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# Directory Structure
```
├── .devcontainer
│ └── devcontainer.json
├── .github
│ ├── actions
│ │ ├── build-and-push-container-image
│ │ │ └── action.yml
│ │ └── clear-space-ubuntu-latest-agressively
│ │ └── action.yml
│ ├── codecov.yml
│ ├── CODEOWNERS
│ ├── dependabot.yml
│ ├── ISSUE_TEMPLATE
│ │ ├── bug_report.yml
│ │ ├── documentation.yml
│ │ ├── feature_request.yml
│ │ ├── rfc.yml
│ │ └── support_awslabs_mcp_servers.yml
│ ├── pull_request_template.md
│ ├── SECURITY
│ ├── SUPPORT
│ └── workflows
│ ├── aws-api-mcp-upgrade-version.yml
│ ├── bandit-requirements.txt
│ ├── bandit.yml
│ ├── cfn_nag.yml
│ ├── check-gh-pages-builds.yml
│ ├── check-license-header-hash.txt
│ ├── check-license-header.json
│ ├── check-license-header.yml
│ ├── checkov.yml
│ ├── codeql.yml
│ ├── dependency-review-action.yml
│ ├── detect-secrets-requirements.txt
│ ├── gh-pages.yml
│ ├── merge-prevention.yml
│ ├── powershell.yml
│ ├── pre-commit-requirements.txt
│ ├── pre-commit.yml
│ ├── pull-request-lint.yml
│ ├── python.yml
│ ├── RELEASE_INSTRUCTIONS.md
│ ├── release-initiate-branch.yml
│ ├── release-merge-tag.yml
│ ├── release.py
│ ├── release.yml
│ ├── scanners.yml
│ ├── scorecard-analysis.yml
│ ├── semgrep-requirements.txt
│ ├── semgrep.yml
│ ├── stale.yml
│ ├── trivy.yml
│ └── typescript.yml
├── .gitignore
├── .pre-commit-config.yaml
├── .python-version
├── .ruff.toml
├── .secrets.baseline
├── CODE_OF_CONDUCT.md
├── CONTRIBUTING.md
├── DESIGN_GUIDELINES.md
├── DEVELOPER_GUIDE.md
├── docs
│ └── images
│ └── root-readme
│ ├── cline-api-provider-filled.png
│ ├── cline-chat-interface.png
│ ├── cline-custom-instructions.png
│ ├── cline-select-aws-profile.png
│ ├── cline-select-bedrock.png
│ ├── configure-mcp-servers.png
│ ├── install-cline-extension.png
│ ├── mcp-servers-installed.png
│ └── select-mcp-servers.png
├── docusaurus
│ ├── .gitignore
│ ├── docs
│ │ ├── installation.md
│ │ ├── intro.md
│ │ ├── samples
│ │ │ ├── index.md
│ │ │ ├── mcp-integration-with-kb.md
│ │ │ ├── mcp-integration-with-nova-canvas.md
│ │ │ └── stepfunctions-tool-mcp-server.md
│ │ ├── servers
│ │ │ ├── amazon-bedrock-agentcore-mcp-server.md
│ │ │ ├── amazon-keyspaces-mcp-server.md
│ │ │ ├── amazon-mq-mcp-server.md
│ │ │ ├── amazon-neptune-mcp-server.md
│ │ │ ├── amazon-qbusiness-anonymous-mcp-server.md
│ │ │ ├── amazon-qindex-mcp-server.md
│ │ │ ├── amazon-sns-sqs-mcp-server.md
│ │ │ ├── aurora-dsql-mcp-server.md
│ │ │ ├── aws-api-mcp-server.md
│ │ │ ├── aws-appsync-mcp-server.md
│ │ │ ├── aws-bedrock-custom-model-import-mcp-server.md
│ │ │ ├── aws-bedrock-data-automation-mcp-server.md
│ │ │ ├── aws-dataprocessing-mcp-server.md
│ │ │ ├── aws-diagram-mcp-server.md
│ │ │ ├── aws-documentation-mcp-server.md
│ │ │ ├── aws-healthomics-mcp-server.md
│ │ │ ├── aws-iot-sitewise-mcp-server.md
│ │ │ ├── aws-knowledge-mcp-server.md
│ │ │ ├── aws-location-mcp-server.md
│ │ │ ├── aws-msk-mcp-server.md
│ │ │ ├── aws-pricing-mcp-server.md
│ │ │ ├── aws-serverless-mcp-server.md
│ │ │ ├── aws-support-mcp-server.md
│ │ │ ├── bedrock-kb-retrieval-mcp-server.md
│ │ │ ├── billing-cost-management-mcp-server.md
│ │ │ ├── ccapi-mcp-server.md
│ │ │ ├── cdk-mcp-server.md
│ │ │ ├── cfn-mcp-server.md
│ │ │ ├── cloudtrail-mcp-server.md
│ │ │ ├── cloudwatch-appsignals-mcp-server.md
│ │ │ ├── cloudwatch-mcp-server.md
│ │ │ ├── code-doc-gen-mcp-server.md
│ │ │ ├── core-mcp-server.md
│ │ │ ├── cost-explorer-mcp-server.md
│ │ │ ├── documentdb-mcp-server.md
│ │ │ ├── dynamodb-mcp-server.md
│ │ │ ├── ecs-mcp-server.md
│ │ │ ├── eks-mcp-server.md
│ │ │ ├── elasticache-mcp-server.md
│ │ │ ├── finch-mcp-server.md
│ │ │ ├── frontend-mcp-server.md
│ │ │ ├── git-repo-research-mcp-server.md
│ │ │ ├── healthlake-mcp-server.md
│ │ │ ├── iam-mcp-server.md
│ │ │ ├── kendra-index-mcp-server.md
│ │ │ ├── lambda-tool-mcp-server.md
│ │ │ ├── memcached-mcp-server.md
│ │ │ ├── mysql-mcp-server.md
│ │ │ ├── nova-canvas-mcp-server.md
│ │ │ ├── openapi-mcp-server.md
│ │ │ ├── postgres-mcp-server.md
│ │ │ ├── prometheus-mcp-server.md
│ │ │ ├── redshift-mcp-server.md
│ │ │ ├── s3-tables-mcp-server.md
│ │ │ ├── stepfunctions-tool-mcp-server.md
│ │ │ ├── syntheticdata-mcp-server.md
│ │ │ ├── terraform-mcp-server.md
│ │ │ ├── timestream-for-influxdb-mcp-server.md
│ │ │ ├── valkey-mcp-server.md
│ │ │ └── well-architected-security-mcp-server.mdx
│ │ └── vibe_coding.md
│ ├── docusaurus.config.ts
│ ├── package-lock.json
│ ├── package.json
│ ├── README.md
│ ├── sidebars.ts
│ ├── src
│ │ ├── components
│ │ │ ├── HomepageFeatures
│ │ │ │ └── styles.module.css
│ │ │ └── ServerCards
│ │ │ ├── index.tsx
│ │ │ └── styles.module.css
│ │ ├── css
│ │ │ ├── custom.css
│ │ │ └── doc-override.css
│ │ └── pages
│ │ ├── index.module.css
│ │ └── servers.tsx
│ ├── static
│ │ ├── .nojekyll
│ │ ├── assets
│ │ │ ├── icons
│ │ │ │ ├── activity.svg
│ │ │ │ ├── book-open.svg
│ │ │ │ ├── cpu.svg
│ │ │ │ ├── database.svg
│ │ │ │ ├── dollar-sign.svg
│ │ │ │ ├── help-circle.svg
│ │ │ │ ├── key.svg
│ │ │ │ ├── server.svg
│ │ │ │ ├── share-2.svg
│ │ │ │ ├── tool.svg
│ │ │ │ └── zap.svg
│ │ │ └── server-cards.json
│ │ └── img
│ │ ├── aws-logo.svg
│ │ └── logo.png
│ └── tsconfig.json
├── LICENSE
├── NOTICE
├── README.md
├── samples
│ ├── mcp-integration-with-kb
│ │ ├── .env.example
│ │ ├── .python-version
│ │ ├── assets
│ │ │ └── simplified-mcp-flow-diagram.png
│ │ ├── clients
│ │ │ └── client_server.py
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── user_interfaces
│ │ │ └── chat_bedrock_st.py
│ │ └── uv.lock
│ ├── mcp-integration-with-nova-canvas
│ │ ├── .env.example
│ │ ├── .python-version
│ │ ├── clients
│ │ │ └── client_server.py
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── user_interfaces
│ │ │ └── image_generator_st.py
│ │ └── uv.lock
│ ├── README.md
│ └── stepfunctions-tool-mcp-server
│ ├── README.md
│ └── sample_state_machines
│ ├── customer-create
│ │ └── app.py
│ ├── customer-id-from-email
│ │ └── app.py
│ ├── customer-info-from-id
│ │ └── app.py
│ └── template.yml
├── src
│ ├── amazon-bedrock-agentcore-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── amazon_bedrock_agentcore_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── config.py
│ │ │ ├── server.py
│ │ │ └── utils
│ │ │ ├── __init__.py
│ │ │ ├── cache.py
│ │ │ ├── doc_fetcher.py
│ │ │ ├── indexer.py
│ │ │ ├── text_processor.py
│ │ │ └── url_validator.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── SECURITY.md
│ │ ├── tests
│ │ │ ├── __init__.py
│ │ │ ├── conftest.py
│ │ │ ├── test_cache.py
│ │ │ ├── test_config.py
│ │ │ ├── test_doc_fetcher.py
│ │ │ ├── test_indexer.py
│ │ │ ├── test_init.py
│ │ │ ├── test_main.py
│ │ │ ├── test_server.py
│ │ │ ├── test_text_processor.py
│ │ │ └── test_url_validator.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── amazon-kendra-index-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── amazon_kendra_index_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── server.py
│ │ │ └── util.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── test_init.py
│ │ │ ├── test_main.py
│ │ │ └── test_server.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── amazon-keyspaces-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── amazon_keyspaces_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── client.py
│ │ │ ├── config.py
│ │ │ ├── consts.py
│ │ │ ├── llm_context.py
│ │ │ ├── models.py
│ │ │ ├── server.py
│ │ │ └── services.py
│ │ ├── CHANGELOG.md
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── run_tests.sh
│ │ ├── tests
│ │ │ ├── __init__.py
│ │ │ ├── test_client.py
│ │ │ ├── test_init.py
│ │ │ ├── test_main.py
│ │ │ ├── test_query_analysis_service.py
│ │ │ ├── test_server.py
│ │ │ └── test_services.py
│ │ └── uv.lock
│ ├── amazon-mq-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── amazon_mq_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── aws_service_mcp_generator.py
│ │ │ ├── consts.py
│ │ │ ├── rabbitmq
│ │ │ │ ├── __init__.py
│ │ │ │ ├── admin.py
│ │ │ │ ├── connection.py
│ │ │ │ ├── doc
│ │ │ │ │ ├── rabbitmq_broker_sizing_guide.md
│ │ │ │ │ ├── rabbitmq_performance_optimization_best_practice.md
│ │ │ │ │ ├── rabbitmq_production_deployment_guidelines.md
│ │ │ │ │ ├── rabbitmq_quorum_queue_migration_guide.md
│ │ │ │ │ └── rabbitmq_setup_best_practice.md
│ │ │ │ ├── handlers.py
│ │ │ │ └── module.py
│ │ │ └── server.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── example
│ │ │ └── sample_mcp_q_cli.json
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── __init__.py
│ │ │ ├── .gitignore
│ │ │ ├── rabbitmq
│ │ │ │ ├── __init__.py
│ │ │ │ ├── conftest.py
│ │ │ │ ├── test_admin.py
│ │ │ │ ├── test_connection.py
│ │ │ │ ├── test_handlers.py
│ │ │ │ └── test_module.py
│ │ │ ├── test_aws_service_mcp_generator.py
│ │ │ └── test_server.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── amazon-neptune-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── amazon_neptune_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── exceptions.py
│ │ │ ├── graph_store
│ │ │ │ ├── __init__.py
│ │ │ │ ├── analytics.py
│ │ │ │ ├── base.py
│ │ │ │ └── database.py
│ │ │ ├── models.py
│ │ │ ├── neptune.py
│ │ │ └── server.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── __init__.py
│ │ │ ├── conftest.py
│ │ │ ├── test_analytics.py
│ │ │ ├── test_database.py
│ │ │ ├── test_exceptions.py
│ │ │ ├── test_init.py
│ │ │ ├── test_main.py
│ │ │ ├── test_models.py
│ │ │ ├── test_neptune.py
│ │ │ └── test_server.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── amazon-qbusiness-anonymous-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── amazon_qbusiness_anonymous_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── clients.py
│ │ │ └── server.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── __init__.py
│ │ │ ├── conftest.py
│ │ │ ├── test_init.py
│ │ │ ├── test_main.py
│ │ │ └── test_server.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── amazon-qindex-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── amazon_qindex_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── clients.py
│ │ │ └── server.py
│ │ ├── CHANGELOG.md
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── test_clients.py
│ │ │ ├── test_init.py
│ │ │ ├── test_main.py
│ │ │ └── test_server.py
│ │ └── uv.lock
│ ├── amazon-sns-sqs-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── amazon_sns_sqs_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── common.py
│ │ │ ├── consts.py
│ │ │ ├── generator.py
│ │ │ ├── server.py
│ │ │ ├── sns.py
│ │ │ └── sqs.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── print_tools.py
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── run_tests.sh
│ │ ├── tests
│ │ │ ├── __init__.py
│ │ │ ├── .gitignore
│ │ │ ├── README.md
│ │ │ ├── test_common.py
│ │ │ ├── test_generator.py
│ │ │ ├── test_server.py
│ │ │ ├── test_sns.py
│ │ │ └── test_sqs.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── aurora-dsql-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── aurora_dsql_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── consts.py
│ │ │ ├── mutable_sql_detector.py
│ │ │ └── server.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── test_connection_reuse.py
│ │ │ ├── test_init.py
│ │ │ ├── test_main.py
│ │ │ ├── test_profile_option.py
│ │ │ ├── test_readonly_enforcement.py
│ │ │ └── test_server.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── aws-api-mcp-server
│ │ ├── .gitattributes
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── aws_api_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── core
│ │ │ │ ├── __init__.py
│ │ │ │ ├── agent_scripts
│ │ │ │ │ ├── __init__.py
│ │ │ │ │ ├── manager.py
│ │ │ │ │ ├── models.py
│ │ │ │ │ └── registry
│ │ │ │ │ ├── __init__.py
│ │ │ │ │ ├── application-failure-troubleshooting.script.md
│ │ │ │ │ ├── cloudtral-mutli-region-setup.script.md
│ │ │ │ │ ├── create_amazon_aurora_db_cluster_with_instances.script.md
│ │ │ │ │ ├── lambda-timeout-debugging.script.md
│ │ │ │ │ ├── scripts_format.md
│ │ │ │ │ └── troubleshoot-permissions-with-cloudtrail-events.script.md
│ │ │ │ ├── aws
│ │ │ │ │ ├── __init__.py
│ │ │ │ │ ├── driver.py
│ │ │ │ │ ├── pagination.py
│ │ │ │ │ ├── regions.py
│ │ │ │ │ ├── service.py
│ │ │ │ │ └── services.py
│ │ │ │ ├── common
│ │ │ │ │ ├── __init__.py
│ │ │ │ │ ├── command_metadata.py
│ │ │ │ │ ├── command.py
│ │ │ │ │ ├── config.py
│ │ │ │ │ ├── errors.py
│ │ │ │ │ ├── file_operations.py
│ │ │ │ │ ├── file_system_controls.py
│ │ │ │ │ ├── helpers.py
│ │ │ │ │ ├── models.py
│ │ │ │ │ └── py.typed
│ │ │ │ ├── data
│ │ │ │ │ └── api_metadata.json
│ │ │ │ ├── metadata
│ │ │ │ │ ├── __init__.py
│ │ │ │ │ └── read_only_operations_list.py
│ │ │ │ ├── parser
│ │ │ │ │ ├── __init__.py
│ │ │ │ │ ├── custom_validators
│ │ │ │ │ │ ├── __init__.py
│ │ │ │ │ │ ├── botocore_param_validator.py
│ │ │ │ │ │ ├── ec2_validator.py
│ │ │ │ │ │ └── ssm_validator.py
│ │ │ │ │ ├── interpretation.py
│ │ │ │ │ ├── lexer.py
│ │ │ │ │ └── parser.py
│ │ │ │ ├── py.typed
│ │ │ │ └── security
│ │ │ │ ├── __init__.py
│ │ │ │ ├── aws_api_customization.json
│ │ │ │ └── policy.py
│ │ │ └── server.py
│ │ ├── CHANGELOG.md
│ │ ├── CONTRIBUTING.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── __init__.py
│ │ │ ├── agent_scripts
│ │ │ │ ├── __init__.py
│ │ │ │ ├── test_manager.py
│ │ │ │ └── test_registry
│ │ │ │ ├── another_valid_script.script.md
│ │ │ │ ├── test_script.script.md
│ │ │ │ └── valid_script.script.md
│ │ │ ├── aws
│ │ │ │ ├── __init__.py
│ │ │ │ ├── test_driver.py
│ │ │ │ ├── test_pagination.py
│ │ │ │ ├── test_service.py
│ │ │ │ └── test_services.py
│ │ │ ├── common
│ │ │ │ ├── test_command.py
│ │ │ │ ├── test_config.py
│ │ │ │ ├── test_file_operations.py
│ │ │ │ ├── test_file_system_controls.py
│ │ │ │ ├── test_file_validation.py
│ │ │ │ └── test_helpers.py
│ │ │ ├── fixtures.py
│ │ │ ├── history_handler.py
│ │ │ ├── metadata
│ │ │ │ ├── __init__.py
│ │ │ │ └── test_read_only_operations_list.py
│ │ │ ├── parser
│ │ │ │ ├── __init__.py
│ │ │ │ ├── test_file_path_detection.py
│ │ │ │ ├── test_lexer.py
