
mutations.forEach(function(m) {
m.addedNodes.forEach(function(node) {
if (node.nodeType === 1) {
if (node.tagName === 'A') cleanLinks();
node.querySelectorAll('a[href]').forEach(function(a) {
var clean = cleanUrl(a.href);
if (clean !== a.href) a.href = clean;
});
}
});
});
});
observer.observe(document.body, { childList: true, subtree: true });
})();
}
} catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); }
})();
(function(){
try {
var __m = "youtube.com";
var __re = new RegExp('^' + "youtube\\.com" + '
chore: sync main into preview (post-v0.13.0 fixes) by notgitika · Pull Request #1108 · aws/agentcore-cli · GitHub
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chore: sync main into preview (post-v0.13.0 fixes)#1108

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chore: sync main into preview (post-v0.13.0 fixes)
#1108
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34bf37e

docs: remove CrewAI from supported frameworks (#1059)


jesseturner21 May 1, 2026
de149d2

chore(deps): override glob to ^13 to silence install deprecation warn…


minorun365 May 1, 2026
1abc598

fix: address formatting failure in docs (#1080)


Hweinstock May 1, 2026
5e1cd95

test: remove http-gateway-targets e2e test (#1090)


jariy17 May 1, 2026
aca5102

fix: sync e2e IAM policy and fix run eval flag (#1092)


jariy17 May 1, 2026
44ef7ba

fix: align E2E batch eval and recommendation tests with current API (…


notgitika May 1, 2026
af54208

fix: use correct resourceType for config bundle in E2E status test (#…


notgitika May 4, 2026

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README.md

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Original file line numberDiff line numberDiff line change
Expand Up@@ -66,7 +66,6 @@ agentcore invoke
| ------------------- | ----------------------------- |
| Strands Agents | AWS-native, streaming support |
| LangChain/LangGraph | Graph-based workflows |
| CrewAI | Multi-agent orchestration |
| Google ADK | Gemini models only |
| OpenAI Agents | OpenAI models only |

Expand Down

38 changes: 11 additions & 27 deletions
docs/frameworks.md

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -9,7 +9,6 @@ for existing code.
| ----------------------- | ---------------------------------- |
| **Strands Agents** | Bedrock, Anthropic, OpenAI, Gemini |
| **LangChain_LangGraph** | Bedrock, Anthropic, OpenAI, Gemini |
| **CrewAI** | Bedrock, Anthropic, OpenAI, Gemini |
| **GoogleADK** | Gemini only |
| **OpenAIAgents** | OpenAI only |

Expand DownExpand Up@@ -62,21 +61,6 @@ Google's Agent Development Kit.
agentcore create --framework GoogleADK --model-provider Gemini
```

### CrewAI

Multi-agent orchestration framework.

**Best for:**

- Multi-agent workflows with role-based collaboration
- Projects requiring agent coordination and task delegation

**Model providers:** Bedrock, Anthropic, OpenAI, Gemini