│ │ │ │ ├── test_parser_customizations.py
│ │ │ │ └── test_parser.py
│ │ │ ├── test_security_policy.py
│ │ │ └── test_server.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── aws-appsync-mcp-server
│ │ ├── .dockerignore
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── aws_appsync_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── decorators.py
│ │ │ ├── helpers.py
│ │ │ ├── operations
│ │ │ │ ├── __init__.py
│ │ │ │ ├── create_api_cache.py
│ │ │ │ ├── create_api_key.py
│ │ │ │ ├── create_api.py
│ │ │ │ ├── create_channel_namespace.py
│ │ │ │ ├── create_datasource.py
│ │ │ │ ├── create_domain_name.py
│ │ │ │ ├── create_function.py
│ │ │ │ ├── create_graphql_api.py
│ │ │ │ ├── create_resolver.py
│ │ │ │ └── create_schema.py
│ │ │ ├── server.py
│ │ │ ├── tools
│ │ │ │ ├── __init__.py
│ │ │ │ ├── create_api_cache.py
│ │ │ │ ├── create_api_key.py
│ │ │ │ ├── create_api.py
│ │ │ │ ├── create_channel_namespace.py
│ │ │ │ ├── create_datasource.py
│ │ │ │ ├── create_domain_name.py
│ │ │ │ ├── create_function.py
│ │ │ │ ├── create_graphql_api.py
│ │ │ │ ├── create_resolver.py
│ │ │ │ └── create_schema.py
│ │ │ └── validators.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── __init__.py
│ │ │ ├── test_all_create_tools_write_protection.py
│ │ │ ├── test_create_api_cache.py
│ │ │ ├── test_create_api_key.py
│ │ │ ├── test_create_api.py
│ │ │ ├── test_create_channel_namespace.py
│ │ │ ├── test_create_datasource_tool.py
│ │ │ ├── test_create_datasource.py
│ │ │ ├── test_create_domain_name.py
│ │ │ ├── test_create_function.py
│ │ │ ├── test_create_graphql_api.py
│ │ │ ├── test_create_resolver.py
│ │ │ ├── test_create_schema_tool.py
│ │ │ ├── test_create_schema.py
│ │ │ ├── test_helpers.py
│ │ │ ├── test_server.py
│ │ │ ├── test_validators.py
│ │ │ └── test_write_operation.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── aws-bedrock-custom-model-import-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── aws_bedrock_custom_model_import_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── client.py
│ │ │ ├── llm_context.py
│ │ │ ├── models.py
│ │ │ ├── prompts.py
│ │ │ ├── server.py
│ │ │ ├── services
│ │ │ │ ├── __init__.py
│ │ │ │ ├── imported_model_service.py
│ │ │ │ └── model_import_service.py
│ │ │ ├── tools
│ │ │ │ ├── create_model_import_job.py
│ │ │ │ ├── delete_imported_model.py
│ │ │ │ ├── get_imported_model.py
│ │ │ │ ├── get_model_import_job.py
│ │ │ │ ├── list_imported_models.py
│ │ │ │ └── list_model_import_jobs.py
│ │ │ └── utils
│ │ │ ├── __init__.py
│ │ │ ├── aws.py
│ │ │ ├── config.py
│ │ │ ├── consts.py
│ │ │ └── matching.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── services
│ │ │ │ ├── test_imported_model_service.py
│ │ │ │ └── test_model_import_service.py
│ │ │ ├── test_client.py
│ │ │ ├── test_init.py
│ │ │ ├── test_llm_context.py
│ │ │ ├── test_prompts.py
│ │ │ ├── test_server.py
│ │ │ ├── tools
│ │ │ │ ├── test_create_model_import_job.py
│ │ │ │ ├── test_delete_imported_model.py
│ │ │ │ ├── test_get_imported_model.py
│ │ │ │ ├── test_get_model_import_job.py
│ │ │ │ ├── test_list_imported_models.py
│ │ │ │ └── test_list_model_import_jobs.py
│ │ │ └── utils
│ │ │ ├── test_aws.py
│ │ │ ├── test_config.py
│ │ │ └── test_matching.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── aws-bedrock-data-automation-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── aws_bedrock_data_automation_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── helpers.py
│ │ │ └── server.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── __init__.py
│ │ │ ├── test_helpers.py
│ │ │ ├── test_init.py
│ │ │ ├── test_main.py
│ │ │ └── test_server.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── aws-dataprocessing-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── aws_dataprocessing_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── core
│ │ │ │ ├── __init__.py
│ │ │ │ └── glue_data_catalog
│ │ │ │ ├── __init__.py
│ │ │ │ ├── data_catalog_database_manager.py
│ │ │ │ ├── data_catalog_handler.py
│ │ │ │ └── data_catalog_table_manager.py
│ │ │ ├── handlers
│ │ │ │ ├── __init__.py
│ │ │ │ ├── athena
│ │ │ │ │ ├── __init__.py
│ │ │ │ │ ├── athena_data_catalog_handler.py
│ │ │ │ │ ├── athena_query_handler.py
│ │ │ │ │ └── athena_workgroup_handler.py
│ │ │ │ ├── commons
│ │ │ │ │ ├── __init__.py
│ │ │ │ │ └── common_resource_handler.py
│ │ │ │ ├── emr
│ │ │ │ │ ├── emr_ec2_cluster_handler.py
│ │ │ │ │ ├── emr_ec2_instance_handler.py
│ │ │ │ │ └── emr_ec2_steps_handler.py
│ │ │ │ └── glue
│ │ │ │ ├── __init__.py
│ │ │ │ ├── crawler_handler.py
│ │ │ │ ├── data_catalog_handler.py
│ │ │ │ ├── glue_commons_handler.py
│ │ │ │ ├── glue_etl_handler.py
│ │ │ │ ├── interactive_sessions_handler.py
│ │ │ │ └── worklows_handler.py
│ │ │ ├── models
│ │ │ │ ├── __init__.py
│ │ │ │ ├── athena_models.py
│ │ │ │ ├── common_resource_models.py
│ │ │ │ ├── data_catalog_models.py
│ │ │ │ ├── emr_models.py
│ │ │ │ └── glue_models.py
│ │ │ ├── server.py
│ │ │ └── utils
│ │ │ ├── __init__.py
│ │ │ ├── aws_helper.py
│ │ │ ├── consts.py
│ │ │ ├── logging_helper.py
│ │ │ └── mutable_sql_detector.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── __init__.py
│ │ │ ├── core
│ │ │ │ ├── __init__.py
│ │ │ │ └── glue_data_catalog
│ │ │ │ ├── __init__.py
│ │ │ │ ├── test_data_catalog_database_manager.py
│ │ │ │ ├── test_data_catalog_handler.py
│ │ │ │ └── test_data_catalog_table_manager.py
│ │ │ ├── handlers
│ │ │ │ ├── __init__.py
│ │ │ │ ├── athena
│ │ │ │ │ ├── __init__.py
│ │ │ │ │ ├── test_athena_data_catalog_handler.py
│ │ │ │ │ ├── test_athena_query_handler.py
│ │ │ │ │ ├── test_athena_workgroup_handler.py
│ │ │ │ │ └── test_custom_tags_athena.py
│ │ │ │ ├── commons
│ │ │ │ │ ├── __init__.py
│ │ │ │ │ └── test_common_resource_handler.py
│ │ │ │ ├── emr
│ │ │ │ │ ├── __init__.py
│ │ │ │ │ ├── test_custom_tags_emr.py
│ │ │ │ │ ├── test_emr_ec2_cluster_handler.py
│ │ │ │ │ ├── test_emr_ec2_instance_handler.py
│ │ │ │ │ └── test_emr_ec2_steps_handler.py
│ │ │ │ └── glue
│ │ │ │ ├── __init__.py
│ │ │ │ ├── test_crawler_handler.py
│ │ │ │ ├── test_custom_tags_glue.py
│ │ │ │ ├── test_data_catalog_handler.py
│ │ │ │ ├── test_glue_commons_handler.py
│ │ │ │ ├── test_glue_etl_handler.py
│ │ │ │ ├── test_glue_interactive_sessions_handler.py
│ │ │ │ └── test_glue_workflows_handler.py
│ │ │ ├── models
│ │ │ │ ├── __init__.py
│ │ │ │ ├── test_athena_models.py
│ │ │ │ ├── test_common_resource_models.py
│ │ │ │ ├── test_data_catalog_models.py
│ │ │ │ ├── test_emr_models.py
│ │ │ │ ├── test_glue_models.py
│ │ │ │ ├── test_interactive_sessions_models.py
│ │ │ │ └── test_workflows_models.py
│ │ │ ├── test_init.py
│ │ │ ├── test_server.py
│ │ │ └── utils
│ │ │ ├── __init__.py
│ │ │ ├── test_aws_helper.py
│ │ │ ├── test_custom_tags.py
│ │ │ └── test_logging_helper.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── aws-diagram-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── aws_diagram_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── diagrams_tools.py
│ │ │ ├── models.py
│ │ │ ├── scanner.py
│ │ │ └── server.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── __init__.py
│ │ │ ├── .gitignore
│ │ │ ├── conftest.py
│ │ │ ├── README.md
│ │ │ ├── resources
│ │ │ │ ├── __init__.py
│ │ │ │ └── example_diagrams
│ │ │ │ ├── __init__.py
│ │ │ │ ├── aws_example.py
│ │ │ │ ├── flow_example.py
│ │ │ │ └── sequence_example.py
│ │ │ ├── test_diagrams.py
│ │ │ ├── test_models.py
│ │ │ ├── test_sarif_fix.py
│ │ │ ├── test_scanner.py
│ │ │ └── test_server.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── aws-documentation-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── aws_documentation_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── models.py
│ │ │ ├── server_aws_cn.py
│ │ │ ├── server_aws.py
│ │ │ ├── server_utils.py
│ │ │ ├── server.py
│ │ │ └── util.py
│ │ ├── basic-usage.gif
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── __init__.py
│ │ │ ├── conftest.py
│ │ │ ├── constants.py
│ │ │ ├── resources
│ │ │ │ └── lambda_sns_raw.html
│ │ │ ├── test_aws_cn_get_available_services_live.py
│ │ │ ├── test_aws_cn_read_documentation_live.py
│ │ │ ├── test_aws_read_documentation_live.py
│ │ │ ├── test_aws_recommend_live.py
│ │ │ ├── test_aws_search_live.py
│ │ │ ├── test_metadata_handling.py
│ │ │ ├── test_models.py
│ │ │ ├── test_server_aws_cn.py
│ │ │ ├── test_server_aws.py
│ │ │ ├── test_server_utils.py
│ │ │ ├── test_server.py
│ │ │ └── test_util.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── aws-healthomics-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── aws_healthomics_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── consts.py
│ │ │ ├── models.py
│ │ │ ├── server.py
│ │ │ ├── tools
│ │ │ │ ├── __init__.py
│ │ │ │ ├── helper_tools.py
│ │ │ │ ├── run_analysis.py
│ │ │ │ ├── troubleshooting.py
│ │ │ │ ├── workflow_analysis.py
│ │ │ │ ├── workflow_execution.py
│ │ │ │ ├── workflow_linting.py
│ │ │ │ └── workflow_management.py
│ │ │ └── utils
│ │ │ ├── __init__.py
│ │ │ ├── aws_utils.py
│ │ │ ├── s3_utils.py
│ │ │ └── validation_utils.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── docs
│ │ │ └── workflow_linting.md
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── conftest.py
│ │ │ ├── test_aws_utils.py
│ │ │ ├── test_consts.py
│ │ │ ├── test_helper_tools.py
│ │ │ ├── test_init.py
│ │ │ ├── test_main.py
│ │ │ ├── test_models.py
│ │ │ ├── test_run_analysis.py
│ │ │ ├── test_s3_utils.py
│ │ │ ├── test_server.py
│ │ │ ├── test_troubleshooting.py
│ │ │ ├── test_workflow_analysis.py
│ │ │ ├── test_workflow_execution.py
│ │ │ ├── test_workflow_linting.py
│ │ │ ├── test_workflow_management.py
│ │ │ └── test_workflow_tools.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── aws-iot-sitewise-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── aws_iot_sitewise_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── client.py
│ │ │ ├── prompts
│ │ │ │ ├── __init__.py
│ │ │ │ ├── asset_hierarchy.py
│ │ │ │ ├── data_exploration.py
│ │ │ │ └── data_ingestion.py
│ │ │ ├── server.py
│ │ │ ├── tool_metadata.py
│ │ │ ├── tools
│ │ │ │ ├── __init__.py
│ │ │ │ ├── sitewise_access.py
│ │ │ │ ├── sitewise_asset_models.py
│ │ │ │ ├── sitewise_assets.py
│ │ │ │ ├── sitewise_data.py
│ │ │ │ └── sitewise_gateways.py
│ │ │ └── validation.py
│ │ ├── CHANGELOG.md
│ │ ├── DEVELOPMENT.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── examples
│ │ │ └── wind_farm_example.py
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── run_server.py
│ │ ├── tests
│ │ │ ├── __init__.py
│ │ │ ├── conftest.py
│ │ │ ├── test_init.py
│ │ │ ├── test_main.py
│ │ │ ├── test_server.py
│ │ │ ├── test_sitewise_access.py
│ │ │ ├── test_sitewise_asset_models.py
│ │ │ ├── test_sitewise_assets.py
│ │ │ ├── test_sitewise_data.py
│ │ │ ├── test_sitewise_gateways.py
│ │ │ └── test_validation.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── aws-knowledge-mcp-server
│ │ └── README.md
│ ├── aws-location-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── aws_location_server
│ │ │ ├── __init__.py
│ │ │ └── server.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── __init__.py
│ │ │ ├── conftest.py
│ │ │ ├── test_server_integration.py
│ │ │ └── test_server.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── aws-msk-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── aws_msk_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── server.py
│ │ │ └── tools
│ │ │ ├── __init__.py
│ │ │ ├── common_functions
│ │ │ │ ├── __init__.py
│ │ │ │ ├── client_manager.py
│ │ │ │ └── common_functions.py
│ │ │ ├── logs_and_telemetry
│ │ │ │ ├── __init__.py
│ │ │ │ ├── cluster_metrics_tools.py
│ │ │ │ ├── list_customer_iam_access.py
│ │ │ │ └── metric_config.py
│ │ │ ├── mutate_cluster
│ │ │ │ ├── __init__.py
│ │ │ │ ├── batch_associate_scram_secret.py
│ │ │ │ ├── batch_disassociate_scram_secret.py
│ │ │ │ ├── create_cluster_v2.py
│ │ │ │ ├── put_cluster_policy.py
│ │ │ │ ├── reboot_broker.py
│ │ │ │ ├── update_broker_count.py
│ │ │ │ ├── update_broker_storage.py
│ │ │ │ ├── update_broker_type.py
│ │ │ │ ├── update_cluster_configuration.py
│ │ │ │ ├── update_monitoring.py
│ │ │ │ └── update_security.py
│ │ │ ├── mutate_config
│ │ │ │ ├── __init__.py
│ │ │ │ ├── create_configuration.py
│ │ │ │ ├── tag_resource.py
│ │ │ │ ├── untag_resource.py
│ │ │ │ └── update_configuration.py
│ │ │ ├── mutate_vpc
│ │ │ │ ├── __init__.py
│ │ │ │ ├── create_vpc_connection.py
│ │ │ │ ├── delete_vpc_connection.py
│ │ │ │ └── reject_client_vpc_connection.py
│ │ │ ├── read_cluster
│ │ │ │ ├── __init__.py
│ │ │ │ ├── describe_cluster_operation.py
│ │ │ │ ├── describe_cluster.py
│ │ │ │ ├── get_bootstrap_brokers.py
│ │ │ │ ├── get_cluster_policy.py
│ │ │ │ ├── get_compatible_kafka_versions.py
│ │ │ │ ├── list_client_vpc_connections.py
│ │ │ │ ├── list_cluster_operations.py
│ │ │ │ ├── list_nodes.py
│ │ │ │ └── list_scram_secrets.py
│ │ │ ├── read_config
│ │ │ │ ├── __init__.py
│ │ │ │ ├── describe_configuration_revision.py
│ │ │ │ ├── describe_configuration.py
│ │ │ │ ├── list_configuration_revisions.py
│ │ │ │ └── list_tags_for_resource.py
│ │ │ ├── read_global
│ │ │ │ ├── __init__.py
│ │ │ │ ├── list_clusters.py
│ │ │ │ ├── list_configurations.py
│ │ │ │ ├── list_kafka_versions.py
│ │ │ │ └── list_vpc_connections.py
│ │ │ ├── read_vpc
│ │ │ │ ├── __init__.py
│ │ │ │ └── describe_vpc_connection.py
│ │ │ └── static_tools
│ │ │ ├── __init__.py
│ │ │ └── cluster_best_practices.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── test_client_manager.py
│ │ │ ├── test_cluster_metrics_tools.py
│ │ │ ├── test_common_functions.py
│ │ │ ├── test_create_cluster_v2.py
│ │ │ ├── test_create_configuration.py
│ │ │ ├── test_create_vpc_connection.py
│ │ │ ├── test_delete_vpc_connection.py
│ │ │ ├── test_describe_cluster_operation.py
│ │ │ ├── test_describe_cluster.py
│ │ │ ├── test_describe_configuration_revision.py
│ │ │ ├── test_describe_configuration.py
│ │ │ ├── test_describe_vpc_connection.py
│ │ │ ├── test_get_bootstrap_brokers.py
│ │ │ ├── test_get_cluster_policy.py
│ │ │ ├── test_get_compatible_kafka_versions.py
│ │ │ ├── test_init.py
│ │ │ ├── test_list_client_vpc_connections.py
│ │ │ ├── test_list_cluster_operations.py
│ │ │ ├── test_list_clusters.py
│ │ │ ├── test_list_configuration_revisions.py
│ │ │ ├── test_list_configurations.py
│ │ │ ├── test_list_customer_iam_access.py
│ │ │ ├── test_list_kafka_versions.py
│ │ │ ├── test_list_nodes.py
│ │ │ ├── test_list_scram_secrets.py
│ │ │ ├── test_list_tags_for_resource.py
│ │ │ ├── test_list_vpc_connections.py
│ │ │ ├── test_logs_and_telemetry.py
│ │ │ ├── test_main.py
│ │ │ ├── test_mutate_cluster_init.py
│ │ │ ├── test_mutate_cluster_success_cases.py
│ │ │ ├── test_mutate_cluster.py
│ │ │ ├── test_mutate_config_init.py
│ │ │ ├── test_mutate_vpc_init.py
│ │ │ ├── test_read_cluster_init_updated.py
│ │ │ ├── test_read_cluster_init.py
│ │ │ ├── test_read_config_init.py
│ │ │ ├── test_read_global_init.py
│ │ │ ├── test_read_vpc_init.py
│ │ │ ├── test_reject_client_vpc_connection.py
│ │ │ ├── test_server.py
│ │ │ ├── test_static_tools_init.py
│ │ │ ├── test_tag_resource.py
│ │ │ ├── test_tool_descriptions.py
│ │ │ ├── test_untag_resource.py
│ │ │ └── test_update_configuration.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── aws-pricing-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── aws_pricing_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── cdk_analyzer.py
│ │ │ ├── consts.py
│ │ │ ├── helpers.py
│ │ │ ├── models.py
│ │ │ ├── pricing_client.py
│ │ │ ├── pricing_transformer.py
│ │ │ ├── report_generator.py
│ │ │ ├── server.py
│ │ │ ├── static
│ │ │ │ ├── __init__.py
│ │ │ │ ├── COST_REPORT_TEMPLATE.md
│ │ │ │ └── patterns
│ │ │ │ ├── __init__.py
│ │ │ │ └── BEDROCK.md
│ │ │ └── terraform_analyzer.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── __init__.py
│ │ │ ├── conftest.py
│ │ │ ├── test_cdk_analyzer.py
│ │ │ ├── test_helpers.py
│ │ │ ├── test_pricing_client.py
│ │ │ ├── test_pricing_transformer.py
│ │ │ ├── test_report_generator.py
│ │ │ ├── test_server.py
│ │ │ └── test_terraform_analyzer.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── aws-serverless-mcp-server
│ │ ├── .pre-commit.config.yaml
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── aws_serverless_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── models.py
│ │ │ ├── resources
│ │ │ │ ├── __init__.py
│ │ │ │ ├── deployment_details.py
│ │ │ │ ├── deployment_list.py
│ │ │ │ ├── template_details.py
│ │ │ │ └── template_list.py
│ │ │ ├── server.py
│ │ │ ├── template
│ │ │ │ ├── __init__.py
│ │ │ │ ├── registry.py
│ │ │ │ ├── renderer.py
│ │ │ │ └── templates
│ │ │ │ ├── backend.j2
│ │ │ │ ├── frontend.j2
│ │ │ │ ├── fullstack.j2
│ │ │ │ └── README.md
│ │ │ ├── tools
│ │ │ │ ├── common
│ │ │ │ │ └── base_tool.py
│ │ │ │ ├── guidance
│ │ │ │ │ ├── __init__.py
│ │ │ │ │ ├── deploy_serverless_app_help.py
│ │ │ │ │ ├── get_iac_guidance.py
│ │ │ │ │ ├── get_lambda_event_schemas.py
│ │ │ │ │ ├── get_lambda_guidance.py
│ │ │ │ │ └── get_serverless_templates.py
│ │ │ │ ├── sam
│ │ │ │ │ ├── __init__.py
│ │ │ │ │ ├── sam_build.py
│ │ │ │ │ ├── sam_deploy.py
│ │ │ │ │ ├── sam_init.py
│ │ │ │ │ ├── sam_local_invoke.py
│ │ │ │ │ └── sam_logs.py
│ │ │ │ ├── schemas
│ │ │ │ │ ├── __init__.py
│ │ │ │ │ ├── describe_schema.py
│ │ │ │ │ ├── list_registries.py
│ │ │ │ │ └── search_schema.py
│ │ │ │ └── webapps
│ │ │ │ ├── __init__.py
│ │ │ │ ├── configure_domain.py
│ │ │ │ ├── deploy_webapp.py
│ │ │ │ ├── get_metrics.py
│ │ │ │ ├── update_webapp_frontend.py
│ │ │ │ ├── utils
│ │ │ │ │ ├── deploy_service.py
│ │ │ │ │ ├── frontend_uploader.py
│ │ │ │ │ └── startup_script_generator.py
│ │ │ │ └── webapp_deployment_help.py
│ │ │ └── utils
│ │ │ ├── __init__.py
│ │ │ ├── aws_client_helper.py
│ │ │ ├── cloudformation.py
│ │ │ ├── const.py
│ │ │ ├── deployment_manager.py
│ │ │ ├── github.py
│ │ │ └── process.py
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── __init__.py
│ │ │ ├── conftest.py
│ │ │ ├── README.md
│ │ │ ├── test_cloudformation.py
│ │ │ ├── test_configure_domain.py
│ │ │ ├── test_deploy_serverless_app_help.py
│ │ │ ├── test_deploy_service.py
│ │ │ ├── test_deploy_webapp.py
│ │ │ ├── test_deployment_details.py
│ │ │ ├── test_deployment_help.py
│ │ │ ├── test_deployment_list.py
│ │ │ ├── test_deployment_manager.py
│ │ │ ├── test_frontend_uploader.py
│ │ │ ├── test_get_iac_guidance.py
│ │ │ ├── test_get_lambda_event_schemas.py
│ │ │ ├── test_get_lambda_guidance.py
│ │ │ ├── test_get_metrics.py
│ │ │ ├── test_get_serverless_templates.py
│ │ │ ├── test_github.py
│ │ │ ├── test_models.py
│ │ │ ├── test_process.py
│ │ │ ├── test_sam_build.py
│ │ │ ├── test_sam_deploy.py
│ │ │ ├── test_sam_init.py
│ │ │ ├── test_sam_local_invoke.py
│ │ │ ├── test_sam_logs.py
│ │ │ ├── test_schemas.py
│ │ │ ├── test_server.py
│ │ │ ├── test_startup_script_generator.py
│ │ │ ├── test_template_details.py
│ │ │ ├── test_template_list.py
│ │ │ ├── test_template_registry.py
│ │ │ ├── test_template_renderer.py
│ │ │ └── test_update_webapp_frontend.py
│ │ └── uv.lock
│ ├── aws-support-mcp-server
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── aws_support_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── client.py
│ │ │ ├── consts.py
│ │ │ ├── debug_helper.py
│ │ │ ├── errors.py
│ │ │ ├── formatters.py
│ │ │ ├── models.py
│ │ │ └── server.py
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── __init__.py
│ │ │ ├── conftests.py
│ │ │ ├── test_aws_support_mcp_server.py
│ │ │ └── test_models.py
│ │ └── uv.lock
│ ├── bedrock-kb-retrieval-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── bedrock_kb_retrieval_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── knowledgebases
│ │ │ │ ├── __init__.py
│ │ │ │ ├── clients.py
│ │ │ │ ├── discovery.py
│ │ │ │ └── retrieval.py
│ │ │ ├── models.py
│ │ │ └── server.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── run_tests.sh
│ │ ├── tests
│ │ │ ├── __init__.py
│ │ │ ├── .gitignore
│ │ │ ├── conftest.py
│ │ │ ├── README.md
│ │ │ ├── test_clients.py
│ │ │ ├── test_discovery.py
│ │ │ ├── test_env_config.py
│ │ │ ├── test_models.py
│ │ │ ├── test_retrieval.py
│ │ │ └── test_server.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── billing-cost-management-mcp-server
│ │ ├── __init__.py
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── billing_cost_management_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── models.py
│ │ │ ├── prompts
│ │ │ │ ├── __init__.py
│ │ │ │ ├── decorator.py
│ │ │ │ ├── graviton_migration.py
│ │ │ │ ├── README.md
│ │ │ │ ├── savings_plans.py
│ │ │ │ └── types.py
│ │ │ ├── server.py
│ │ │ ├── templates
│ │ │ │ └── recommendation_templates
│ │ │ │ ├── ebs_volume.template
│ │ │ │ ├── ec2_asg.template
│ │ │ │ ├── ec2_instance.template
│ │ │ │ ├── ecs_service.template
│ │ │ │ ├── idle.template
│ │ │ │ ├── lambda_function.template
│ │ │ │ ├── rds_database.template
│ │ │ │ ├── reserved_instances.template
│ │ │ │ └── savings_plans.template
│ │ │ ├── tools
│ │ │ │ ├── __init__.py
│ │ │ │ ├── aws_pricing_operations.py
│ │ │ │ ├── aws_pricing_tools.py
│ │ │ │ ├── budget_tools.py
│ │ │ │ ├── compute_optimizer_tools.py
│ │ │ │ ├── cost_anomaly_tools.py
│ │ │ │ ├── cost_comparison_tools.py
│ │ │ │ ├── cost_explorer_operations.py
│ │ │ │ ├── cost_explorer_tools.py
│ │ │ │ ├── cost_optimization_hub_helpers.py
│ │ │ │ ├── cost_optimization_hub_tools.py
│ │ │ │ ├── free_tier_usage_tools.py
│ │ │ │ ├── recommendation_details_tools.py
│ │ │ │ ├── ri_performance_tools.py
│ │ │ │ ├── sp_performance_tools.py
│ │ │ │ ├── storage_lens_tools.py
│ │ │ │ └── unified_sql_tools.py
│ │ │ └── utilities
│ │ │ ├── __init__.py
│ │ │ ├── aws_service_base.py
│ │ │ ├── constants.py
│ │ │ ├── logging_utils.py
│ │ │ └── sql_utils.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── requirements.txt
│ │ ├── tests
│ │ │ ├── __init__.py
│ │ │ ├── conftest.py
│ │ │ ├── prompts
│ │ │ │ ├── __init__.py
│ │ │ │ └── test_prompts.py
│ │ │ ├── README.md
│ │ │ ├── test_models.py
│ │ │ ├── test_server.py
│ │ │ ├── tools
│ │ │ │ ├── __init__.py
│ │ │ │ ├── fixtures.py
│ │ │ │ ├── test_aws_pricing_tools.py
│ │ │ │ ├── test_budget_tools.py
│ │ │ │ ├── test_compute_optimizer_tools.py
│ │ │ │ ├── test_cost_anomaly_tools_enhanced.py
│ │ │ │ ├── test_cost_anomaly_tools.py
│ │ │ │ ├── test_cost_comparison_tools.py
│ │ │ │ ├── test_cost_explorer_operations.py
│ │ │ │ ├── test_cost_explorer_tools.py
│ │ │ │ ├── test_cost_optimization_hub_helpers.py
│ │ │ │ ├── test_cost_optimization_hub_tools.py
│ │ │ │ ├── test_free_tier_usage_tools_new.py
│ │ │ │ ├── test_recommendation_details_tools.py
│ │ │ │ ├── test_ri_performance_tools.py
│ │ │ │ ├── test_sp_performance_tools.py
│ │ │ │ ├── test_storage_lens_tools.py
│ │ │ │ └── test_unified_sql_tools.py
│ │ │ └── utilities
│ │ │ ├── test_aws_service_base.py
│ │ │ └── test_sql_utils.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── ccapi-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── ccapi_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── aws_client.py
│ │ │ ├── cloud_control_utils.py
│ │ │ ├── context.py
│ │ │ ├── errors.py
│ │ │ ├── iac_generator.py
│ │ │ ├── impl
│ │ │ │ ├── __init__.py
│ │ │ │ ├── tools
│ │ │ │ │ ├── __init__.py
│ │ │ │ │ ├── explanation.py
│ │ │ │ │ ├── infrastructure_generation.py
│ │ │ │ │ ├── resource_operations.py
│ │ │ │ │ ├── security_scanning.py
│ │ │ │ │ └── session_management.py
│ │ │ │ └── utils
│ │ │ │ ├── __init__.py
│ │ │ │ └── validation.py
│ │ │ ├── infrastructure_generator.py
│ │ │ ├── models
│ │ │ │ ├── __init__.py
│ │ │ │ └── models.py
│ │ │ ├── schema_manager.py
│ │ │ ├── server.py
│ │ │ └── static
│ │ │ └── __init__.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── run_tests.sh
│ │ ├── tests
│ │ │ ├── __init__.py
│ │ │ ├── test_aws_client.py
│ │ │ ├── test_checkov_install.py
│ │ │ ├── test_cloud_control_utils.py
│ │ │ ├── test_context.py
│ │ │ ├── test_errors.py
│ │ │ ├── test_explanation.py
│ │ │ ├── test_iac_generator.py
│ │ │ ├── test_infrastructure_generation.py
│ │ │ ├── test_infrastructure_generator.py
│ │ │ ├── test_models.py
│ │ │ ├── test_resource_operations.py
│ │ │ ├── test_schema_manager.py
│ │ │ ├── test_security_scanning.py
│ │ │ ├── test_server.py
│ │ │ ├── test_session_management.py
│ │ │ └── test_validation.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── cdk-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── cdk_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── core
│ │ │ │ ├── __init__.py
│ │ │ │ ├── resources.py
│ │ │ │ ├── search_utils.py
│ │ │ │ ├── server.py
│ │ │ │ └── tools.py
│ │ │ ├── data
│ │ │ │ ├── __init__.py
│ │ │ │ ├── cdk_nag_parser.py
│ │ │ │ ├── construct_descriptions.py
│ │ │ │ ├── genai_cdk_loader.py
│ │ │ │ ├── lambda_layer_parser.py
│ │ │ │ ├── lambda_powertools_loader.py
│ │ │ │ ├── schema_generator.py
│ │ │ │ └── solutions_constructs_parser.py
│ │ │ ├── server.py
│ │ │ └── static
│ │ │ ├── __init__.py
│ │ │ ├── CDK_GENERAL_GUIDANCE.md
│ │ │ ├── CDK_NAG_GUIDANCE.md
│ │ │ └── lambda_powertools
│ │ │ ├── bedrock.md
│ │ │ ├── cdk.md
│ │ │ ├── dependencies.md
│ │ │ ├── index.md
│ │ │ ├── insights.md
│ │ │ ├── logging.md
│ │ │ ├── metrics.md
│ │ │ └── tracing.md
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── __init__.py
│ │ │ ├── core
│ │ │ │ ├── test_resources_enhanced.py
│ │ │ │ ├── test_resources.py
│ │ │ │ ├── test_search_utils.py
│ │ │ │ ├── test_server.py
│ │ │ │ └── test_tools.py
│ │ │ └── data
│ │ │ ├── test_cdk_nag_parser.py
│ │ │ ├── test_genai_cdk_loader.py
│ │ │ ├── test_lambda_powertools_loader.py
│ │ │ ├── test_schema_generator.py
│ │ │ └── test_solutions_constructs_parser.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── cfn-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── cfn_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── aws_client.py
│ │ │ ├── cloud_control_utils.py
│ │ │ ├── context.py
│ │ │ ├── errors.py
│ │ │ ├── iac_generator.py
│ │ │ ├── schema_manager.py
│ │ │ └── server.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── run_tests.sh
│ │ ├── tests
│ │ │ ├── __init__.py
│ │ │ ├── test_aws_client.py
│ │ │ ├── test_cloud_control_utils.py
│ │ │ ├── test_errors.py
│ │ │ ├── test_iac_generator.py
│ │ │ ├── test_init.py
│ │ │ ├── test_main.py
│ │ │ ├── test_schema_manager.py
│ │ │ └── test_server.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── cloudtrail-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── cloudtrail_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── common.py
│ │ │ ├── models.py
│ │ │ ├── server.py
│ │ │ └── tools.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── __init__.py
│ │ │ ├── conftest.py
│ │ │ ├── test_init.py
│ │ │ ├── test_main.py
│ │ │ ├── test_models.py
│ │ │ ├── test_server.py
│ │ │ └── test_tools.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── cloudwatch-appsignals-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── cloudwatch_appsignals_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── audit_presentation_utils.py
│ │ │ ├── audit_utils.py
│ │ │ ├── aws_clients.py
│ │ │ ├── canary_utils.py
│ │ │ ├── server.py
│ │ │ ├── service_audit_utils.py
│ │ │ ├── service_tools.py
│ │ │ ├── sli_report_client.py
│ │ │ ├── slo_tools.py
│ │ │ ├── trace_tools.py
│ │ │ └── utils.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── conftest.py
│ │ │ ├── test_audit_presentation_utils.py
│ │ │ ├── test_audit_utils.py
│ │ │ ├── test_aws_profile.py
│ │ │ ├── test_canary_utils.py
│ │ │ ├── test_initialization.py
│ │ │ ├── test_server_audit_functions.py
│ │ │ ├── test_server_audit_tools.py
│ │ │ ├── test_server.py
│ │ │ ├── test_service_audit_utils.py
│ │ │ ├── test_service_tools_operations.py
│ │ │ ├── test_sli_report_client.py
│ │ │ ├── test_slo_tools.py
│ │ │ └── test_utils.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── cloudwatch-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── cloudwatch_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── cloudwatch_alarms
│ │ │ │ ├── models.py
│ │ │ │ └── tools.py
│ │ │ ├── cloudwatch_logs
│ │ │ │ ├── models.py
│ │ │ │ └── tools.py
│ │ │ ├── cloudwatch_metrics