```bash
agentcore create --framework CrewAI --model-provider Bedrock
```

### OpenAIAgents

OpenAI's native agent framework.
Expand DownExpand Up@@ -167,19 +151,19 @@ agentcore add agent \

## Framework Comparison

| Feature | Strands | LangChain | CrewAI | GoogleADK | OpenAIAgents |
| ---------------------- | ------- | --------- | -------- | --------- | ------------ |
| Multi-provider support | Yes | Yes | Yes | No | No |
| AWS Bedrock native | Yes | No | No | No  | No |
| Tool ecosystem | Growing | Extensive | Moderate | Moderate  | Moderate |
| Memory integration | Native | Via libs | Via libs | Via libs  | Via libs |
| Feature | Strands | LangChain | GoogleADK | OpenAIAgents |
| ---------------------- | ------- | --------- | --------- | ------------ |
| Multi-provider support | Yes | Yes | No | No |
| AWS Bedrock native | Yes | No | No | No |
| Tool ecosystem | Growing | Extensive | Moderate | Moderate |
| Memory integration | Native | Via libs | Via libs | Via libs |

## Protocol Compatibility

Not all frameworks support all protocol modes. MCP protocol is a standalone tool server with no framework.

| Protocol | Supported Frameworks |
| -------- | ------------------------------------------------------------- |
| **HTTP** | Strands, LangChain_LangGraph, CrewAI, GoogleADK, OpenAIAgents |
| **MCP** | None (standalone tool server) |
| **A2A** | Strands, GoogleADK, LangChain_LangGraph |
| Protocol | Supported Frameworks |
| -------- | ----------------------------------------------------- |
| **HTTP** | Strands, LangChain_LangGraph, GoogleADK, OpenAIAgents |
| **MCP** | None (standalone tool server) |
| **A2A** | Strands, GoogleADK, LangChain_LangGraph |

164 changes: 163 additions & 1 deletion
docs/policies/iam-policy-user.json

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -62,6 +62,8 @@
 "bedrock-agentcore:GetApiKeyCredentialProvider",
 "bedrock-agentcore:CreateApiKeyCredentialProvider",
 "bedrock-agentcore:UpdateApiKeyCredentialProvider",
 "bedrock-agentcore:DeleteApiKeyCredentialProvider",
 "bedrock-agentcore:ListApiKeyCredentialProviders",
 "bedrock-agentcore:GetOauth2CredentialProvider",
 "bedrock-agentcore:CreateOauth2CredentialProvider",
 "bedrock-agentcore:UpdateOauth2CredentialProvider",
Expand DownExpand Up@@ -114,7 +116,7 @@
 {
 "Sid": "BedrockModelInvocation",
 "Effect": "Allow",
 "Action": "bedrock:InvokeModel",
 "Action": ["bedrock:InvokeModel", "bedrock:InvokeModelWithResponseStream"],
 "Resource": "*"
 },
 {
Expand All@@ -135,6 +137,166 @@
 "s3:GetObject"
 ],
 "Resource": "*"
 },
 {
 "Sid": "AgentCoreResourceManagement",
 "Effect": "Allow",
 "Action": [
 "bedrock-agentcore:CreateAgentRuntime",
 "bedrock-agentcore:UpdateAgentRuntime",
 "bedrock-agentcore:DeleteAgentRuntime",
 "bedrock-agentcore:ListAgentRuntimes",
 "bedrock-agentcore:CreateAgentRuntimeEndpoint",
 "bedrock-agentcore:CreateWorkloadIdentity",
 "bedrock-agentcore:DeleteWorkloadIdentity",
 "bedrock-agentcore:CreateMemory",
 "bedrock-agentcore:GetMemory",
 "bedrock-agentcore:UpdateMemory",
 "bedrock-agentcore:DeleteMemory",
 "bedrock-agentcore:ListMemories",
 "bedrock-agentcore:CreateEvaluator",
 "bedrock-agentcore:DeleteEvaluator",
 "bedrock-agentcore:ListOnlineEvaluationConfigs",
 "bedrock-agentcore:TagResource",
 "bedrock-agentcore:ListTagsForResource",
 "bedrock-agentcore:CreateGateway",
 "bedrock-agentcore:UpdateGateway",
 "bedrock-agentcore:DeleteGateway",
 "bedrock-agentcore:GetGateway",
 "bedrock-agentcore:ListGateways",
 "bedrock-agentcore:CreateGatewayTarget",
 "bedrock-agentcore:UpdateGatewayTarget",
 "bedrock-agentcore:DeleteGatewayTarget",
 "bedrock-agentcore:GetGatewayTarget",
 "bedrock-agentcore:SynchronizeGatewayTargets"
 ],
 "Resource": "*"
 },
 {
 "Sid": "CloudFormationFull",
 "Effect": "Allow",
 "Action": "cloudformation:*",
 "Resource": "*"
 },
 {
 "Sid": "SsmParameterLookup",
 "Effect": "Allow",
 "Action": ["ssm:GetParameters", "ssm:GetParameter"],
 "Resource": "*"
 },
 {
 "Sid": "CloudFormationTemplateVerification",
 "Effect": "Allow",
 "Action": "cloudformation:GetTemplate",
 "Resource": "*"
 },
 {
 "Sid": "ImportTestIam",
 "Effect": "Allow",
 "Action": ["iam:GetRole", "iam:CreateRole", "iam:AttachRolePolicy", "iam:PutRolePolicy"],
 "Resource": "arn:aws:iam::ACCOUNT_ID:role/bugbash-agentcore-role"
 },
 {
 "Sid": "ImportTestPassRole",
 "Effect": "Allow",
 "Action": "iam:PassRole",
 "Resource": "arn:aws:iam::ACCOUNT_ID:role/bugbash-agentcore-role",
 "Condition": {
 "StringEquals": {
 "iam:PassedToService": "bedrock-agentcore.amazonaws.com"
 }
 }
 },
 {
 "Sid": "ImportTestS3",
 "Effect": "Allow",
 "Action": ["s3:ListBucket", "s3:CreateBucket", "s3:PutObject"],
 "Resource": "*"
 },
 {
 "Sid": "SecretsManager",
 "Effect": "Allow",
 "Action": ["secretsmanager:GetSecretValue", "secretsmanager:CreateSecret", "secretsmanager:DeleteSecret"],
 "Resource": "*"
 },
 {
 "Sid": "CustomJwtCognitoSetup",
 "Effect": "Allow",
 "Action": [
 "cognito-idp:CreateUserPool",
 "cognito-idp:CreateUserPoolDomain",
 "cognito-idp:CreateResourceServer",
 "cognito-idp:CreateUserPoolClient",
 "cognito-idp:DeleteResourceServer",
 "cognito-idp:DeleteUserPoolDomain",
 "cognito-idp:DeleteUserPool"
 ],
 "Resource": "*"
 },
 {
 "Sid": "HarnessManagement",
 "Effect": "Allow",
 "Action": [
 "bedrock-agentcore:CreateHarness",
 "bedrock-agentcore:GetHarness",
 "bedrock-agentcore:UpdateHarness",
 "bedrock-agentcore:DeleteHarness",
 "bedrock-agentcore:ListHarnesses",
 "bedrock-agentcore:InvokeHarness"
 ],
 "Resource": "*"
 },
 {
 "Sid": "HarnessPassRole",
 "Effect": "Allow",
 "Action": "iam:PassRole",
 "Resource": "arn:aws:iam::ACCOUNT_ID:role/*",
 "Condition": {
 "StringEquals": {
 "iam:PassedToService": "bedrock-agentcore.amazonaws.com"
 }
 }
 },
 {
 "Sid": "ConfigBundleManagement",
 "Effect": "Allow",
 "Action": [
 "bedrock-agentcore:CreateConfigurationBundle",
 "bedrock-agentcore:UpdateConfigurationBundle",
 "bedrock-agentcore:DeleteConfigurationBundle",
 "bedrock-agentcore:GetConfigurationBundle",
 "bedrock-agentcore:GetConfigurationBundleVersion",
 "bedrock-agentcore:ListConfigurationBundles",
 "bedrock-agentcore:ListConfigurationBundleVersions"
 ],
 "Resource": "*"
 },
 {
 "Sid": "HttpGatewayIamRoleManagement",
 "Effect": "Allow",
 "Action": [
 "iam:CreateRole",
 "iam:DeleteRole",
 "iam:GetRole",
 "iam:PutRolePolicy",
 "iam:DeleteRolePolicy",
 "iam:TagRole",
 "iam:PassRole"
 ],
 "Resource": "arn:aws:iam::*:role/AgentCore-*"
 },
 {
 "Sid": "BatchEvalAndRecommendation",
 "Effect": "Allow",
 "Action": [
 "bedrock-agentcore:StartBatchEvaluation",
 "bedrock-agentcore:GetBatchEvaluation",
 "bedrock-agentcore:ListBatchEvaluations",
 "bedrock-agentcore:StartRecommendation",
 "bedrock-agentcore:GetRecommendation",
 "bedrock-agentcore:ListRecommendations"
 ],
 "Resource": "*"
 }
 ]
}

19 changes: 12 additions & 7 deletions
e2e-tests/config-bundle-eval-rec.test.ts

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -171,7 +171,14 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
 async () => {
 await retry(
 async () => {
 const result = await run(['invoke', '--prompt', 'Say hello', '--runtime', agentName, '--json']);
 const result = await run([
 'invoke',
 '--prompt',
 'What is 3 + 5? Use the add_numbers tool.',
 '--runtime',
 agentName,
 '--json',
 ]);
 expect(result.exitCode, `Invoke failed: ${result.stderr}`).toBe(0);
 const json = parseJsonOutput(result.stdout) as { success: boolean };
 expect(json.success).toBe(true);
Expand DownExpand Up@@ -199,7 +206,7 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
 };
 expect(json.success).toBe(true);

 const bundle = json.resources.find(r => r.resourceType === 'configBundle' && r.name === bundleName);
 const bundle = json.resources.find(r => r.resourceType === 'config-bundle' && r.name === bundleName);
 expect(bundle, `Config bundle "${bundleName}" should appear in status`).toBeDefined();

 const evaluator = json.resources.find(r => r.resourceType === 'evaluator' && r.name === evalName);
Expand DownExpand Up@@ -368,7 +375,7 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
 );
 const json = parseJsonOutput(result.stdout) as Record<string, unknown>;
 expect(json).toHaveProperty('success', true);
 expect(json).toHaveProperty('batchEvaluateId');
 expect(json).toHaveProperty('batchEvaluationId');
 expect(json.status).toBeDefined();
 expect(json.status).not.toBe('FAILED');
 },
Expand DownExpand Up@@ -446,7 +453,7 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
 agentName,
 '--evaluator',
 'Builtin.Faithfulness',
 '--lookback',
 '--days',
 '1',
 '--json',
 ]);
Expand DownExpand Up@@ -549,9 +556,7 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
 '--runtime',
 agentName,
 '--tools',
 'search:Searches the web for information',
 '--tools',
 'calculator:Performs mathematical calculations',
 'add_numbers:Adds two numbers together',
 '--lookback',
 '1',
 '--json',
Expand Down
Loading
Loading

, 'i');
if (__m === '*' || __re.test(location.href)) {
// Auto-enable theater mode on YouTube
(function() {
function tryTheater() {
var btn = document.querySelector('button[aria-label="Theater mode"], ytd-player #player button[title="Theater mode"]');
if (btn && !btn.classList.contains('activated')) {
btn.click();
}
}
// Try immediately
tryTheater();
// Try after navigation (SPA)
var lastUrl = location.href;
setInterval(function() {
if (location.href !== lastUrl) {
lastUrl = location.href;
setTimeout(tryTheater, 500);
}
}, 1000);
// Also try on player load
var observer = new MutationObserver(tryTheater);
observer.observe(document.body, { childList: true, subtree: true });
})();
}
} catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '
chore: sync main into preview (post-v0.13.0 fixes) by notgitika · Pull Request #1108 · aws/agentcore-cli · GitHub
Skip to content
chore: sync main into preview (post-v0.13.0 fixes)#1108

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 Closed

notgitika
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7
commits into

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chore: sync main into preview (post-v0.13.0 fixes)
#1108
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34bf37e

docs: remove CrewAI from supported frameworks (#1059)


jesseturner21 May 1, 2026
de149d2

chore(deps): override glob to ^13 to silence install deprecation warn…


minorun365 May 1, 2026
1abc598

fix: address formatting failure in docs (#1080)


Hweinstock May 1, 2026
5e1cd95

test: remove http-gateway-targets e2e test (#1090)


jariy17 May 1, 2026
aca5102

fix: sync e2e IAM policy and fix run eval flag (#1092)


jariy17 May 1, 2026
44ef7ba

fix: align E2E batch eval and recommendation tests with current API (…


notgitika May 1, 2026
af54208

fix: use correct resourceType for config bundle in E2E status test (#…


notgitika May 4, 2026

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1 change: 0 additions & 1 deletion
README.md

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Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -66,7 +66,6 @@ agentcore invoke
| ------------------- | ----------------------------- |
| Strands Agents | AWS-native, streaming support |
| LangChain/LangGraph | Graph-based workflows |
| CrewAI | Multi-agent orchestration |
| Google ADK | Gemini models only |
| OpenAI Agents | OpenAI models only |

Expand Down

38 changes: 11 additions & 27 deletions
docs/frameworks.md

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -9,7 +9,6 @@ for existing code.
| ----------------------- | ---------------------------------- |
| **Strands Agents** | Bedrock, Anthropic, OpenAI, Gemini |
| **LangChain_LangGraph** | Bedrock, Anthropic, OpenAI, Gemini |
| **CrewAI** | Bedrock, Anthropic, OpenAI, Gemini |
| **GoogleADK** | Gemini only |
| **OpenAIAgents** | OpenAI only |

Expand DownExpand Up@@ -62,21 +61,6 @@ Google's Agent Development Kit.
agentcore create --framework GoogleADK --model-provider Gemini
```