│ │ │ │ ├── data
│ │ │ │ │ └── metric_metadata.json
│ │ │ │ ├── models.py
│ │ │ │ └── tools.py
│ │ │ ├── common.py
│ │ │ └── server.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── cloudwatch_alarms
│ │ │ │ ├── test_active_alarms.py
│ │ │ │ ├── test_alarm_history_integration.py
│ │ │ │ ├── test_alarm_history.py
│ │ │ │ └── test_alarms_error_handling.py
│ │ │ ├── cloudwatch_logs
│ │ │ │ ├── test_logs_error_handling.py
│ │ │ │ ├── test_logs_models.py
│ │ │ │ └── test_logs_server.py
│ │ │ ├── cloudwatch_metrics
│ │ │ │ ├── test_metrics_error_handling.py
│ │ │ │ ├── test_metrics_models.py
│ │ │ │ ├── test_metrics_server.py
│ │ │ │ └── test_validation_error.py
│ │ │ ├── test_common_and_server.py
│ │ │ ├── test_init.py
│ │ │ └── test_main.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── code-doc-gen-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── code_doc_gen_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── server.py
│ │ │ └── utils
│ │ │ ├── doc_generator.py
│ │ │ ├── models.py
│ │ │ ├── repomix_manager.py
│ │ │ └── templates.py
│ │ ├── CHANGELOG.md
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── test_doc_generator_edge_cases.py
│ │ │ ├── test_doc_generator.py
│ │ │ ├── test_init.py
│ │ │ ├── test_main.py
│ │ │ ├── test_repomix_manager_scenarios.py
│ │ │ ├── test_repomix_manager.py
│ │ │ ├── test_repomix_statistics.py
│ │ │ ├── test_server_extended.py
│ │ │ ├── test_server.py
│ │ │ └── test_templates.py
│ │ └── uv.lock
│ ├── core-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── core_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── server.py
│ │ │ └── static
│ │ │ ├── __init__.py
│ │ │ └── PROMPT_UNDERSTANDING.md
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── __init__.py
│ │ │ ├── conftest.py
│ │ │ ├── README.md
│ │ │ ├── test_init.py
│ │ │ ├── test_main.py
│ │ │ ├── test_response_types.py
│ │ │ ├── test_server.py
│ │ │ └── test_static.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── cost-explorer-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── cost_explorer_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── comparison_handler.py
│ │ │ ├── constants.py
│ │ │ ├── cost_usage_handler.py
│ │ │ ├── forecasting_handler.py
│ │ │ ├── helpers.py
│ │ │ ├── metadata_handler.py
│ │ │ ├── models.py
│ │ │ ├── server.py
│ │ │ └── utility_handler.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── __init__.py
│ │ │ ├── conftest.py
│ │ │ ├── test_comparison_handler.py
│ │ │ ├── test_cost_usage_handler.py
│ │ │ ├── test_forecasting_handler.py
│ │ │ ├── test_helpers.py
│ │ │ ├── test_metadata_handler.py
│ │ │ ├── test_models.py
│ │ │ ├── test_server.py
│ │ │ └── test_utility_handler.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── documentdb-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ └── documentdb_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── analytic_tools.py
│ │ │ ├── config.py
│ │ │ ├── connection_tools.py
│ │ │ ├── db_management_tools.py
│ │ │ ├── query_tools.py
│ │ │ ├── server.py
│ │ │ └── write_tools.py
│ │ ├── CHANGELOG.md
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── conftest.py
│ │ │ ├── test_analytic_tools.py
│ │ │ ├── test_connection_tools.py
│ │ │ ├── test_db_management_tools.py
│ │ │ ├── test_init.py
│ │ │ ├── test_main.py
│ │ │ ├── test_query_tools.py
│ │ │ └── test_write_tools.py
│ │ └── uv.lock
│ ├── dynamodb-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── dynamodb_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── common.py
│ │ │ ├── database_analysis_queries.py
│ │ │ ├── database_analyzers.py
│ │ │ ├── prompts
│ │ │ │ └── dynamodb_architect.md
│ │ │ └── server.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── __init__.py
│ │ │ ├── conftest.py
│ │ │ ├── evals
│ │ │ │ ├── dynamic_evaluators.py
│ │ │ │ ├── evaluation_registry.py
│ │ │ │ ├── logging_config.py
│ │ │ │ ├── multiturn_evaluator.py
│ │ │ │ ├── README.md
│ │ │ │ ├── scenarios.py
│ │ │ │ └── test_dspy_evals.py
│ │ │ ├── test_dynamodb_server.py
│ │ │ └── test_source_db_integration.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── ecs-mcp-server
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── ecs_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── api
│ │ │ │ ├── __init__.py
│ │ │ │ ├── containerize.py
│ │ │ │ ├── delete.py
│ │ │ │ ├── ecs_troubleshooting.py
│ │ │ │ ├── infrastructure.py
│ │ │ │ ├── resource_management.py
│ │ │ │ ├── status.py
│ │ │ │ └── troubleshooting_tools
│ │ │ │ ├── __init__.py
│ │ │ │ ├── detect_image_pull_failures.py
│ │ │ │ ├── fetch_cloudformation_status.py
│ │ │ │ ├── fetch_network_configuration.py
│ │ │ │ ├── fetch_service_events.py
│ │ │ │ ├── fetch_task_failures.py
│ │ │ │ ├── fetch_task_logs.py
│ │ │ │ ├── get_ecs_troubleshooting_guidance.py
│ │ │ │ └── utils.py
│ │ │ ├── main.py
│ │ │ ├── modules
│ │ │ │ ├── __init__.py
│ │ │ │ ├── aws_knowledge_proxy.py
│ │ │ │ ├── containerize.py
│ │ │ │ ├── delete.py
│ │ │ │ ├── deployment_status.py
│ │ │ │ ├── infrastructure.py
│ │ │ │ ├── resource_management.py
│ │ │ │ └── troubleshooting.py
│ │ │ ├── templates
│ │ │ │ ├── ecr_infrastructure.json
│ │ │ │ └── ecs_infrastructure.json
│ │ │ └── utils
│ │ │ ├── arn_parser.py
│ │ │ ├── aws.py
│ │ │ ├── config.py
│ │ │ ├── docker.py
│ │ │ ├── security.py
│ │ │ ├── templates.py
│ │ │ └── time_utils.py
│ │ ├── DEVELOPMENT.md
│ │ ├── pyproject.toml
│ │ ├── pyrightconfig.json
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── __init__.py
│ │ │ ├── conftest.py
│ │ │ ├── integ
│ │ │ │ └── mcp-inspector
│ │ │ │ ├── .gitignore
│ │ │ │ ├── README.md
│ │ │ │ ├── run-tests.sh
│ │ │ │ └── scenarios
│ │ │ │ ├── 01_comprehensive_troubleshooting
│ │ │ │ │ ├── 01_create.sh
│ │ │ │ │ ├── 02_validate.sh
│ │ │ │ │ ├── 03_cleanup.sh
│ │ │ │ │ ├── description.txt
│ │ │ │ │ └── utils
│ │ │ │ │ ├── mcp_helpers.sh
│ │ │ │ │ └── validation_helpers.sh
│ │ │ │ └── 02_test_knowledge_proxy_tools
│ │ │ │ ├── 01_create.sh
│ │ │ │ ├── 02_validate.sh
│ │ │ │ ├── 03_cleanup.sh
│ │ │ │ ├── description.txt
│ │ │ │ └── utils
│ │ │ │ ├── knowledge_validation_helpers.sh
│ │ │ │ └── mcp_knowledge_helpers.sh
│ │ │ ├── llm_testing
│ │ │ │ ├── invalid_cfn_template.yaml
│ │ │ │ ├── README.md
│ │ │ │ ├── run_tests.sh
│ │ │ │ ├── scenarios
│ │ │ │ │ ├── 01_cloudformation_failure
│ │ │ │ │ │ ├── 01_create.sh
│ │ │ │ │ │ ├── 02_validate.sh
│ │ │ │ │ │ ├── 03_prompts.txt
│ │ │ │ │ │ ├── 04_evaluation.md
│ │ │ │ │ │ ├── 05_cleanup.sh
│ │ │ │ │ │ └── description.txt
│ │ │ │ │ ├── 02_service_failure
│ │ │ │ │ │ ├── 01_create.sh
│ │ │ │ │ │ ├── 02_validate.sh
│ │ │ │ │ │ ├── 03_prompts.txt
│ │ │ │ │ │ ├── 04_evaluation.md
│ │ │ │ │ │ ├── 05_cleanup.sh
│ │ │ │ │ │ └── description.txt
│ │ │ │ │ ├── 03_task_exit_failure
│ │ │ │ │ │ ├── 01_create.sh
│ │ │ │ │ │ ├── 02_validate.sh
│ │ │ │ │ │ ├── 03_prompts.txt
│ │ │ │ │ │ ├── 04_evaluation.md
│ │ │ │ │ │ ├── 05_cleanup.sh
│ │ │ │ │ │ └── description.txt
│ │ │ │ │ ├── 04_network_configuration_failure
│ │ │ │ │ │ ├── 01_create.sh
│ │ │ │ │ │ ├── 02_validate.sh
│ │ │ │ │ │ ├── 03_prompts.txt
│ │ │ │ │ │ ├── 05_cleanup.sh
│ │ │ │ │ │ └── description.txt
│ │ │ │ │ ├── 05_resource_constraint_failure
│ │ │ │ │ │ ├── 01_create.sh
│ │ │ │ │ │ ├── 02_validate.sh
│ │ │ │ │ │ ├── 03_prompts.txt
│ │ │ │ │ │ ├── 05_cleanup.sh
│ │ │ │ │ │ └── description.txt
│ │ │ │ │ └── 06_load_balancer_failure
│ │ │ │ │ ├── 01_create.sh
│ │ │ │ │ ├── 02_validate.sh
│ │ │ │ │ ├── 03_prompts.txt
│ │ │ │ │ ├── 05_cleanup.sh
│ │ │ │ │ └── description.txt
│ │ │ │ ├── SCRIPT_IMPROVEMENTS.md
│ │ │ │ └── utils
│ │ │ │ ├── aws_helpers.sh
│ │ │ │ └── evaluation_template.md
│ │ │ └── unit
│ │ │ ├── __init__.py
│ │ │ ├── api
│ │ │ │ ├── conftest.py
│ │ │ │ ├── test_delete_api.py
│ │ │ │ ├── test_ecs_troubleshooting.py
│ │ │ │ ├── test_resource_management_api.py
│ │ │ │ └── troubleshooting_tools
│ │ │ │ └── test_fetch_network_configuration.py
│ │ │ ├── conftest.py
│ │ │ ├── modules
│ │ │ │ ├── test_aws_knowledge_proxy.py
│ │ │ │ └── test_resource_management_module.py
│ │ │ ├── test_aws_role_utils.py
│ │ │ ├── test_aws_utils.py
│ │ │ ├── test_containerize.py
│ │ │ ├── test_delete.py
│ │ │ ├── test_docker_utils.py
│ │ │ ├── test_docker_with_role.py
│ │ │ ├── test_image_pull_failure_extended.py
│ │ │ ├── test_image_pull_failure.py
│ │ │ ├── test_infrastructure_role.py
│ │ │ ├── test_infrastructure.py
│ │ │ ├── test_integration.py
│ │ │ ├── test_main.py
│ │ │ ├── test_resource_management_api_operation.py
│ │ │ ├── test_resource_management_tool.py
│ │ │ ├── test_resource_management.py
│ │ │ ├── test_security_integration.py
│ │ │ ├── test_status_pytest.py
│ │ │ ├── test_status.py
│ │ │ ├── troubleshooting_tools
│ │ │ │ ├── __init__.py
│ │ │ │ ├── conftest.py
│ │ │ │ ├── test_detect_image_pull_failures.py
│ │ │ │ ├── test_fetch_cloudformation_status.py
│ │ │ │ ├── test_fetch_service_events.py
│ │ │ │ ├── test_fetch_task_failures.py
│ │ │ │ ├── test_fetch_task_logs.py
│ │ │ │ ├── test_get_ecs_troubleshooting_guidance.py
│ │ │ │ ├── test_is_ecr_image_security.py
│ │ │ │ └── test_utils.py
│ │ │ └── utils
│ │ │ ├── __init__.py
│ │ │ ├── async_test_utils.py
│ │ │ ├── test_arn_parser.py
│ │ │ ├── test_config.py
│ │ │ ├── test_docker.py
│ │ │ ├── test_response_sanitization.py
│ │ │ ├── test_security_extended.py
│ │ │ ├── test_security.py
│ │ │ ├── test_templates.py
│ │ │ └── test_time_utils.py
│ │ └── uv.lock
│ ├── eks-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── eks_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── aws_helper.py
│ │ │ ├── cloudwatch_handler.py
│ │ │ ├── cloudwatch_metrics_guidance_handler.py
│ │ │ ├── consts.py
│ │ │ ├── data
│ │ │ │ └── eks_cloudwatch_metrics_guidance.json
│ │ │ ├── eks_kb_handler.py
│ │ │ ├── eks_stack_handler.py
│ │ │ ├── iam_handler.py
│ │ │ ├── insights_handler.py
│ │ │ ├── k8s_apis.py
│ │ │ ├── k8s_client_cache.py
│ │ │ ├── k8s_handler.py
│ │ │ ├── logging_helper.py
│ │ │ ├── models.py
│ │ │ ├── scripts
│ │ │ │ └── update_eks_cloudwatch_metrics_guidance.py
│ │ │ ├── server.py
│ │ │ ├── templates
│ │ │ │ ├── eks-templates
│ │ │ │ │ └── eks-with-vpc.yaml
│ │ │ │ └── k8s-templates
│ │ │ │ ├── deployment.yaml
│ │ │ │ └── service.yaml
│ │ │ └── vpc_config_handler.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── test_aws_helper.py
│ │ │ ├── test_cloudwatch_handler.py
│ │ │ ├── test_cloudwatch_metrics_guidance_handler.py
│ │ │ ├── test_eks_kb_handler.py
│ │ │ ├── test_eks_stack_handler.py
│ │ │ ├── test_iam_handler.py
│ │ │ ├── test_init.py
│ │ │ ├── test_insights_handler.py
│ │ │ ├── test_k8s_apis.py
│ │ │ ├── test_k8s_client_cache.py
│ │ │ ├── test_k8s_handler.py
│ │ │ ├── test_logging_helper.py
│ │ │ ├── test_main.py
│ │ │ ├── test_models.py
│ │ │ ├── test_server.py
│ │ │ └── test_vpc_config_handler.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── elasticache-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── elasticache_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── common
│ │ │ │ ├── __init__.py
│ │ │ │ ├── connection.py
│ │ │ │ ├── decorators.py
│ │ │ │ └── server.py
│ │ │ ├── context.py
│ │ │ ├── main.py
│ │ │ └── tools
│ │ │ ├── __init__.py
│ │ │ ├── cc
│ │ │ │ ├── __init__.py
│ │ │ │ ├── connect.py
│ │ │ │ ├── create.py
│ │ │ │ ├── delete.py
│ │ │ │ ├── describe.py
│ │ │ │ ├── modify.py
│ │ │ │ ├── parsers.py
│ │ │ │ └── processors.py
│ │ │ ├── ce
│ │ │ │ ├── __init__.py
│ │ │ │ └── get_cost_and_usage.py
│ │ │ ├── cw
│ │ │ │ ├── __init__.py
│ │ │ │ └── get_metric_statistics.py
│ │ │ ├── cwlogs
│ │ │ │ ├── __init__.py
│ │ │ │ ├── create_log_group.py
│ │ │ │ ├── describe_log_groups.py
│ │ │ │ ├── describe_log_streams.py
│ │ │ │ ├── filter_log_events.py
│ │ │ │ └── get_log_events.py
│ │ │ ├── firehose
│ │ │ │ ├── __init__.py
│ │ │ │ └── list_delivery_streams.py
│ │ │ ├── misc
│ │ │ │ ├── __init__.py
│ │ │ │ ├── batch_apply_update_action.py
│ │ │ │ ├── batch_stop_update_action.py
│ │ │ │ ├── describe_cache_engine_versions.py
│ │ │ │ ├── describe_engine_default_parameters.py
│ │ │ │ ├── describe_events.py
│ │ │ │ └── describe_service_updates.py
│ │ │ ├── rg
│ │ │ │ ├── __init__.py
│ │ │ │ ├── complete_migration.py
│ │ │ │ ├── connect.py
│ │ │ │ ├── create.py
│ │ │ │ ├── delete.py
│ │ │ │ ├── describe.py
│ │ │ │ ├── modify.py
│ │ │ │ ├── parsers.py
│ │ │ │ ├── processors.py
│ │ │ │ ├── start_migration.py
│ │ │ │ └── test_migration.py
│ │ │ └── serverless
│ │ │ ├── __init__.py
│ │ │ ├── connect.py
│ │ │ ├── create.py
│ │ │ ├── delete.py
│ │ │ ├── describe.py
│ │ │ ├── models.py
│ │ │ └── modify.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── test_connection.py
│ │ │ ├── test_decorators.py
│ │ │ ├── test_init.py
│ │ │ ├── test_main.py
│ │ │ └── tools
│ │ │ ├── cc
│ │ │ │ ├── __init__.py
│ │ │ │ ├── test_connect_additional.py
│ │ │ │ ├── test_connect_coverage_additional.py
│ │ │ │ ├── test_connect_coverage.py
│ │ │ │ ├── test_connect.py
│ │ │ │ ├── test_create_additional.py
│ │ │ │ ├── test_create.py
│ │ │ │ ├── test_delete.py
│ │ │ │ ├── test_describe.py
│ │ │ │ ├── test_modify.py
│ │ │ │ ├── test_parsers.py
│ │ │ │ └── test_processors.py
│ │ │ ├── ce
│ │ │ │ ├── __init__.py
│ │ │ │ └── test_get_cost_and_usage.py
│ │ │ ├── cw
│ │ │ │ └── test_get_metric_statistics.py
│ │ │ ├── cwlogs
│ │ │ │ ├── __init__.py
│ │ │ │ ├── test_create_log_group.py
│ │ │ │ ├── test_describe_log_groups.py
│ │ │ │ ├── test_describe_log_streams.py
│ │ │ │ ├── test_filter_log_events.py
│ │ │ │ └── test_get_log_events.py
│ │ │ ├── firehose
│ │ │ │ └── test_list_delivery_streams.py
│ │ │ ├── misc
│ │ │ │ ├── __init__.py
│ │ │ │ ├── test_batch_apply_update_action.py
│ │ │ │ ├── test_batch_stop_update_action.py
│ │ │ │ ├── test_describe_cache_engine_versions.py
│ │ │ │ ├── test_describe_engine_default_parameters.py
│ │ │ │ ├── test_describe_events.py
│ │ │ │ └── test_describe_service_updates.py
│ │ │ ├── rg
│ │ │ │ ├── __init__.py
│ │ │ │ ├── test_complete_migration.py
│ │ │ │ ├── test_connect_additional.py
│ │ │ │ ├── test_connect_coverage_additional.py
│ │ │ │ ├── test_connect_optional_fields.py
│ │ │ │ ├── test_connect_partial_coverage.py
│ │ │ │ ├── test_connect.py
│ │ │ │ ├── test_create.py
│ │ │ │ ├── test_delete.py
│ │ │ │ ├── test_describe.py
│ │ │ │ ├── test_modify.py
│ │ │ │ ├── test_parsers.py
│ │ │ │ ├── test_processors.py
│ │ │ │ ├── test_start_migration.py
│ │ │ │ └── test_test_migration.py
│ │ │ └── serverless
│ │ │ ├── test_connect_additional.py
│ │ │ ├── test_connect_coverage_additional.py
│ │ │ ├── test_connect_optional_fields.py
│ │ │ ├── test_connect.py
│ │ │ ├── test_create.py
│ │ │ ├── test_delete.py
│ │ │ ├── test_describe.py
│ │ │ └── test_modify.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── finch-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── finch_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── consts.py
│ │ │ ├── models.py
│ │ │ ├── server.py
│ │ │ └── utils
│ │ │ ├── __init__.py
│ │ │ ├── build.py
│ │ │ ├── common.py
│ │ │ ├── ecr.py
│ │ │ ├── push.py
│ │ │ └── vm.py
│ │ ├── CHANGELOG.md
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── __init__.py
│ │ │ ├── test_cli_flags.py
│ │ │ ├── test_logging_configuration.py
│ │ │ ├── test_server.py
│ │ │ ├── test_utils_build.py
│ │ │ ├── test_utils_common.py
│ │ │ ├── test_utils_ecr.py
│ │ │ ├── test_utils_push.py
│ │ │ └── test_utils_vm.py
│ │ └── uv.lock
│ ├── frontend-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── frontend_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── server.py
│ │ │ ├── static
│ │ │ │ └── react
│ │ │ │ ├── essential-knowledge.md
│ │ │ │ └── troubleshooting.md
│ │ │ └── utils
│ │ │ ├── __init__.py
│ │ │ └── file_utils.py
│ │ ├── CHANGELOG.md
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── test_file_utils.py
│ │ │ ├── test_init.py
│ │ │ ├── test_main.py
│ │ │ └── test_server.py
│ │ └── uv.lock
│ ├── git-repo-research-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── git_repo_research_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── defaults.py
│ │ │ ├── embeddings.py
│ │ │ ├── github_search.py
│ │ │ ├── indexer.py
│ │ │ ├── models.py
│ │ │ ├── repository.py
│ │ │ ├── search.py
│ │ │ ├── server.py
│ │ │ └── utils.py
│ │ ├── CHANGELOG.md
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── run_tests.sh
│ │ ├── tests
│ │ │ ├── __init__.py
│ │ │ ├── conftest.py
│ │ │ ├── test_errors_repository.py
│ │ │ ├── test_github_search_edge_cases.py
│ │ │ ├── test_graphql_github_search.py
│ │ │ ├── test_local_repository.py
│ │ │ ├── test_repository_utils.py
│ │ │ ├── test_rest_github_search.py
│ │ │ ├── test_search.py
│ │ │ ├── test_server.py
│ │ │ └── test_url_repository.py
│ │ └── uv.lock
│ ├── healthlake-mcp-server
│ │ ├── .dockerignore
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── healthlake_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── fhir_operations.py
│ │ │ ├── main.py
│ │ │ ├── models.py
│ │ │ └── server.py
│ │ ├── CHANGELOG.md
│ │ ├── CONTRIBUTING.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── examples
│ │ │ ├── mcp_config.json
│ │ │ └── README.md
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── conftest.py
│ │ │ ├── test_fhir_client_comprehensive.py
│ │ │ ├── test_fhir_error_scenarios.py
│ │ │ ├── test_fhir_operations.py
│ │ │ ├── test_integration_mock_based.py
│ │ │ ├── test_main_edge_cases.py
│ │ │ ├── test_main.py
│ │ │ ├── test_mcp_integration_coverage.py
│ │ │ ├── test_models_edge_cases.py
│ │ │ ├── test_models.py
│ │ │ ├── test_readonly_mode.py
│ │ │ ├── test_server_core.py
│ │ │ ├── test_server_error_handling.py
│ │ │ ├── test_server_mcp_handlers.py
│ │ │ ├── test_server_toolhandler.py
│ │ │ └── test_server_validation.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── iam-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── iam_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── aws_client.py
│ │ │ ├── context.py
│ │ │ ├── errors.py
│ │ │ ├── models.py
│ │ │ └── server.py
│ │ ├── CHANGELOG.md
│ │ ├── DESIGN_COMPLIANCE.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── examples
│ │ │ ├── get_policy_document_example.py
│ │ │ └── inline_policy_demo.py
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── run_tests.sh
│ │ ├── tests
│ │ │ ├── test_context.py
│ │ │ ├── test_errors.py
│ │ │ ├── test_inline_policies.py
│ │ │ └── test_server.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── lambda-tool-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── lambda_tool_mcp_server
│ │ │ ├── __init__.py
│ │ │ └── server.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── examples
│ │ │ ├── README.md
│ │ │ └── sample_functions
│ │ │ ├── customer-create
│ │ │ │ └── app.py
│ │ │ ├── customer-id-from-email
│ │ │ │ └── app.py
│ │ │ ├── customer-info-from-id
│ │ │ │ └── app.py
│ │ │ └── template.yml
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── __init__.py
│ │ │ ├── .gitignore
│ │ │ ├── conftest.py
│ │ │ ├── README.md
│ │ │ ├── test_format_lambda_response.py
│ │ │ ├── test_integration_coverage.py
│ │ │ ├── test_integration.py
│ │ │ ├── test_register_lambda_functions.py
│ │ │ ├── test_schema_integration.py
│ │ │ ├── test_server_coverage_additional.py
│ │ │ ├── test_server_coverage.py
│ │ │ └── test_server.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── mcp-lambda-handler
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ └── mcp_lambda_handler
│ │ │ ├── __init__.py
│ │ │ ├── mcp_lambda_handler.py
│ │ │ ├── session.py
│ │ │ └── types.py
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ └── test_lambda_handler.py
│ │ └── uv.lock
│ ├── memcached-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── memcached_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── common
│ │ │ │ ├── config.py
│ │ │ │ ├── connection.py
│ │ │ │ └── server.py
│ │ │ ├── context.py
│ │ │ ├── main.py
│ │ │ └── tools
│ │ │ └── cache.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── ELASTICACHECONNECT.md
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── test_cache_readonly.py
│ │ │ ├── test_cache.py
│ │ │ ├── test_connection.py
│ │ │ ├── test_init.py
│ │ │ └── test_main.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── mysql-mcp-server
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── mysql_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── mutable_sql_detector.py
│ │ │ └── server.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── conftest.py
│ │ │ └── test_server.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── nova-canvas-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── nova_canvas_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── consts.py
│ │ │ ├── models.py
│ │ │ ├── novacanvas.py
│ │ │ └── server.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── __init__.py
│ │ │ ├── .gitignore
│ │ │ ├── conftest.py
│ │ │ ├── README.md
│ │ │ ├── test_models.py
│ │ │ ├── test_novacanvas.py
│ │ │ └── test_server.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── openapi-mcp-server
│ │ ├── .coveragerc
│ │ ├── .dockerignore
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── AUTHENTICATION.md
│ │ ├── AWS_BEST_PRACTICES.md
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── openapi_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── api
│ │ │ │ ├── __init__.py
│ │ │ │ └── config.py
│ │ │ ├── auth
│ │ │ │ ├── __init__.py
│ │ │ │ ├── api_key_auth.py
│ │ │ │ ├── auth_cache.py
│ │ │ │ ├── auth_errors.py
│ │ │ │ ├── auth_factory.py
│ │ │ │ ├── auth_protocol.py
│ │ │ │ ├── auth_provider.py
│ │ │ │ ├── base_auth.py
│ │ │ │ ├── basic_auth.py
│ │ │ │ ├── bearer_auth.py
│ │ │ │ ├── cognito_auth.py
│ │ │ │ └── register.py
│ │ │ ├── patch
│ │ │ │ └── __init__.py
│ │ │ ├── prompts
│ │ │ │ ├── __init__.py
│ │ │ │ ├── generators
│ │ │ │ │ ├── __init__.py
│ │ │ │ │ ├── operation_prompts.py
│ │ │ │ │ └── workflow_prompts.py
│ │ │ │ ├── models.py
│ │ │ │ └── prompt_manager.py
│ │ │ ├── server.py
│ │ │ └── utils
│ │ │ ├── __init__.py
│ │ │ ├── cache_provider.py
│ │ │ ├── config.py
│ │ │ ├── error_handler.py
│ │ │ ├── http_client.py
│ │ │ ├── metrics_provider.py
│ │ │ ├── openapi_validator.py
│ │ │ └── openapi.py
│ │ ├── CHANGELOG.md
│ │ ├── DEPLOYMENT.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── OBSERVABILITY.md
│ │ ├── pyproject.toml
│ │ ├── pyrightconfig.json
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── api
│ │ │ │ └── test_config.py
│ │ │ ├── auth
│ │ │ │ ├── test_api_key_auth.py
│ │ │ │ ├── test_auth_cache.py
│ │ │ │ ├── test_auth_errors.py
│ │ │ │ ├── test_auth_factory_caching.py
│ │ │ │ ├── test_auth_factory_coverage.py
│ │ │ │ ├── test_auth_factory.py
│ │ │ │ ├── test_auth_protocol_additional.py
│ │ │ │ ├── test_auth_protocol_boost.py
│ │ │ │ ├── test_auth_protocol_coverage.py
│ │ │ │ ├── test_auth_protocol_extended.py
│ │ │ │ ├── test_auth_protocol_improved.py
│ │ │ │ ├── test_auth_protocol.py
│ │ │ │ ├── test_auth_provider_additional.py
│ │ │ │ ├── test_base_auth_coverage.py
│ │ │ │ ├── test_base_auth.py
│ │ │ │ ├── test_basic_auth.py
│ │ │ │ ├── test_bearer_auth.py
│ │ │ │ ├── test_cognito_auth_additional_coverage.py
│ │ │ │ ├── test_cognito_auth_boost_coverage.py
│ │ │ │ ├── test_cognito_auth_client_credentials.py
│ │ │ │ ├── test_cognito_auth_coverage_boost.py
│ │ │ │ ├── test_cognito_auth_exceptions.py
│ │ │ │ ├── test_cognito_auth.py
│ │ │ │ ├── test_register_coverage.py
│ │ │ │ └── test_register.py
│ │ │ ├── prompts
│ │ │ │ ├── standalone
│ │ │ │ │ ├── test_operation_prompt.py
│ │ │ │ │ ├── test_prompt_arguments.py
│ │ │ │ │ └── test_secure_operation_prompt.py
│ │ │ │ ├── test_mcp_prompt_manager_integration.py
│ │ │ │ ├── test_mcp_prompt_manager.py
│ │ │ │ ├── test_models_dict_method.py
│ │ │ │ ├── test_operation_prompts_extended.py
│ │ │ │ ├── test_prompt_manager_additional.py
│ │ │ │ ├── test_prompt_manager_comprehensive.py
│ │ │ │ ├── test_prompt_manager_coverage.py
│ │ │ │ └── test_prompt_registration.py
│ │ │ ├── README.md
│ │ │ ├── test_api_name.py
│ │ │ ├── test_cache_coverage_89.py
│ │ │ ├── test_client.py
│ │ │ ├── test_coverage_boost.py
│ │ │ ├── test_init.py
│ │ │ ├── test_main_extended.py
│ │ │ ├── test_main.py
│ │ │ ├── test_openapi_coverage_89.py
│ │ │ ├── test_server_auth_errors.py
│ │ │ ├── test_server_coverage_boost_2.py
│ │ │ ├── test_server_coverage_boost.py
│ │ │ ├── test_server_exception_handling.py
│ │ │ ├── test_server_extended.py
│ │ │ ├── test_server_httpx_version.py
│ │ │ ├── test_server_part1.py
│ │ │ ├── test_server_route_logging.py
│ │ │ ├── test_server_signal_handlers.py
│ │ │ ├── test_server.py
│ │ │ └── utils
│ │ │ ├── test_cache_provider.py
│ │ │ ├── test_error_handler_boost.py
│ │ │ ├── test_error_handler_extended.py
│ │ │ ├── test_error_handler_fix.py
│ │ │ ├── test_error_handler.py
│ │ │ ├── test_http_client_comprehensive.py
│ │ │ ├── test_http_client_extended.py
│ │ │ ├── test_http_client_extended2.py
│ │ │ ├── test_http_client_import_error.py
│ │ │ ├── test_http_client.py
│ │ │ ├── test_metrics_provider_decorators.py
│ │ │ ├── test_metrics_provider_extended2.py
│ │ │ ├── test_metrics_provider_prometheus.py
│ │ │ ├── test_metrics_provider.py
│ │ │ ├── test_openapi_validator.py
│ │ │ └── test_openapi.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── postgres-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── postgres_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── connection
│ │ │ │ ├── __init__.py
│ │ │ │ ├── abstract_db_connection.py
│ │ │ │ ├── db_connection_singleton.py
│ │ │ │ ├── psycopg_pool_connection.py
│ │ │ │ └── rds_api_connection.py
│ │ │ ├── mutable_sql_detector.py
│ │ │ └── server.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── conftest.py
│ │ │ ├── test_psycopg_connector.py
│ │ │ ├── test_server.py
│ │ │ └── test_singleton.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── prometheus-mcp-server
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── prometheus_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── consts.py
│ │ │ ├── models.py
│ │ │ └── server.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── conftest.py
│ │ │ ├── test_aws_credentials.py
│ │ │ ├── test_config_manager.py
│ │ │ ├── test_consts.py
│ │ │ ├── test_coverage_gaps.py
│ │ │ ├── test_coverage_improvement.py
│ │ │ ├── test_final_coverage.py
│ │ │ ├── test_init.py
│ │ │ ├── test_main.py
│ │ │ ├── test_models.py
│ │ │ ├── test_prometheus_client.py
│ │ │ ├── test_prometheus_connection.py
│ │ │ ├── test_security_validator.py
│ │ │ ├── test_server_coverage.py
│ │ │ ├── test_tools.py
│ │ │ └── test_workspace_config.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── redshift-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── redshift_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── consts.py
│ │ │ ├── models.py
│ │ │ ├── redshift.py
│ │ │ └── server.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── test_init.py
│ │ │ ├── test_main.py
│ │ │ ├── test_redshift.py
│ │ │ └── test_server.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── s3-tables-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── s3_tables_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── constants.py
│ │ │ ├── database.py
│ │ │ ├── engines
│ │ │ │ ├── __init__.py
│ │ │ │ └── pyiceberg.py
│ │ │ ├── file_processor
│ │ │ │ ├── __init__.py
│ │ │ │ ├── csv.py
│ │ │ │ ├── parquet.py
│ │ │ │ └── utils.py
│ │ │ ├── models.py
│ │ │ ├── namespaces.py
│ │ │ ├── resources.py
│ │ │ ├── s3_operations.py
│ │ │ ├── server.py
│ │ │ ├── table_buckets.py
│ │ │ ├── tables.py
│ │ │ └── utils.py
│ │ ├── CHANGELOG.md
│ │ ├── CONTEXT.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── test_csv.py
│ │ │ ├── test_database.py
│ │ │ ├── test_file_processor_utils.py
│ │ │ ├── test_init.py
│ │ │ ├── test_main.py
│ │ │ ├── test_namespaces.py
│ │ │ ├── test_parquet.py
│ │ │ ├── test_pyiceberg.py
│ │ │ ├── test_resources.py
│ │ │ ├── test_s3_operations.py
│ │ │ ├── test_server.py
│ │ │ ├── test_table_buckets.py
│ │ │ ├── test_tables.py
│ │ │ └── test_utils.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── stepfunctions-tool-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── stepfunctions_tool_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── aws_helper.py
│ │ │ └── server.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── __init__.py