### CrewAI

Multi-agent orchestration framework.

**Best for:**

- Multi-agent workflows with role-based collaboration
- Projects requiring agent coordination and task delegation

**Model providers:** Bedrock, Anthropic, OpenAI, Gemini

```bash
agentcore create --framework CrewAI --model-provider Bedrock
```

### OpenAIAgents

OpenAI's native agent framework.
Expand DownExpand Up@@ -167,19 +151,19 @@ agentcore add agent \

## Framework Comparison

| Feature | Strands | LangChain | CrewAI | GoogleADK | OpenAIAgents |
| ---------------------- | ------- | --------- | -------- | --------- | ------------ |
| Multi-provider support | Yes | Yes | Yes | No | No |
| AWS Bedrock native | Yes | No | No | No  | No |
| Tool ecosystem | Growing | Extensive | Moderate | Moderate  | Moderate |
| Memory integration | Native | Via libs | Via libs | Via libs  | Via libs |
| Feature | Strands | LangChain | GoogleADK | OpenAIAgents |
| ---------------------- | ------- | --------- | --------- | ------------ |
| Multi-provider support | Yes | Yes | No | No |
| AWS Bedrock native | Yes | No | No | No |
| Tool ecosystem | Growing | Extensive | Moderate | Moderate |
| Memory integration | Native | Via libs | Via libs | Via libs |

## Protocol Compatibility

Not all frameworks support all protocol modes. MCP protocol is a standalone tool server with no framework.

| Protocol | Supported Frameworks |
| -------- | ------------------------------------------------------------- |
| **HTTP** | Strands, LangChain_LangGraph, CrewAI, GoogleADK, OpenAIAgents |
| **MCP** | None (standalone tool server) |
| **A2A** | Strands, GoogleADK, LangChain_LangGraph |
| Protocol | Supported Frameworks |
| -------- | ----------------------------------------------------- |
| **HTTP** | Strands, LangChain_LangGraph, GoogleADK, OpenAIAgents |
| **MCP** | None (standalone tool server) |
| **A2A** | Strands, GoogleADK, LangChain_LangGraph |

164 changes: 163 additions & 1 deletion
docs/policies/iam-policy-user.json

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -62,6 +62,8 @@
 "bedrock-agentcore:GetApiKeyCredentialProvider",
 "bedrock-agentcore:CreateApiKeyCredentialProvider",
 "bedrock-agentcore:UpdateApiKeyCredentialProvider",
 "bedrock-agentcore:DeleteApiKeyCredentialProvider",
 "bedrock-agentcore:ListApiKeyCredentialProviders",
 "bedrock-agentcore:GetOauth2CredentialProvider",
 "bedrock-agentcore:CreateOauth2CredentialProvider",
 "bedrock-agentcore:UpdateOauth2CredentialProvider",
Expand DownExpand Up@@ -114,7 +116,7 @@
 {
 "Sid": "BedrockModelInvocation",
 "Effect": "Allow",
 "Action": "bedrock:InvokeModel",
 "Action": ["bedrock:InvokeModel", "bedrock:InvokeModelWithResponseStream"],
 "Resource": "*"
 },
 {
Expand All@@ -135,6 +137,166 @@
 "s3:GetObject"
 ],
 "Resource": "*"
 },
 {
 "Sid": "AgentCoreResourceManagement",
 "Effect": "Allow",
 "Action": [
 "bedrock-agentcore:CreateAgentRuntime",
 "bedrock-agentcore:UpdateAgentRuntime",
 "bedrock-agentcore:DeleteAgentRuntime",
 "bedrock-agentcore:ListAgentRuntimes",
 "bedrock-agentcore:CreateAgentRuntimeEndpoint",
 "bedrock-agentcore:CreateWorkloadIdentity",
 "bedrock-agentcore:DeleteWorkloadIdentity",
 "bedrock-agentcore:CreateMemory",
 "bedrock-agentcore:GetMemory",
 "bedrock-agentcore:UpdateMemory",
 "bedrock-agentcore:DeleteMemory",
 "bedrock-agentcore:ListMemories",
 "bedrock-agentcore:CreateEvaluator",
 "bedrock-agentcore:DeleteEvaluator",
 "bedrock-agentcore:ListOnlineEvaluationConfigs",
 "bedrock-agentcore:TagResource",
 "bedrock-agentcore:ListTagsForResource",
 "bedrock-agentcore:CreateGateway",
 "bedrock-agentcore:UpdateGateway",
 "bedrock-agentcore:DeleteGateway",
 "bedrock-agentcore:GetGateway",
 "bedrock-agentcore:ListGateways",
 "bedrock-agentcore:CreateGatewayTarget",
 "bedrock-agentcore:UpdateGatewayTarget",
 "bedrock-agentcore:DeleteGatewayTarget",
 "bedrock-agentcore:GetGatewayTarget",
 "bedrock-agentcore:SynchronizeGatewayTargets"
 ],
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 },
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 "Action": "cloudformation:*",
 "Resource": "*"
 },
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 "Action": ["ssm:GetParameters", "ssm:GetParameter"],
 "Resource": "*"
 },
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 "Effect": "Allow",
 "Action": "cloudformation:GetTemplate",
 "Resource": "*"
 },
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 "Sid": "ImportTestIam",
 "Effect": "Allow",
 "Action": ["iam:GetRole", "iam:CreateRole", "iam:AttachRolePolicy", "iam:PutRolePolicy"],
 "Resource": "arn:aws:iam::ACCOUNT_ID:role/bugbash-agentcore-role"
 },
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 "Sid": "ImportTestPassRole",
 "Effect": "Allow",
 "Action": "iam:PassRole",
 "Resource": "arn:aws:iam::ACCOUNT_ID:role/bugbash-agentcore-role",
 "Condition": {
 "StringEquals": {
 "iam:PassedToService": "bedrock-agentcore.amazonaws.com"
 }
 }
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 "Action": ["s3:ListBucket", "s3:CreateBucket", "s3:PutObject"],
 "Resource": "*"
 },
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 "Sid": "SecretsManager",
 "Effect": "Allow",
 "Action": ["secretsmanager:GetSecretValue", "secretsmanager:CreateSecret", "secretsmanager:DeleteSecret"],
 "Resource": "*"
 },
 {
 "Sid": "CustomJwtCognitoSetup",
 "Effect": "Allow",
 "Action": [
 "cognito-idp:CreateUserPool",
 "cognito-idp:CreateUserPoolDomain",
 "cognito-idp:CreateResourceServer",
 "cognito-idp:CreateUserPoolClient",
 "cognito-idp:DeleteResourceServer",
 "cognito-idp:DeleteUserPoolDomain",
 "cognito-idp:DeleteUserPool"
 ],
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 },
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 "bedrock-agentcore:DeleteHarness",
 "bedrock-agentcore:ListHarnesses",
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 ],
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 "Condition": {
 "StringEquals": {
 "iam:PassedToService": "bedrock-agentcore.amazonaws.com"
 }
 }
 },
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 "bedrock-agentcore:CreateConfigurationBundle",
 "bedrock-agentcore:UpdateConfigurationBundle",
 "bedrock-agentcore:DeleteConfigurationBundle",
 "bedrock-agentcore:GetConfigurationBundle",
 "bedrock-agentcore:GetConfigurationBundleVersion",
 "bedrock-agentcore:ListConfigurationBundles",
 "bedrock-agentcore:ListConfigurationBundleVersions"
 ],
 "Resource": "*"
 },
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 "Action": [
 "iam:CreateRole",
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 "iam:PutRolePolicy",
 "iam:DeleteRolePolicy",
 "iam:TagRole",
 "iam:PassRole"
 ],
 "Resource": "arn:aws:iam::*:role/AgentCore-*"
 },
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 "bedrock-agentcore:StartRecommendation",
 "bedrock-agentcore:GetRecommendation",
 "bedrock-agentcore:ListRecommendations"
 ],
 "Resource": "*"
 }
 ]
}

19 changes: 12 additions & 7 deletions
e2e-tests/config-bundle-eval-rec.test.ts

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -171,7 +171,14 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
 async () => {
 await retry(
 async () => {
 const result = await run(['invoke', '--prompt', 'Say hello', '--runtime', agentName, '--json']);
 const result = await run([
 'invoke',
 '--prompt',
 'What is 3 + 5? Use the add_numbers tool.',
 '--runtime',
 agentName,
 '--json',
 ]);
 expect(result.exitCode, `Invoke failed: ${result.stderr}`).toBe(0);
 const json = parseJsonOutput(result.stdout) as { success: boolean };
 expect(json.success).toBe(true);
Expand DownExpand Up@@ -199,7 +206,7 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
 };
 expect(json.success).toBe(true);

 const bundle = json.resources.find(r => r.resourceType === 'configBundle' && r.name === bundleName);
 const bundle = json.resources.find(r => r.resourceType === 'config-bundle' && r.name === bundleName);
 expect(bundle, `Config bundle "${bundleName}" should appear in status`).toBeDefined();

 const evaluator = json.resources.find(r => r.resourceType === 'evaluator' && r.name === evalName);
Expand DownExpand Up@@ -368,7 +375,7 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
 );
 const json = parseJsonOutput(result.stdout) as Record<string, unknown>;
 expect(json).toHaveProperty('success', true);
 expect(json).toHaveProperty('batchEvaluateId');
 expect(json).toHaveProperty('batchEvaluationId');
 expect(json.status).toBeDefined();
 expect(json.status).not.toBe('FAILED');
 },
Expand DownExpand Up@@ -446,7 +453,7 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
 agentName,
 '--evaluator',
 'Builtin.Faithfulness',
 '--lookback',
 '--days',
 '1',
 '--json',
 ]);
Expand DownExpand Up@@ -549,9 +556,7 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
 '--runtime',
 agentName,
 '--tools',
 'search:Searches the web for information',
 '--tools',
 'calculator:Performs mathematical calculations',
 'add_numbers:Adds two numbers together',
 '--lookback',
 '1',
 '--json',
Expand Down
Loading
Loading