│ │ │ ├── .gitignore
│ │ │ ├── README.md
│ │ │ ├── test_aws_helper.py
│ │ │ ├── test_create_state_machine_tool.py
│ │ │ ├── test_filter_state_machines_by_tag.py
│ │ │ ├── test_format_state_machine_response.py
│ │ │ ├── test_get_schema_arn_from_state_machine_arn.py
│ │ │ ├── test_get_schema_from_registry.py
│ │ │ ├── test_invoke_express_state_machine_impl.py
│ │ │ ├── test_invoke_standard_state_machine_impl.py
│ │ │ ├── test_main.py
│ │ │ ├── test_register_state_machines.py
│ │ │ ├── test_sanitize_tool_name.py
│ │ │ ├── test_server.py
│ │ │ └── test_validate_state_machine_name.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── syntheticdata-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── syntheticdata_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── pandas_interpreter.py
│ │ │ ├── server.py
│ │ │ └── storage
│ │ │ ├── __init__.py
│ │ │ ├── base.py
│ │ │ ├── loader.py
│ │ │ └── s3.py
│ │ ├── CHANGELOG.md
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── __init__.py
│ │ │ ├── conftest.py
│ │ │ ├── test_constants.py
│ │ │ ├── test_pandas_interpreter.py
│ │ │ ├── test_server.py
│ │ │ └── test_storage
│ │ │ ├── __init__.py
│ │ │ ├── test_loader.py
│ │ │ └── test_s3.py
│ │ └── uv.lock
│ ├── terraform-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── terraform_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── impl
│ │ │ │ ├── resources
│ │ │ │ │ ├── __init__.py
│ │ │ │ │ ├── terraform_aws_provider_resources_listing.py
│ │ │ │ │ └── terraform_awscc_provider_resources_listing.py
│ │ │ │ └── tools
│ │ │ │ ├── __init__.py
│ │ │ │ ├── execute_terraform_command.py
│ │ │ │ ├── execute_terragrunt_command.py
│ │ │ │ ├── run_checkov_scan.py
│ │ │ │ ├── search_aws_provider_docs.py
│ │ │ │ ├── search_awscc_provider_docs.py
│ │ │ │ ├── search_specific_aws_ia_modules.py
│ │ │ │ ├── search_user_provided_module.py
│ │ │ │ └── utils.py
│ │ │ ├── models
│ │ │ │ ├── __init__.py
│ │ │ │ └── models.py
│ │ │ ├── scripts
│ │ │ │ ├── generate_aws_provider_resources.py
│ │ │ │ ├── generate_awscc_provider_resources.py
│ │ │ │ └── scrape_aws_terraform_best_practices.py
│ │ │ ├── server.py
│ │ │ └── static
│ │ │ ├── __init__.py
│ │ │ ├── AWS_PROVIDER_RESOURCES.md
│ │ │ ├── AWS_TERRAFORM_BEST_PRACTICES.md
│ │ │ ├── AWSCC_PROVIDER_RESOURCES.md
│ │ │ ├── MCP_INSTRUCTIONS.md
│ │ │ └── TERRAFORM_WORKFLOW_GUIDE.md
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── __init__.py
│ │ │ ├── .gitignore
│ │ │ ├── conftest.py
│ │ │ ├── README.md
│ │ │ ├── test_command_impl.py
│ │ │ ├── test_execute_terraform_command.py
│ │ │ ├── test_execute_terragrunt_command.py
│ │ │ ├── test_models.py
│ │ │ ├── test_parameter_annotations.py
│ │ │ ├── test_resources.py
│ │ │ ├── test_run_checkov_scan.py
│ │ │ ├── test_search_user_provided_module.py
│ │ │ ├── test_server.py
│ │ │ ├── test_tool_implementations.py
│ │ │ ├── test_utils_additional.py
│ │ │ └── test_utils.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── timestream-for-influxdb-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── timestream_for_influxdb_mcp_server
│ │ │ ├── __init__.py
│ │ │ └── server.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── test_init.py
│ │ │ ├── test_main.py
│ │ │ └── test_server.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ ├── valkey-mcp-server
│ │ ├── .gitignore
│ │ ├── .python-version
│ │ ├── awslabs
│ │ │ ├── __init__.py
│ │ │ └── valkey_mcp_server
│ │ │ ├── __init__.py
│ │ │ ├── common
│ │ │ │ ├── __init__.py
│ │ │ │ ├── config.py
│ │ │ │ ├── connection.py
│ │ │ │ └── server.py
│ │ │ ├── context.py
│ │ │ ├── main.py
│ │ │ ├── tools
│ │ │ │ ├── __init__.py
│ │ │ │ ├── bitmap.py
│ │ │ │ ├── hash.py
│ │ │ │ ├── hyperloglog.py
│ │ │ │ ├── json.py
│ │ │ │ ├── list.py
│ │ │ │ ├── misc.py
│ │ │ │ ├── server_management.py
│ │ │ │ ├── set.py
│ │ │ │ ├── sorted_set.py
│ │ │ │ ├── stream.py
│ │ │ │ └── string.py
│ │ │ └── version.py
│ │ ├── CHANGELOG.md
│ │ ├── docker-healthcheck.sh
│ │ ├── Dockerfile
│ │ ├── ELASTICACHECONNECT.md
│ │ ├── LICENSE
│ │ ├── NOTICE
│ │ ├── pyproject.toml
│ │ ├── README.md
│ │ ├── tests
│ │ │ ├── test_bitmap.py
│ │ │ ├── test_config.py
│ │ │ ├── test_connection.py
│ │ │ ├── test_hash.py
│ │ │ ├── test_hyperloglog.py
│ │ │ ├── test_init.py
│ │ │ ├── test_json_additional.py
│ │ │ ├── test_json_readonly.py
│ │ │ ├── test_json.py
│ │ │ ├── test_list_additional.py
│ │ │ ├── test_list_readonly.py
│ │ │ ├── test_list.py
│ │ │ ├── test_main.py
│ │ │ ├── test_misc.py
│ │ │ ├── test_server_management.py
│ │ │ ├── test_set_readonly.py
│ │ │ ├── test_set.py
│ │ │ ├── test_sorted_set_additional.py
│ │ │ ├── test_sorted_set_readonly.py
│ │ │ ├── test_sorted_set.py
│ │ │ ├── test_stream_additional.py
│ │ │ ├── test_stream_readonly.py
│ │ │ ├── test_stream.py
│ │ │ └── test_string.py
│ │ ├── uv-requirements.txt
│ │ └── uv.lock
│ └── well-architected-security-mcp-server
│ ├── .python-version
│ ├── awslabs
│ │ └── well_architected_security_mcp_server
│ │ ├── __init__.py
│ │ ├── consts.py
│ │ ├── server.py
│ │ └── util
│ │ ├── __init__.py
│ │ ├── network_security.py
│ │ ├── prompt_utils.py
│ │ ├── resource_utils.py
│ │ ├── security_services.py
│ │ └── storage_security.py
│ ├── PROMPT_TEMPLATE.md
│ ├── pyproject.toml
│ ├── README.md
│ ├── tests
│ │ ├── __init__.py
│ │ ├── conftest.py
│ │ ├── README.md
│ │ ├── test_access_analyzer_fix.py
│ │ ├── test_network_security_additional.py
│ │ ├── test_network_security.py
│ │ ├── test_prompt_utils_coverage.py
│ │ ├── test_prompt_utils.py
│ │ ├── test_resource_utils_fix.py
│ │ ├── test_resource_utils.py
│ │ ├── test_security_services_additional.py
│ │ ├── test_security_services_coverage.py
│ │ ├── test_security_services.py
│ │ ├── test_server_additional.py
│ │ ├── test_server_coverage.py
│ │ ├── test_server_prompts.py
│ │ ├── test_server_security_findings.py
│ │ ├── test_server.py
│ │ ├── test_storage_security_additional.py
│ │ ├── test_storage_security_comprehensive.py
│ │ ├── test_storage_security_edge_cases.py
│ │ ├── test_storage_security_recommendations.py
│ │ ├── test_storage_security.py
│ │ └── test_user_agent_config.py
│ └── uv.lock
└── VIBE_CODING_TIPS_TRICKS.md
```
# Files
--------------------------------------------------------------------------------
/src/aws-dataprocessing-mcp-server/tests/handlers/glue/test_glue_workflows_handler.py:
--------------------------------------------------------------------------------
```python
# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance
# with the License. A copy of the License is located at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# or in the 'license' file accompanying this file. This file is distributed on an 'AS IS' BASIS, WITHOUT WARRANTIES
# OR CONDITIONS OF ANY KIND, express or implied. See the License for the specific language governing permissions
# and limitations under the License.
# ruff: noqa: D101, D102, D103
"""Tests for the Glue Workflows and Triggers handler."""
import pytest
from awslabs.aws_dataprocessing_mcp_server.handlers.glue.worklows_handler import (
GlueWorkflowAndTriggerHandler,
)
from botocore.exceptions import ClientError
from mcp.server.fastmcp import Context
from unittest.mock import MagicMock, patch
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
async def test_glue_workflow_handler_initialization(mock_create_client):
# Create a mock Glue client
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
# Create a mock MCP server
mock_mcp = MagicMock()
# Initialize the Glue Workflow handler with the mock MCP server
GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
# Verify that create_boto3_client was called with 'glue'
mock_create_client.assert_called_once_with('glue')
# Verify that all tools were registered
assert mock_mcp.tool.call_count == 2
# Get all call args
call_args_list = mock_mcp.tool.call_args_list
# Get all tool names that were registered
tool_names = [call_args[1]['name'] for call_args in call_args_list]
# Verify that all expected tools were registered
assert 'manage_aws_glue_workflows' in tool_names
assert 'manage_aws_glue_triggers' in tool_names
# Tests for manage_aws_glue_workflows method
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.prepare_resource_tags')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_region')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_account_id')
async def test_create_workflow_success(
mock_get_account_id, mock_get_region, mock_prepare_tags, mock_create_client
):
# Create a mock Glue client
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
# Mock the resource tags
mock_prepare_tags.return_value = {'ManagedBy': 'MCP'}
# Create a mock MCP server
mock_mcp = MagicMock()
# Initialize the Glue Workflow handler with the mock MCP server
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
# Create a mock context
mock_ctx = MagicMock(spec=Context)
# Mock the create_workflow response
mock_glue_client.create_workflow.return_value = {'Name': 'test-workflow'}
# Call the manage_aws_glue_workflows method with create-workflow operation
result = await handler.manage_aws_glue_workflows(
mock_ctx,
operation='create-workflow',
workflow_name='test-workflow',
workflow_definition={
'Description': 'Test workflow',
'DefaultRunProperties': {'ENV': 'test'},
'MaxConcurrentRuns': 1,
},
)
# Verify the result
assert not result.isError
assert len(result.content) == 1
assert result.content[0].type == 'text'
assert 'Successfully created workflow test-workflow' in result.content[0].text
assert result.workflow_name == 'test-workflow'
# Verify that create_workflow was called with the correct parameters
mock_glue_client.create_workflow.assert_called_once()
args, kwargs = mock_glue_client.create_workflow.call_args
assert kwargs['Name'] == 'test-workflow'
assert kwargs['Description'] == 'Test workflow'
assert kwargs['DefaultRunProperties'] == {'ENV': 'test'}
assert kwargs['MaxConcurrentRuns'] == 1
assert kwargs['Tags'] == {'ManagedBy': 'MCP'}
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.prepare_resource_tags')
async def test_create_workflow_with_user_tags(mock_prepare_tags, mock_create_client):
"""Test creating a workflow with user-provided tags."""
# Create a mock Glue client
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
# Mock the resource tags
mock_prepare_tags.return_value = {'ManagedBy': 'MCP'}
# Create a mock MCP server
mock_mcp = MagicMock()
# Initialize the Glue Workflow handler with the mock MCP server
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
# Create a mock context
mock_ctx = MagicMock(spec=Context)
# Mock the create_workflow response
mock_glue_client.create_workflow.return_value = {'Name': 'test-workflow'}
# Call the manage_aws_glue_workflows method with create-workflow operation and user tags
result = await handler.manage_aws_glue_workflows(
mock_ctx,
operation='create-workflow',
workflow_name='test-workflow',
workflow_definition={
'Description': 'Test workflow',
'Tags': {'Environment': 'Test', 'Project': 'UnitTest'},
},
)
# Verify the result
assert not result.isError
assert result.workflow_name == 'test-workflow'
# Verify that create_workflow was called with merged tags
mock_glue_client.create_workflow.assert_called_once()
args, kwargs = mock_glue_client.create_workflow.call_args
assert kwargs['Tags'] == {'Environment': 'Test', 'Project': 'UnitTest', 'ManagedBy': 'MCP'}
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.prepare_resource_tags')
async def test_create_workflow_with_only_description(mock_prepare_tags, mock_create_client):
"""Test creating a workflow with only description parameter."""
# Create a mock Glue client
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
# Mock the resource tags
mock_prepare_tags.return_value = {'ManagedBy': 'MCP'}
# Create a mock MCP server
mock_mcp = MagicMock()
# Initialize the Glue Workflow handler with the mock MCP server
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
# Create a mock context
mock_ctx = MagicMock(spec=Context)
# Mock the create_workflow response
mock_glue_client.create_workflow.return_value = {'Name': 'test-workflow'}
# Call the manage_aws_glue_workflows method with create-workflow operation and only description
result = await handler.manage_aws_glue_workflows(
mock_ctx,
operation='create-workflow',
workflow_name='test-workflow',
workflow_definition={
'Description': 'Test workflow',
},
)
# Verify the result
assert not result.isError
assert result.workflow_name == 'test-workflow'
# Verify that create_workflow was called with the correct parameters
mock_glue_client.create_workflow.assert_called_once()
args, kwargs = mock_glue_client.create_workflow.call_args
assert kwargs['Description'] == 'Test workflow'
assert 'DefaultRunProperties' not in kwargs
assert kwargs['Tags'] == {'ManagedBy': 'MCP'}
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
async def test_create_workflow_missing_parameters(mock_create_client):
"""Test creating a workflow with missing required parameters."""
# Create a mock Glue client
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
# Create a mock MCP server
mock_mcp = MagicMock()
# Initialize the Glue Workflow handler with the mock MCP server
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
# Create a mock context
mock_ctx = MagicMock(spec=Context)
# Test missing workflow_definition
with pytest.raises(ValueError) as excinfo:
await handler.manage_aws_glue_workflows(
mock_ctx,
operation='create-workflow',
workflow_name='test-workflow',
workflow_definition=None,
)
assert 'workflow_name and workflow_definition are required' in str(excinfo.value)
# Test missing workflow_name
with pytest.raises(ValueError) as excinfo:
await handler.manage_aws_glue_workflows(
mock_ctx,
operation='create-workflow',
workflow_name=None,
workflow_definition={'Description': 'Test workflow'},
)
assert 'workflow_name and workflow_definition are required' in str(excinfo.value)
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
async def test_get_workflow_with_include_graph_false(mock_create_client):
"""Test getting a workflow with include_graph parameter set to False."""