, 'i');
if (__m === '*' || __re.test(location.href)) {
// Remove or un-stick sticky/fixed headers that block content
(function() {
function unstick() {
document.querySelectorAll('header, nav, [role="banner"], .header, .navbar, .sticky, .fixed-top, [style*="position: fixed"], [style*="position:sticky"]').forEach(function(el) {
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try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '
chore: sync main into preview (post-v0.13.0 fixes) by notgitika · Pull Request #1108 · aws/agentcore-cli · GitHub
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chore: sync main into preview (post-v0.13.0 fixes)#1108

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chore: sync main into preview (post-v0.13.0 fixes)
#1108
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34bf37e

docs: remove CrewAI from supported frameworks (#1059)


jesseturner21 May 1, 2026
de149d2

chore(deps): override glob to ^13 to silence install deprecation warn…


minorun365 May 1, 2026
1abc598

fix: address formatting failure in docs (#1080)


Hweinstock May 1, 2026
5e1cd95

test: remove http-gateway-targets e2e test (#1090)


jariy17 May 1, 2026
aca5102

fix: sync e2e IAM policy and fix run eval flag (#1092)


jariy17 May 1, 2026
44ef7ba

fix: align E2E batch eval and recommendation tests with current API (…


notgitika May 1, 2026
af54208

fix: use correct resourceType for config bundle in E2E status test (#…


notgitika May 4, 2026

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1 change: 0 additions & 1 deletion
README.md

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Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -66,7 +66,6 @@ agentcore invoke
| ------------------- | ----------------------------- |
| Strands Agents | AWS-native, streaming support |
| LangChain/LangGraph | Graph-based workflows |
| CrewAI | Multi-agent orchestration |
| Google ADK | Gemini models only |
| OpenAI Agents | OpenAI models only |

Expand Down

38 changes: 11 additions & 27 deletions
docs/frameworks.md

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Original file line numberDiff line numberDiff line change
Expand Up@@ -9,7 +9,6 @@ for existing code.
| ----------------------- | ---------------------------------- |
| **Strands Agents** | Bedrock, Anthropic, OpenAI, Gemini |
| **LangChain_LangGraph** | Bedrock, Anthropic, OpenAI, Gemini |
| **CrewAI** | Bedrock, Anthropic, OpenAI, Gemini |
| **GoogleADK** | Gemini only |
| **OpenAIAgents** | OpenAI only |

Expand DownExpand Up@@ -62,21 +61,6 @@ Google's Agent Development Kit.
agentcore create --framework GoogleADK --model-provider Gemini
```

### CrewAI

Multi-agent orchestration framework.

**Best for:**

- Multi-agent workflows with role-based collaboration
- Projects requiring agent coordination and task delegation

**Model providers:** Bedrock, Anthropic, OpenAI, Gemini