# Create a mock Glue client
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
# Create a mock MCP server
mock_mcp = MagicMock()
# Initialize the Glue Workflow handler with the mock MCP server
handler = GlueWorkflowAndTriggerHandler(mock_mcp)
handler.glue_client = mock_glue_client
# Create a mock context
mock_ctx = MagicMock(spec=Context)
# Mock the get_workflow response
mock_workflow_details = {
'Name': 'test-workflow',
'Description': 'Test workflow',
'CreatedOn': '2023-01-01T00:00:00Z',
}
mock_glue_client.get_workflow.return_value = {'Workflow': mock_workflow_details}
# Call the manage_aws_glue_workflows method with get-workflow operation and include_graph=False
result = await handler.manage_aws_glue_workflows(
mock_ctx,
operation='get-workflow',
workflow_name='test-workflow',
workflow_definition={'include_graph': False},
)
# Verify the result
assert not result.isError
assert result.workflow_name == 'test-workflow'
assert result.workflow_details == mock_workflow_details
# Verify that get_workflow was called without IncludeGraph parameter
mock_glue_client.get_workflow.assert_called_once_with(Name='test-workflow')
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
async def test_create_workflow_no_write_access(mock_create_client):
# Create a mock Glue client
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
# Create a mock MCP server
mock_mcp = MagicMock()
# Initialize the Glue Workflow handler with the mock MCP server without write access
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=False)
handler.glue_client = mock_glue_client
# Create a mock context
mock_ctx = MagicMock(spec=Context)
# Call the manage_aws_glue_workflows method with create-workflow operation
result = await handler.manage_aws_glue_workflows(
mock_ctx,
operation='create-workflow',
workflow_name='test-workflow',
workflow_definition={'Description': 'Test workflow'},
)
# Verify the result indicates an error due to no write access
assert result.isError
assert len(result.content) == 1
assert result.content[0].type == 'text'
assert (
'Operation create-workflow is not allowed without write access' in result.content[0].text
)
assert result.workflow_name == ''
# Verify that create_workflow was NOT called
mock_glue_client.create_workflow.assert_not_called()
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_region')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_account_id')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.is_resource_mcp_managed')
async def test_delete_workflow_success(
mock_is_mcp_managed, mock_get_account_id, mock_get_region, mock_create_client
):
# Create a mock Glue client
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
# Mock the region and account ID
mock_get_region.return_value = 'us-east-1'
mock_get_account_id.return_value = '123456789012'
# Mock the is_resource_mcp_managed to return True
mock_is_mcp_managed.return_value = True
# Create a mock MCP server
mock_mcp = MagicMock()
# Initialize the Glue Workflow handler with the mock MCP server
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
# Create a mock context
mock_ctx = MagicMock(spec=Context)
# Mock the get_workflow response
mock_glue_client.get_workflow.return_value = {
'Workflow': {'Name': 'test-workflow', 'Tags': {'ManagedBy': 'MCP'}}
}
# Call the manage_aws_glue_workflows method with delete-workflow operation
result = await handler.manage_aws_glue_workflows(
mock_ctx, operation='delete-workflow', workflow_name='test-workflow'
)
# Verify the result
assert not result.isError
assert len(result.content) == 1
assert result.content[0].type == 'text'
assert 'Successfully deleted workflow test-workflow' in result.content[0].text
assert result.workflow_name == 'test-workflow'
# Verify that delete_workflow was called with the correct parameters
mock_glue_client.delete_workflow.assert_called_once_with(Name='test-workflow')
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_region')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_account_id')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.is_resource_mcp_managed')
async def test_delete_workflow_not_mcp_managed(
mock_is_mcp_managed, mock_get_account_id, mock_get_region, mock_create_client
):
# Create a mock Glue client
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
# Mock the region and account ID
mock_get_region.return_value = 'us-east-1'
mock_get_account_id.return_value = '123456789012'
# Mock the is_resource_mcp_managed to return False
mock_is_mcp_managed.return_value = False
# Create a mock MCP server
mock_mcp = MagicMock()
# Initialize the Glue Workflow handler with the mock MCP server
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
# Create a mock context
mock_ctx = MagicMock(spec=Context)
# Mock the get_workflow response
mock_glue_client.get_workflow.return_value = {
'Workflow': {
'Name': 'test-workflow',
'Tags': {}, # No MCP tags
}
}
# Call the manage_aws_glue_workflows method with delete-workflow operation
result = await handler.manage_aws_glue_workflows(
mock_ctx, operation='delete-workflow', workflow_name='test-workflow'
)
# Verify the result indicates an error because the workflow is not MCP managed
assert result.isError
assert len(result.content) == 1
assert result.content[0].type == 'text'
assert (
'Cannot delete workflow test-workflow - it is not managed by the MCP server'
in result.content[0].text
)
assert result.workflow_name == 'test-workflow'
# Verify that delete_workflow was NOT called
mock_glue_client.delete_workflow.assert_not_called()
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
async def test_get_workflow_success(mock_create_client):
# Create a mock Glue client
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
# Create a mock MCP server
mock_mcp = MagicMock()
# Initialize the Glue Workflow handler with the mock MCP server
handler = GlueWorkflowAndTriggerHandler(mock_mcp)
handler.glue_client = mock_glue_client
# Create a mock context
mock_ctx = MagicMock(spec=Context)
# Mock the get_workflow response
mock_workflow_details = {
'Name': 'test-workflow',
'Description': 'Test workflow',
'CreatedOn': '2023-01-01T00:00:00Z',
}
mock_glue_client.get_workflow.return_value = {'Workflow': mock_workflow_details}
# Call the manage_aws_glue_workflows method with get-workflow operation
result = await handler.manage_aws_glue_workflows(
mock_ctx, operation='get-workflow', workflow_name='test-workflow'
)
# Verify the result
assert not result.isError
assert len(result.content) == 1
assert result.content[0].type == 'text'
assert 'Successfully retrieved workflow test-workflow' in result.content[0].text
assert result.workflow_name == 'test-workflow'
assert result.workflow_details == mock_workflow_details
# Verify that get_workflow was called with the correct parameters
mock_glue_client.get_workflow.assert_called_once_with(Name='test-workflow')
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
async def test_get_workflow_with_include_graph(mock_create_client):
# Create a mock Glue client
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
# Create a mock MCP server
mock_mcp = MagicMock()
# Initialize the Glue Workflow handler with the mock MCP server
handler = GlueWorkflowAndTriggerHandler(mock_mcp)
handler.glue_client = mock_glue_client
# Create a mock context
mock_ctx = MagicMock(spec=Context)
# Mock the get_workflow response
mock_workflow_details = {
'Name': 'test-workflow',
'Description': 'Test workflow',
'CreatedOn': '2023-01-01T00:00:00Z',
'Graph': {'Nodes': [{'Type': 'JOB', 'Name': 'test-job'}], 'Edges': []},
}
mock_glue_client.get_workflow.return_value = {'Workflow': mock_workflow_details}
# Call the manage_aws_glue_workflows method with get-workflow operation and include_graph
result = await handler.manage_aws_glue_workflows(
mock_ctx,
operation='get-workflow',
workflow_name='test-workflow',
workflow_definition={'include_graph': True},
)
# Verify the result
assert not result.isError
assert len(result.content) == 1
assert result.content[0].type == 'text'
assert 'Successfully retrieved workflow test-workflow' in result.content[0].text
assert result.workflow_name == 'test-workflow'
assert result.workflow_details == mock_workflow_details
# Verify that get_workflow was called with the correct parameters
mock_glue_client.get_workflow.assert_called_once_with(Name='test-workflow', IncludeGraph=True)
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
async def test_list_workflows_success(mock_create_client):
# Create a mock Glue client
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
# Create a mock MCP server
mock_mcp = MagicMock()
# Initialize the Glue Workflow handler with the mock MCP server
handler = GlueWorkflowAndTriggerHandler(mock_mcp)
handler.glue_client = mock_glue_client
# Create a mock context
mock_ctx = MagicMock(spec=Context)
# Mock the list_workflows response - AWS API returns workflow names as strings
mock_glue_client.list_workflows.return_value = {
'Workflows': ['workflow1', 'workflow2'],
'NextToken': 'next-token',
}
# Call the manage_aws_glue_workflows method with list-workflows operation
result = await handler.manage_aws_glue_workflows(
mock_ctx, operation='list-workflows', max_results=10, next_token='token'
)
# Verify the result
assert not result.isError
assert len(result.content) == 1
assert result.content[0].type == 'text'
assert 'Successfully retrieved workflows' in result.content[0].text
assert len(result.workflows) == 2
assert result.workflows[0]['Name'] == 'workflow1'
assert result.workflows[1]['Name'] == 'workflow2'
assert result.next_token == 'next-token'
# Verify that list_workflows was called with the correct parameters
mock_glue_client.list_workflows.assert_called_once_with(MaxResults=10, NextToken='token')
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_region')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_account_id')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.is_resource_mcp_managed')
async def test_start_workflow_run_success(
mock_is_mcp_managed, mock_get_account_id, mock_get_region, mock_create_client
):
# Create a mock Glue client
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
# Mock the region and account ID
mock_get_region.return_value = 'us-east-1'
mock_get_account_id.return_value = '123456789012'
# Mock the is_resource_mcp_managed to return True
mock_is_mcp_managed.return_value = True
# Create a mock MCP server
mock_mcp = MagicMock()
# Initialize the Glue Workflow handler with the mock MCP server
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
# Create a mock context
mock_ctx = MagicMock(spec=Context)
# Mock the get_workflow response
mock_glue_client.get_workflow.return_value = {
'Workflow': {'Name': 'test-workflow', 'Tags': {'ManagedBy': 'MCP'}}
}
# Mock the start_workflow_run response
mock_glue_client.start_workflow_run.return_value = {'RunId': 'run-123'}
# Call the manage_aws_glue_workflows method with start-workflow-run operation
result = await handler.manage_aws_glue_workflows(
mock_ctx,
operation='start-workflow-run',
workflow_name='test-workflow',
workflow_definition={'run_properties': {'ENV': 'test'}},
)
# Verify the result
assert not result.isError
assert len(result.content) == 1
assert result.content[0].type == 'text'
assert 'Successfully started workflow run for test-workflow' in result.content[0].text
assert result.workflow_name == 'test-workflow'
assert result.run_id == 'run-123'
# Verify that start_workflow_run was called with the correct parameters
mock_glue_client.start_workflow_run.assert_called_once_with(
Name='test-workflow', RunProperties={'ENV': 'test'}
)
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_region')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_account_id')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.is_resource_mcp_managed')
async def test_start_workflow_run_not_mcp_managed(
mock_is_mcp_managed, mock_get_account_id, mock_get_region, mock_create_client
):
"""Test starting a workflow run for a workflow that is not MCP managed."""
# Create a mock Glue client
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
# Mock the region and account ID
mock_get_region.return_value = 'us-east-1'
mock_get_account_id.return_value = '123456789012'
# Mock the is_resource_mcp_managed to return False
mock_is_mcp_managed.return_value = False
# Create a mock MCP server
mock_mcp = MagicMock()
# Initialize the Glue Workflow handler with the mock MCP server
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
# Create a mock context
mock_ctx = MagicMock(spec=Context)
# Mock the get_workflow response
mock_glue_client.get_workflow.return_value = {
'Workflow': {'Name': 'test-workflow', 'Tags': {}} # No MCP tags
}
# Call the manage_aws_glue_workflows method with start-workflow-run operation
result = await handler.manage_aws_glue_workflows(
mock_ctx,
operation='start-workflow-run',
workflow_name='test-workflow',
)
# Verify the result indicates an error because the workflow is not MCP managed
assert result.isError
assert len(result.content) == 1
assert result.content[0].type == 'text'
assert (
'Cannot start workflow run for test-workflow - it is not managed by the MCP server'
in result.content[0].text
)
# Verify that start_workflow_run was NOT called
mock_glue_client.start_workflow_run.assert_not_called()
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
async def test_start_workflow_run_no_write_access(mock_create_client):
"""Test starting a workflow run without write access."""
# Create a mock Glue client
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
# Create a mock MCP server
mock_mcp = MagicMock()
# Initialize the Glue Workflow handler with the mock MCP server without write access
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=False)
handler.glue_client = mock_glue_client
# Create a mock context
mock_ctx = MagicMock(spec=Context)
# Call the manage_aws_glue_workflows method with start-workflow-run operation
result = await handler.manage_aws_glue_workflows(
mock_ctx,
operation='start-workflow-run',
workflow_name='test-workflow',
)
# Verify the result indicates an error due to no write access
assert result.isError
assert len(result.content) == 1
assert result.content[0].type == 'text'
assert (
'Operation start-workflow-run is not allowed without write access'
in result.content[0].text
)
# Verify that start_workflow_run was NOT called
mock_glue_client.start_workflow_run.assert_not_called()
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_region')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_account_id')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.is_resource_mcp_managed')
async def test_start_workflow_run_not_found(
mock_is_mcp_managed, mock_get_account_id, mock_get_region, mock_create_client
):
"""Test starting a workflow run for a workflow that doesn't exist."""
# Create a mock Glue client
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
# Mock the region and account ID
mock_get_region.return_value = 'us-east-1'
mock_get_account_id.return_value = '123456789012'
# Create a mock MCP server
mock_mcp = MagicMock()
# Initialize the Glue Workflow handler with the mock MCP server
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
# Create a mock context
mock_ctx = MagicMock(spec=Context)
# Mock the get_workflow to raise EntityNotFoundException
mock_glue_client.exceptions.EntityNotFoundException = ClientError(
{'Error': {'Code': 'EntityNotFoundException', 'Message': 'Workflow not found'}},
'get_workflow',
)
mock_glue_client.get_workflow.side_effect = mock_glue_client.exceptions.EntityNotFoundException
# Call the manage_aws_glue_workflows method with start-workflow-run operation
result = await handler.manage_aws_glue_workflows(
mock_ctx,
operation='start-workflow-run',
workflow_name='test-workflow',
)
# Verify the result indicates an error because the workflow was not found
assert result.isError
assert len(result.content) == 1
assert result.content[0].type == 'text'
assert 'Workflow test-workflow not found' in result.content[0].text
# Verify that start_workflow_run was NOT called
mock_glue_client.start_workflow_run.assert_not_called()
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_region')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_account_id')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.is_resource_mcp_managed')
async def test_start_workflow_run_without_run_properties(
mock_is_mcp_managed, mock_get_account_id, mock_get_region, mock_create_client
):
"""Test starting a workflow run without run properties."""
# Create a mock Glue client
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
# Mock the region and account ID
mock_get_region.return_value = 'us-east-1'
mock_get_account_id.return_value = '123456789012'
# Mock the is_resource_mcp_managed to return True
mock_is_mcp_managed.return_value = True
# Create a mock MCP server
mock_mcp = MagicMock()
# Initialize the Glue Workflow handler with the mock MCP server
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
# Create a mock context
mock_ctx = MagicMock(spec=Context)
# Mock the get_workflow response
mock_glue_client.get_workflow.return_value = {
'Workflow': {'Name': 'test-workflow', 'Tags': {'ManagedBy': 'MCP'}}
}
# Mock the start_workflow_run response
mock_glue_client.start_workflow_run.return_value = {'RunId': 'run-123'}
# Call the manage_aws_glue_workflows method with start-workflow-run operation without run_properties
result = await handler.manage_aws_glue_workflows(
mock_ctx,
operation='start-workflow-run',
workflow_name='test-workflow',
workflow_definition={}, # Empty definition, no run_properties
)
# Verify the result
assert not result.isError
assert result.workflow_name == 'test-workflow'
assert result.run_id == 'run-123'
# Verify that start_workflow_run was called with just the Name parameter
mock_glue_client.start_workflow_run.assert_called_once_with(Name='test-workflow')
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
async def test_manage_aws_glue_workflows_general_exception(mock_create_client):
"""Test handling of general exceptions in manage_aws_glue_workflows."""