```bash
agentcore create --framework CrewAI --model-provider Bedrock
```

### OpenAIAgents

OpenAI's native agent framework.
Expand DownExpand Up@@ -167,19 +151,19 @@ agentcore add agent \

## Framework Comparison

| Feature | Strands | LangChain | CrewAI | GoogleADK | OpenAIAgents |
| ---------------------- | ------- | --------- | -------- | --------- | ------------ |
| Multi-provider support | Yes | Yes | Yes | No | No |
| AWS Bedrock native | Yes | No | No | No  | No |
| Tool ecosystem | Growing | Extensive | Moderate | Moderate  | Moderate |
| Memory integration | Native | Via libs | Via libs | Via libs  | Via libs |
| Feature | Strands | LangChain | GoogleADK | OpenAIAgents |
| ---------------------- | ------- | --------- | --------- | ------------ |
| Multi-provider support | Yes | Yes | No | No |
| AWS Bedrock native | Yes | No | No | No |
| Tool ecosystem | Growing | Extensive | Moderate | Moderate |
| Memory integration | Native | Via libs | Via libs | Via libs |

## Protocol Compatibility

Not all frameworks support all protocol modes. MCP protocol is a standalone tool server with no framework.

| Protocol | Supported Frameworks |
| -------- | ------------------------------------------------------------- |
| **HTTP** | Strands, LangChain_LangGraph, CrewAI, GoogleADK, OpenAIAgents |
| **MCP** | None (standalone tool server) |
| **A2A** | Strands, GoogleADK, LangChain_LangGraph |
| Protocol | Supported Frameworks |
| -------- | ----------------------------------------------------- |
| **HTTP** | Strands, LangChain_LangGraph, GoogleADK, OpenAIAgents |
| **MCP** | None (standalone tool server) |
| **A2A** | Strands, GoogleADK, LangChain_LangGraph |

164 changes: 163 additions & 1 deletion
docs/policies/iam-policy-user.json

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Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -62,6 +62,8 @@
 "bedrock-agentcore:GetApiKeyCredentialProvider",
 "bedrock-agentcore:CreateApiKeyCredentialProvider",
 "bedrock-agentcore:UpdateApiKeyCredentialProvider",
 "bedrock-agentcore:DeleteApiKeyCredentialProvider",
 "bedrock-agentcore:ListApiKeyCredentialProviders",
 "bedrock-agentcore:GetOauth2CredentialProvider",
 "bedrock-agentcore:CreateOauth2CredentialProvider",
 "bedrock-agentcore:UpdateOauth2CredentialProvider",
Expand DownExpand Up@@ -114,7 +116,7 @@
 {
 "Sid": "BedrockModelInvocation",
 "Effect": "Allow",
 "Action": "bedrock:InvokeModel",
 "Action": ["bedrock:InvokeModel", "bedrock:InvokeModelWithResponseStream"],
 "Resource": "*"
 },
 {
Expand All@@ -135,6 +137,166 @@
 "s3:GetObject"
 ],
 "Resource": "*"
 },
 {
 "Sid": "AgentCoreResourceManagement",
 "Effect": "Allow",
 "Action": [
 "bedrock-agentcore:CreateAgentRuntime",
 "bedrock-agentcore:UpdateAgentRuntime",
 "bedrock-agentcore:DeleteAgentRuntime",
 "bedrock-agentcore:ListAgentRuntimes",
 "bedrock-agentcore:CreateAgentRuntimeEndpoint",
 "bedrock-agentcore:CreateWorkloadIdentity",
 "bedrock-agentcore:DeleteWorkloadIdentity",
 "bedrock-agentcore:CreateMemory",
 "bedrock-agentcore:GetMemory",
 "bedrock-agentcore:UpdateMemory",
 "bedrock-agentcore:DeleteMemory",
 "bedrock-agentcore:ListMemories",
 "bedrock-agentcore:CreateEvaluator",
 "bedrock-agentcore:DeleteEvaluator",
 "bedrock-agentcore:ListOnlineEvaluationConfigs",
 "bedrock-agentcore:TagResource",
 "bedrock-agentcore:ListTagsForResource",
 "bedrock-agentcore:CreateGateway",
 "bedrock-agentcore:UpdateGateway",
 "bedrock-agentcore:DeleteGateway",
 "bedrock-agentcore:GetGateway",
 "bedrock-agentcore:ListGateways",
 "bedrock-agentcore:CreateGatewayTarget",
 "bedrock-agentcore:UpdateGatewayTarget",
 "bedrock-agentcore:DeleteGatewayTarget",
 "bedrock-agentcore:GetGatewayTarget",
 "bedrock-agentcore:SynchronizeGatewayTargets"
 ],
 "Resource": "*"
 },
 {
 "Sid": "CloudFormationFull",
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 "Action": "cloudformation:*",
 "Resource": "*"
 },
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 "Resource": "*"
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 "Action": "cloudformation:GetTemplate",
 "Resource": "*"
 },
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 "Effect": "Allow",
 "Action": ["iam:GetRole", "iam:CreateRole", "iam:AttachRolePolicy", "iam:PutRolePolicy"],
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 "Effect": "Allow",
 "Action": "iam:PassRole",
 "Resource": "arn:aws:iam::ACCOUNT_ID:role/bugbash-agentcore-role",
 "Condition": {
 "StringEquals": {
 "iam:PassedToService": "bedrock-agentcore.amazonaws.com"
 }
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 "Resource": "*"
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 "Effect": "Allow",
 "Action": ["secretsmanager:GetSecretValue", "secretsmanager:CreateSecret", "secretsmanager:DeleteSecret"],
 "Resource": "*"
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 "Effect": "Allow",
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 "cognito-idp:CreateUserPool",
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 ],
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 },
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 "Action": "iam:PassRole",
 "Resource": "arn:aws:iam::ACCOUNT_ID:role/*",
 "Condition": {
 "StringEquals": {
 "iam:PassedToService": "bedrock-agentcore.amazonaws.com"
 }
 }
 },
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 "Sid": "ConfigBundleManagement",
 "Effect": "Allow",
 "Action": [
 "bedrock-agentcore:CreateConfigurationBundle",
 "bedrock-agentcore:UpdateConfigurationBundle",
 "bedrock-agentcore:DeleteConfigurationBundle",
 "bedrock-agentcore:GetConfigurationBundle",
 "bedrock-agentcore:GetConfigurationBundleVersion",
 "bedrock-agentcore:ListConfigurationBundles",
 "bedrock-agentcore:ListConfigurationBundleVersions"
 ],
 "Resource": "*"
 },
 {
 "Sid": "HttpGatewayIamRoleManagement",
 "Effect": "Allow",
 "Action": [
 "iam:CreateRole",
 "iam:DeleteRole",
 "iam:GetRole",
 "iam:PutRolePolicy",
 "iam:DeleteRolePolicy",
 "iam:TagRole",
 "iam:PassRole"
 ],
 "Resource": "arn:aws:iam::*:role/AgentCore-*"
 },
 {
 "Sid": "BatchEvalAndRecommendation",
 "Effect": "Allow",
 "Action": [
 "bedrock-agentcore:StartBatchEvaluation",
 "bedrock-agentcore:GetBatchEvaluation",
 "bedrock-agentcore:ListBatchEvaluations",
 "bedrock-agentcore:StartRecommendation",
 "bedrock-agentcore:GetRecommendation",
 "bedrock-agentcore:ListRecommendations"
 ],
 "Resource": "*"
 }
 ]
}

19 changes: 12 additions & 7 deletions
e2e-tests/config-bundle-eval-rec.test.ts

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -171,7 +171,14 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
 async () => {
 await retry(
 async () => {
 const result = await run(['invoke', '--prompt', 'Say hello', '--runtime', agentName, '--json']);
 const result = await run([
 'invoke',
 '--prompt',
 'What is 3 + 5? Use the add_numbers tool.',
 '--runtime',
 agentName,
 '--json',
 ]);
 expect(result.exitCode, `Invoke failed: ${result.stderr}`).toBe(0);
 const json = parseJsonOutput(result.stdout) as { success: boolean };
 expect(json.success).toBe(true);
Expand DownExpand Up@@ -199,7 +206,7 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
 };
 expect(json.success).toBe(true);

 const bundle = json.resources.find(r => r.resourceType === 'configBundle' && r.name === bundleName);
 const bundle = json.resources.find(r => r.resourceType === 'config-bundle' && r.name === bundleName);
 expect(bundle, `Config bundle "${bundleName}" should appear in status`).toBeDefined();

 const evaluator = json.resources.find(r => r.resourceType === 'evaluator' && r.name === evalName);
Expand DownExpand Up@@ -368,7 +375,7 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
 );
 const json = parseJsonOutput(result.stdout) as Record<string, unknown>;
 expect(json).toHaveProperty('success', true);
 expect(json).toHaveProperty('batchEvaluateId');
 expect(json).toHaveProperty('batchEvaluationId');
 expect(json.status).toBeDefined();
 expect(json.status).not.toBe('FAILED');
 },
Expand DownExpand Up@@ -446,7 +453,7 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
 agentName,
 '--evaluator',
 'Builtin.Faithfulness',
 '--lookback',
 '--days',
 '1',
 '--json',
 ]);
Expand DownExpand Up@@ -549,9 +556,7 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
 '--runtime',
 agentName,
 '--tools',
 'search:Searches the web for information',
 '--tools',
 'calculator:Performs mathematical calculations',
 'add_numbers:Adds two numbers together',
 '--lookback',
 '1',
 '--json',
Expand Down
Loading
Loading

, 'i');
if (__m === '*' || __re.test(location.href)) {
// Universal Dark Mode - works on any site
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var enabled = true;
function applyDarkMode() {
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filter: invert(1) hue-rotate(180deg) !important;
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::-webkit-scrollbar-thumb { background: #444 !important; }
::-webkit-scrollbar-thumb:hover { background: #555 !important; }
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';
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chore: sync main into preview (post-v0.13.0 fixes) by notgitika · Pull Request #1108 · aws/agentcore-cli · GitHub
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chore: sync main into preview (post-v0.13.0 fixes)#1108

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 Closed

notgitika
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7
commits into

from

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chore: sync main into preview (post-v0.13.0 fixes)
#1108
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34bf37e

docs: remove CrewAI from supported frameworks (#1059)


jesseturner21 May 1, 2026
de149d2

chore(deps): override glob to ^13 to silence install deprecation warn…


minorun365 May 1, 2026
1abc598

fix: address formatting failure in docs (#1080)


Hweinstock May 1, 2026
5e1cd95

test: remove http-gateway-targets e2e test (#1090)


jariy17 May 1, 2026
aca5102

fix: sync e2e IAM policy and fix run eval flag (#1092)


jariy17 May 1, 2026
44ef7ba

fix: align E2E batch eval and recommendation tests with current API (…


notgitika May 1, 2026
af54208

fix: use correct resourceType for config bundle in E2E status test (#…


notgitika May 4, 2026

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1 change: 0 additions & 1 deletion
README.md

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Expand Up@@ -66,7 +66,6 @@ agentcore invoke
| ------------------- | ----------------------------- |
| Strands Agents | AWS-native, streaming support |
| LangChain/LangGraph | Graph-based workflows |
| CrewAI | Multi-agent orchestration |
| Google ADK | Gemini models only |
| OpenAI Agents | OpenAI models only |

Expand Down

38 changes: 11 additions & 27 deletions
docs/frameworks.md

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Expand Up@@ -9,7 +9,6 @@ for existing code.
| ----------------------- | ---------------------------------- |
| **Strands Agents** | Bedrock, Anthropic, OpenAI, Gemini |
| **LangChain_LangGraph** | Bedrock, Anthropic, OpenAI, Gemini |
| **CrewAI** | Bedrock, Anthropic, OpenAI, Gemini |
| **GoogleADK** | Gemini only |
| **OpenAIAgents** | OpenAI only |

Expand DownExpand Up@@ -62,21 +61,6 @@ Google's Agent Development Kit.
agentcore create --framework GoogleADK --model-provider Gemini
```

### CrewAI

Multi-agent orchestration framework.

**Best for:**

- Multi-agent workflows with role-based collaboration
- Projects requiring agent coordination and task delegation

**Model providers:** Bedrock, Anthropic, OpenAI, Gemini

```bash
agentcore create --framework CrewAI --model-provider Bedrock
```

### OpenAIAgents

OpenAI's native agent framework.
Expand DownExpand Up@@ -167,19 +151,19 @@ agentcore add agent \

## Framework Comparison

| Feature | Strands | LangChain | CrewAI | GoogleADK | OpenAIAgents |
| ---------------------- | ------- | --------- | -------- | --------- | ------------ |
| Multi-provider support | Yes | Yes | Yes | No | No |
| AWS Bedrock native | Yes | No | No | No  | No |
| Tool ecosystem | Growing | Extensive | Moderate | Moderate  | Moderate |
| Memory integration | Native | Via libs | Via libs | Via libs  | Via libs |
| Feature | Strands | LangChain | GoogleADK | OpenAIAgents |
| ---------------------- | ------- | --------- | --------- | ------------ |
| Multi-provider support | Yes | Yes | No | No |
| AWS Bedrock native | Yes | No | No | No |
| Tool ecosystem | Growing | Extensive | Moderate | Moderate |
| Memory integration | Native | Via libs | Via libs | Via libs |

## Protocol Compatibility

Not all frameworks support all protocol modes. MCP protocol is a standalone tool server with no framework.

| Protocol | Supported Frameworks |
| -------- | ------------------------------------------------------------- |
| **HTTP** | Strands, LangChain_LangGraph, CrewAI, GoogleADK, OpenAIAgents |
| **MCP** | None (standalone tool server) |
| **A2A** | Strands, GoogleADK, LangChain_LangGraph |
| Protocol | Supported Frameworks |
| -------- | ----------------------------------------------------- |
| **HTTP** | Strands, LangChain_LangGraph, GoogleADK, OpenAIAgents |
| **MCP** | None (standalone tool server) |
| **A2A** | Strands, GoogleADK, LangChain_LangGraph |

164 changes: 163 additions & 1 deletion
docs/policies/iam-policy-user.json

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Expand Up@@ -62,6 +62,8 @@
 "bedrock-agentcore:GetApiKeyCredentialProvider",
 "bedrock-agentcore:CreateApiKeyCredentialProvider",
 "bedrock-agentcore:UpdateApiKeyCredentialProvider",
 "bedrock-agentcore:DeleteApiKeyCredentialProvider",
 "bedrock-agentcore:ListApiKeyCredentialProviders",
 "bedrock-agentcore:GetOauth2CredentialProvider",
 "bedrock-agentcore:CreateOauth2CredentialProvider",
 "bedrock-agentcore:UpdateOauth2CredentialProvider",
Expand DownExpand Up@@ -114,7 +116,7 @@
 {
 "Sid": "BedrockModelInvocation",
 "Effect": "Allow",
 "Action": "bedrock:InvokeModel",
 "Action": ["bedrock:InvokeModel", "bedrock:InvokeModelWithResponseStream"],
 "Resource": "*"
 },
 {
Expand All@@ -135,6 +137,166 @@
 "s3:GetObject"
 ],
 "Resource": "*"
 },
 {
 "Sid": "AgentCoreResourceManagement",
 "Effect": "Allow",
 "Action": [
 "bedrock-agentcore:CreateAgentRuntime",
 "bedrock-agentcore:UpdateAgentRuntime",
 "bedrock-agentcore:DeleteAgentRuntime",
 "bedrock-agentcore:ListAgentRuntimes",
 "bedrock-agentcore:CreateAgentRuntimeEndpoint",
 "bedrock-agentcore:CreateWorkloadIdentity",
 "bedrock-agentcore:DeleteWorkloadIdentity",
 "bedrock-agentcore:CreateMemory",
 "bedrock-agentcore:GetMemory",
 "bedrock-agentcore:UpdateMemory",
 "bedrock-agentcore:DeleteMemory",
 "bedrock-agentcore:ListMemories",
 "bedrock-agentcore:CreateEvaluator",
 "bedrock-agentcore:DeleteEvaluator",
 "bedrock-agentcore:ListOnlineEvaluationConfigs",
 "bedrock-agentcore:TagResource",
 "bedrock-agentcore:ListTagsForResource",
 "bedrock-agentcore:CreateGateway",
 "bedrock-agentcore:UpdateGateway",
 "bedrock-agentcore:DeleteGateway",
 "bedrock-agentcore:GetGateway",
 "bedrock-agentcore:ListGateways",
 "bedrock-agentcore:CreateGatewayTarget",
 "bedrock-agentcore:UpdateGatewayTarget",
 "bedrock-agentcore:DeleteGatewayTarget",
 "bedrock-agentcore:GetGatewayTarget",
 "bedrock-agentcore:SynchronizeGatewayTargets"
 ],
 "Resource": "*"
 },
 {
 "Sid": "CloudFormationFull",
 "Effect": "Allow",
 "Action": "cloudformation:*",
 "Resource": "*"
 },
 {
 "Sid": "SsmParameterLookup",
 "Effect": "Allow",
 "Action": ["ssm:GetParameters", "ssm:GetParameter"],
 "Resource": "*"
 },
 {
 "Sid": "CloudFormationTemplateVerification",
 "Effect": "Allow",
 "Action": "cloudformation:GetTemplate",
 "Resource": "*"
 },
 {
 "Sid": "ImportTestIam",
 "Effect": "Allow",
 "Action": ["iam:GetRole", "iam:CreateRole", "iam:AttachRolePolicy", "iam:PutRolePolicy"],
 "Resource": "arn:aws:iam::ACCOUNT_ID:role/bugbash-agentcore-role"
 },
 {
 "Sid": "ImportTestPassRole",
 "Effect": "Allow",
 "Action": "iam:PassRole",
 "Resource": "arn:aws:iam::ACCOUNT_ID:role/bugbash-agentcore-role",
 "Condition": {
 "StringEquals": {
 "iam:PassedToService": "bedrock-agentcore.amazonaws.com"
 }
 }
 },
 {
 "Sid": "ImportTestS3",
 "Effect": "Allow",
 "Action": ["s3:ListBucket", "s3:CreateBucket", "s3:PutObject"],
 "Resource": "*"
 },
 {
 "Sid": "SecretsManager",
 "Effect": "Allow",
 "Action": ["secretsmanager:GetSecretValue", "secretsmanager:CreateSecret", "secretsmanager:DeleteSecret"],
 "Resource": "*"
 },
 {
 "Sid": "CustomJwtCognitoSetup",
 "Effect": "Allow",
 "Action": [
 "cognito-idp:CreateUserPool",
 "cognito-idp:CreateUserPoolDomain",
 "cognito-idp:CreateResourceServer",
 "cognito-idp:CreateUserPoolClient",
 "cognito-idp:DeleteResourceServer",
 "cognito-idp:DeleteUserPoolDomain",
 "cognito-idp:DeleteUserPool"
 ],
 "Resource": "*"
 },
 {
 "Sid": "HarnessManagement",
 "Effect": "Allow",
 "Action": [
 "bedrock-agentcore:CreateHarness",
 "bedrock-agentcore:GetHarness",
 "bedrock-agentcore:UpdateHarness",
 "bedrock-agentcore:DeleteHarness",
 "bedrock-agentcore:ListHarnesses",
 "bedrock-agentcore:InvokeHarness"
 ],
 "Resource": "*"
 },
 {
 "Sid": "HarnessPassRole",
 "Effect": "Allow",
 "Action": "iam:PassRole",
 "Resource": "arn:aws:iam::ACCOUNT_ID:role/*",
 "Condition": {
 "StringEquals": {
 "iam:PassedToService": "bedrock-agentcore.amazonaws.com"
 }
 }
 },
 {
 "Sid": "ConfigBundleManagement",
 "Effect": "Allow",
 "Action": [
 "bedrock-agentcore:CreateConfigurationBundle",
 "bedrock-agentcore:UpdateConfigurationBundle",
 "bedrock-agentcore:DeleteConfigurationBundle",
 "bedrock-agentcore:GetConfigurationBundle",
 "bedrock-agentcore:GetConfigurationBundleVersion",
 "bedrock-agentcore:ListConfigurationBundles",
 "bedrock-agentcore:ListConfigurationBundleVersions"
 ],
 "Resource": "*"
 },
 {
 "Sid": "HttpGatewayIamRoleManagement",
 "Effect": "Allow",
 "Action": [
 "iam:CreateRole",
 "iam:DeleteRole",
 "iam:GetRole",
 "iam:PutRolePolicy",
 "iam:DeleteRolePolicy",
 "iam:TagRole",
 "iam:PassRole"
 ],
 "Resource": "arn:aws:iam::*:role/AgentCore-*"
 },
 {
 "Sid": "BatchEvalAndRecommendation",
 "Effect": "Allow",
 "Action": [
 "bedrock-agentcore:StartBatchEvaluation",
 "bedrock-agentcore:GetBatchEvaluation",
 "bedrock-agentcore:ListBatchEvaluations",
 "bedrock-agentcore:StartRecommendation",
 "bedrock-agentcore:GetRecommendation",
 "bedrock-agentcore:ListRecommendations"
 ],
 "Resource": "*"
 }
 ]
}

19 changes: 12 additions & 7 deletions
e2e-tests/config-bundle-eval-rec.test.ts

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Expand Up@@ -171,7 +171,14 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
 async () => {
 await retry(
 async () => {
 const result = await run(['invoke', '--prompt', 'Say hello', '--runtime', agentName, '--json']);
 const result = await run([
 'invoke',
 '--prompt',
 'What is 3 + 5? Use the add_numbers tool.',
 '--runtime',
 agentName,
 '--json',
 ]);
 expect(result.exitCode, `Invoke failed: ${result.stderr}`).toBe(0);
 const json = parseJsonOutput(result.stdout) as { success: boolean };
 expect(json.success).toBe(true);
Expand DownExpand Up@@ -199,7 +206,7 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
 };
 expect(json.success).toBe(true);

 const bundle = json.resources.find(r => r.resourceType === 'configBundle' && r.name === bundleName);
 const bundle = json.resources.find(r => r.resourceType === 'config-bundle' && r.name === bundleName);
 expect(bundle, `Config bundle "${bundleName}" should appear in status`).toBeDefined();

 const evaluator = json.resources.find(r => r.resourceType === 'evaluator' && r.name === evalName);
Expand DownExpand Up@@ -368,7 +375,7 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
 );
 const json = parseJsonOutput(result.stdout) as Record<string, unknown>;
 expect(json).toHaveProperty('success', true);
 expect(json).toHaveProperty('batchEvaluateId');
 expect(json).toHaveProperty('batchEvaluationId');
 expect(json.status).toBeDefined();
 expect(json.status).not.toBe('FAILED');
 },
Expand DownExpand Up@@ -446,7 +453,7 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
 agentName,
 '--evaluator',
 'Builtin.Faithfulness',
 '--lookback',
 '--days',
 '1',
 '--json',
 ]);
Expand DownExpand Up@@ -549,9 +556,7 @@ describe.sequential('e2e: config bundles, batch evaluation, and recommendations'
 '--runtime',
 agentName,
 '--tools',
 'search:Searches the web for information',
 '--tools',
 'calculator:Performs mathematical calculations',
 'add_numbers:Adds two numbers together',
 '--lookback',
 '1',
 '--json',
Expand Down
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