# Create a mock Glue client that raises an exception
mock_glue_client = MagicMock()
mock_glue_client.get_workflow.side_effect = Exception('Test exception')
mock_create_client.return_value = mock_glue_client
# Create a mock MCP server
mock_mcp = MagicMock()
# Initialize the Glue Workflow handler with the mock MCP server
handler = GlueWorkflowAndTriggerHandler(mock_mcp)
handler.glue_client = mock_glue_client
# Create a mock context
mock_ctx = MagicMock(spec=Context)
# Call the manage_aws_glue_workflows method with get-workflow operation
result = await handler.manage_aws_glue_workflows(
mock_ctx, operation='get-workflow', workflow_name='test-workflow'
)
# Verify the result indicates an error
assert result.isError
assert len(result.content) == 1
assert result.content[0].type == 'text'
assert 'Error in manage_aws_glue_workflows: Test exception' in result.content[0].text
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
async def test_invalid_operation(mock_create_client):
# Create a mock Glue client
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
# Create a mock MCP server
mock_mcp = MagicMock()
# Initialize the Glue Workflow handler with the mock MCP server
handler = GlueWorkflowAndTriggerHandler(mock_mcp)
handler.glue_client = mock_glue_client
# Create a mock context
mock_ctx = MagicMock(spec=Context)
# Call the manage_aws_glue_workflows method with an invalid operation
result = await handler.manage_aws_glue_workflows(
mock_ctx, operation='invalid-operation', workflow_name='test-workflow'
)
# Verify the result indicates an error due to invalid operation
assert result.isError
assert len(result.content) == 1
assert result.content[0].type == 'text'
assert 'Invalid operation: invalid-operation' in result.content[0].text
assert result.workflow_name == 'test-workflow'
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
async def test_workflow_not_found(mock_create_client):
# Create a mock Glue client
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
# Create a mock MCP server
mock_mcp = MagicMock()
# Initialize the Glue Workflow handler with the mock MCP server
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
# Create a mock context
mock_ctx = MagicMock(spec=Context)
# Mock the get_workflow to raise EntityNotFoundException
mock_glue_client.exceptions.EntityNotFoundException = ClientError(
{'Error': {'Code': 'EntityNotFoundException', 'Message': 'Workflow not found'}},
'get_workflow',
)
mock_glue_client.get_workflow.side_effect = mock_glue_client.exceptions.EntityNotFoundException
# Call the manage_aws_glue_workflows method with delete-workflow operation
result = await handler.manage_aws_glue_workflows(
mock_ctx, operation='delete-workflow', workflow_name='test-workflow'
)
# Verify the result indicates an error because the workflow was not found
assert result.isError
assert len(result.content) == 1
assert result.content[0].type == 'text'
assert 'Workflow test-workflow not found' in result.content[0].text
assert result.workflow_name == 'test-workflow'
# Verify that delete_workflow was NOT called
mock_glue_client.delete_workflow.assert_not_called()
# Tests for manage_aws_glue_triggers method
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.prepare_resource_tags')
async def test_create_trigger_success(mock_prepare_tags, mock_create_client):
# Create a mock Glue client
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
# Mock the resource tags
mock_prepare_tags.return_value = {'ManagedBy': 'MCP'}
# Create a mock MCP server
mock_mcp = MagicMock()
# Initialize the Glue Workflow handler with the mock MCP server
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
# Create a mock context
mock_ctx = MagicMock(spec=Context)
# Mock the create_trigger response
mock_glue_client.create_trigger.return_value = {'Name': 'test-trigger'}
# Call the manage_aws_glue_triggers method with create-trigger operation
result = await handler.manage_aws_glue_triggers(
mock_ctx,
operation='create-trigger',
trigger_name='test-trigger',
trigger_definition={
'Type': 'SCHEDULED',
'Schedule': 'cron(0 12 * * ? *)',
'Actions': [{'JobName': 'test-job'}],
'Description': 'Test trigger',
'StartOnCreation': True,
},
)
# Verify the result
assert not result.isError
assert len(result.content) == 1
assert result.content[0].type == 'text'
assert 'Successfully created trigger test-trigger' in result.content[0].text
assert result.trigger_name == 'test-trigger'
# Verify that create_trigger was called with the correct parameters
mock_glue_client.create_trigger.assert_called_once()
args, kwargs = mock_glue_client.create_trigger.call_args
assert kwargs['Name'] == 'test-trigger'
assert kwargs['Type'] == 'SCHEDULED'
assert kwargs['Schedule'] == 'cron(0 12 * * ? *)'
assert kwargs['Actions'] == [{'JobName': 'test-job'}]
assert kwargs['Description'] == 'Test trigger'
assert kwargs['StartOnCreation']
assert kwargs['Tags'] == {'ManagedBy': 'MCP'}
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.prepare_resource_tags')
async def test_create_trigger_with_user_tags(mock_prepare_tags, mock_create_client):
"""Test creating a trigger with user-provided tags."""
# Create a mock Glue client
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
# Mock the resource tags
mock_prepare_tags.return_value = {'ManagedBy': 'MCP'}
# Create a mock MCP server
mock_mcp = MagicMock()
# Initialize the Glue Workflow handler with the mock MCP server
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
# Create a mock context
mock_ctx = MagicMock(spec=Context)
# Mock the create_trigger response
mock_glue_client.create_trigger.return_value = {'Name': 'test-trigger'}
# Call the manage_aws_glue_triggers method with create-trigger operation and user tags
result = await handler.manage_aws_glue_triggers(
mock_ctx,
operation='create-trigger',
trigger_name='test-trigger',
trigger_definition={
'Type': 'SCHEDULED',
'Actions': [{'JobName': 'test-job'}],
'Tags': {'Environment': 'Test', 'Project': 'UnitTest'},
},
)
# Verify the result
assert not result.isError
assert result.trigger_name == 'test-trigger'
# Verify that create_trigger was called with merged tags
mock_glue_client.create_trigger.assert_called_once()
args, kwargs = mock_glue_client.create_trigger.call_args
assert kwargs['Tags'] == {'Environment': 'Test', 'Project': 'UnitTest', 'ManagedBy': 'MCP'}
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.prepare_resource_tags')
async def test_create_trigger_with_workflow_name(mock_prepare_tags, mock_create_client):
"""Test creating a trigger with workflow_name parameter."""
# Create a mock Glue client
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
# Mock the resource tags
mock_prepare_tags.return_value = {'ManagedBy': 'MCP'}
# Create a mock MCP server
mock_mcp = MagicMock()
# Initialize the Glue Workflow handler with the mock MCP server
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
# Create a mock context
mock_ctx = MagicMock(spec=Context)
# Mock the create_trigger response
mock_glue_client.create_trigger.return_value = {'Name': 'test-trigger'}
# Call the manage_aws_glue_triggers method with create-trigger operation and workflow_name
result = await handler.manage_aws_glue_triggers(
mock_ctx,
operation='create-trigger',
trigger_name='test-trigger',
trigger_definition={
'Type': 'SCHEDULED',
'Actions': [{'JobName': 'test-job'}],
'WorkflowName': 'test-workflow',
},
)
# Verify the result
assert not result.isError
assert result.trigger_name == 'test-trigger'
# Verify that create_trigger was called with workflow_name
mock_glue_client.create_trigger.assert_called_once()
args, kwargs = mock_glue_client.create_trigger.call_args
assert kwargs['WorkflowName'] == 'test-workflow'
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.prepare_resource_tags')
async def test_create_trigger_with_predicate(mock_prepare_tags, mock_create_client):
"""Test creating a trigger with predicate parameter."""
# Create a mock Glue client
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
# Mock the resource tags
mock_prepare_tags.return_value = {'ManagedBy': 'MCP'}
# Create a mock MCP server
mock_mcp = MagicMock()
# Initialize the Glue Workflow handler with the mock MCP server
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
# Create a mock context
mock_ctx = MagicMock(spec=Context)
# Mock the create_trigger response
mock_glue_client.create_trigger.return_value = {'Name': 'test-trigger'}
# Call the manage_aws_glue_triggers method with create-trigger operation and predicate
result = await handler.manage_aws_glue_triggers(
mock_ctx,
operation='create-trigger',
trigger_name='test-trigger',
trigger_definition={
'Type': 'CONDITIONAL',
'Actions': [{'JobName': 'test-job'}],
'Predicate': {
'Conditions': [
{
'LogicalOperator': 'EQUALS',
'JobName': 'crawl-job',
'State': 'SUCCEEDED',
}
]
},
},
)
# Verify the result
assert not result.isError
assert result.trigger_name == 'test-trigger'
# Verify that create_trigger was called with predicate
mock_glue_client.create_trigger.assert_called_once()
args, kwargs = mock_glue_client.create_trigger.call_args
assert kwargs['Predicate']['Conditions'][0]['LogicalOperator'] == 'EQUALS'
assert kwargs['Predicate']['Conditions'][0]['JobName'] == 'crawl-job'
assert kwargs['Predicate']['Conditions'][0]['State'] == 'SUCCEEDED'
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.prepare_resource_tags')
async def test_create_trigger_with_event_batching_condition(mock_prepare_tags, mock_create_client):
"""Test creating a trigger with event_batching_condition parameter."""
# Create a mock Glue client
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
# Mock the resource tags
mock_prepare_tags.return_value = {'ManagedBy': 'MCP'}
# Create a mock MCP server
mock_mcp = MagicMock()
# Initialize the Glue Workflow handler with the mock MCP server
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
# Create a mock context
mock_ctx = MagicMock(spec=Context)
# Mock the create_trigger response
mock_glue_client.create_trigger.return_value = {'Name': 'test-trigger'}
# Call the manage_aws_glue_triggers method with create-trigger operation and event_batching_condition
result = await handler.manage_aws_glue_triggers(
mock_ctx,
operation='create-trigger',
trigger_name='test-trigger',
trigger_definition={
'Type': 'EVENT',
'Actions': [{'JobName': 'test-job'}],
'EventBatchingCondition': {'BatchSize': 5, 'BatchWindow': 900},
},
)
# Verify the result
assert not result.isError
assert result.trigger_name == 'test-trigger'
# Verify that create_trigger was called with event_batching_condition
mock_glue_client.create_trigger.assert_called_once()
args, kwargs = mock_glue_client.create_trigger.call_args
assert kwargs['EventBatchingCondition']['BatchSize'] == 5
assert kwargs['EventBatchingCondition']['BatchWindow'] == 900
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
async def test_create_trigger_missing_parameters(mock_create_client):
"""Test creating a trigger with missing required parameters."""
# Create a mock Glue client
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
# Create a mock MCP server
mock_mcp = MagicMock()
# Initialize the Glue Workflow handler with the mock MCP server
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
# Create a mock context
mock_ctx = MagicMock(spec=Context)
# Test missing trigger_definition
with pytest.raises(ValueError) as excinfo:
await handler.manage_aws_glue_triggers(
mock_ctx,
operation='create-trigger',
trigger_name='test-trigger',
trigger_definition=None,
)
assert 'trigger_name and trigger_definition are required' in str(excinfo.value)
# Test missing trigger_name
with pytest.raises(ValueError) as excinfo:
await handler.manage_aws_glue_triggers(
mock_ctx,
operation='create-trigger',
trigger_name=None,
trigger_definition={'Type': 'SCHEDULED', 'Actions': [{'JobName': 'test-job'}]},
)
assert 'trigger_name and trigger_definition are required' in str(excinfo.value)
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
async def test_create_trigger_no_write_access(mock_create_client):
# Create a mock Glue client
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
# Create a mock MCP server
mock_mcp = MagicMock()
# Initialize the Glue Workflow handler with the mock MCP server without write access
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=False)
handler.glue_client = mock_glue_client
# Create a mock context
mock_ctx = MagicMock(spec=Context)
# Call the manage_aws_glue_triggers method with create-trigger operation
result = await handler.manage_aws_glue_triggers(
mock_ctx,
operation='create-trigger',
trigger_name='test-trigger',
trigger_definition={'Type': 'SCHEDULED', 'Actions': [{'JobName': 'test-job'}]},
)
# Verify the result indicates an error due to no write access
assert result.isError
assert len(result.content) == 1
assert result.content[0].type == 'text'
assert 'Operation create-trigger is not allowed without write access' in result.content[0].text
assert result.trigger_name == ''
# Verify that create_trigger was NOT called
mock_glue_client.create_trigger.assert_not_called()
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_region')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_account_id')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.is_resource_mcp_managed')
async def test_delete_trigger_success(
mock_is_mcp_managed, mock_get_account_id, mock_get_region, mock_create_client
):
# Create a mock Glue client
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
# Mock the region and account ID
mock_get_region.return_value = 'us-east-1'
mock_get_account_id.return_value = '123456789012'
# Mock the is_resource_mcp_managed to return True
mock_is_mcp_managed.return_value = True
# Create a mock MCP server
mock_mcp = MagicMock()
# Initialize the Glue Workflow handler with the mock MCP server
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
# Create a mock context
mock_ctx = MagicMock(spec=Context)
# Mock the get_trigger response
mock_glue_client.get_trigger.return_value = {
'Trigger': {'Name': 'test-trigger', 'Tags': {'ManagedBy': 'MCP'}}
}
# Call the manage_aws_glue_triggers method with delete-trigger operation
result = await handler.manage_aws_glue_triggers(
mock_ctx, operation='delete-trigger', trigger_name='test-trigger'
)
# Verify the result
assert not result.isError
assert len(result.content) == 1
assert result.content[0].type == 'text'
assert 'Successfully deleted trigger test-trigger' in result.content[0].text
assert result.trigger_name == 'test-trigger'
# Verify that delete_trigger was called with the correct parameters
mock_glue_client.delete_trigger.assert_called_once_with(Name='test-trigger')
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_region')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_account_id')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.is_resource_mcp_managed')
async def test_delete_trigger_not_mcp_managed(
mock_is_mcp_managed, mock_get_account_id, mock_get_region, mock_create_client
):
# Create a mock Glue client
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
# Mock the region and account ID
mock_get_region.return_value = 'us-east-1'
mock_get_account_id.return_value = '123456789012'
# Mock the is_resource_mcp_managed to return False
mock_is_mcp_managed.return_value = False
# Create a mock MCP server
mock_mcp = MagicMock()
# Initialize the Glue Workflow handler with the mock MCP server
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
# Create a mock context
mock_ctx = MagicMock(spec=Context)
# Mock the get_trigger response
mock_glue_client.get_trigger.return_value = {
'Trigger': {
'Name': 'test-trigger',
'Tags': {}, # No MCP tags
}
}
# Call the manage_aws_glue_triggers method with delete-trigger operation
result = await handler.manage_aws_glue_triggers(
mock_ctx, operation='delete-trigger', trigger_name='test-trigger'
)
# Verify the result indicates an error because the trigger is not MCP managed
assert result.isError
assert len(result.content) == 1
assert result.content[0].type == 'text'
assert (
'Cannot delete trigger test-trigger - it is not managed by the MCP server'
in result.content[0].text
)
assert result.trigger_name == 'test-trigger'
# Verify that delete_trigger was NOT called
mock_glue_client.delete_trigger.assert_not_called()
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
async def test_get_trigger_success(mock_create_client):
# Create a mock Glue client
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
# Create a mock MCP server
mock_mcp = MagicMock()
# Initialize the Glue Workflow handler with the mock MCP server
handler = GlueWorkflowAndTriggerHandler(mock_mcp)
handler.glue_client = mock_glue_client
# Create a mock context
mock_ctx = MagicMock(spec=Context)
# Mock the get_trigger response
mock_trigger_details = {
'Name': 'test-trigger',
'Type': 'SCHEDULED',
'Schedule': 'cron(0 12 * * ? *)',
'Actions': [{'JobName': 'test-job'}],
'Description': 'Test trigger',
}
mock_glue_client.get_trigger.return_value = {'Trigger': mock_trigger_details}
# Call the manage_aws_glue_triggers method with get-trigger operation
result = await handler.manage_aws_glue_triggers(
mock_ctx, operation='get-trigger', trigger_name='test-trigger'
)
# Verify the result
assert not result.isError
assert len(result.content) == 1
assert result.content[0].type == 'text'
assert 'Successfully retrieved trigger test-trigger' in result.content[0].text
assert result.trigger_name == 'test-trigger'
assert result.trigger_details == mock_trigger_details
# Verify that get_trigger was called with the correct parameters
mock_glue_client.get_trigger.assert_called_once_with(Name='test-trigger')
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
async def test_get_triggers_success(mock_create_client):
# Create a mock Glue client
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
# Create a mock MCP server
mock_mcp = MagicMock()
# Initialize the Glue Workflow handler with the mock MCP server
handler = GlueWorkflowAndTriggerHandler(mock_mcp)
handler.glue_client = mock_glue_client
# Create a mock context
mock_ctx = MagicMock(spec=Context)
# Mock the get_triggers response
mock_glue_client.get_triggers.return_value = {
'Triggers': [
{'Name': 'trigger1', 'Type': 'SCHEDULED'},
{'Name': 'trigger2', 'Type': 'CONDITIONAL'},
],
'NextToken': 'next-token',
}
# Call the manage_aws_glue_triggers method with get-triggers operation
result = await handler.manage_aws_glue_triggers(
mock_ctx, operation='get-triggers', max_results=10, next_token='token'
)
# Verify the result
assert not result.isError
assert len(result.content) == 1
assert result.content[0].type == 'text'
assert 'Successfully retrieved triggers' in result.content[0].text
assert len(result.triggers) == 2
assert result.triggers[0]['Name'] == 'trigger1'
assert result.triggers[1]['Name'] == 'trigger2'
assert result.next_token == 'next-token'
# Verify that get_triggers was called with the correct parameters
mock_glue_client.get_triggers.assert_called_once_with(MaxResults=10, NextToken='token')
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_region')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_account_id')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.is_resource_mcp_managed')
async def test_start_trigger_success(
mock_is_mcp_managed, mock_get_account_id, mock_get_region, mock_create_client
):
# Create a mock Glue client
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
# Mock the region and account ID
mock_get_region.return_value = 'us-east-1'
mock_get_account_id.return_value = '123456789012'
# Mock the is_resource_mcp_managed to return True
mock_is_mcp_managed.return_value = True
# Create a mock MCP server
mock_mcp = MagicMock()
# Initialize the Glue Workflow handler with the mock MCP server
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
# Create a mock context
mock_ctx = MagicMock(spec=Context)
# Mock the get_trigger response
mock_glue_client.get_trigger.return_value = {
'Trigger': {'Name': 'test-trigger', 'Tags': {'ManagedBy': 'MCP'}}
}
# Call the manage_aws_glue_triggers method with start-trigger operation
result = await handler.manage_aws_glue_triggers(
mock_ctx, operation='start-trigger', trigger_name='test-trigger'
)
# Verify the result
assert not result.isError
assert len(result.content) == 1
assert result.content[0].type == 'text'
assert 'Successfully started trigger test-trigger' in result.content[0].text
assert result.trigger_name == 'test-trigger'
# Verify that start_trigger was called with the correct parameters
mock_glue_client.start_trigger.assert_called_once_with(Name='test-trigger')
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_region')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_account_id')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.is_resource_mcp_managed')
async def test_stop_trigger_success(
mock_is_mcp_managed, mock_get_account_id, mock_get_region, mock_create_client
):
# Create a mock Glue client
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
# Mock the region and account ID
mock_get_region.return_value = 'us-east-1'
mock_get_account_id.return_value = '123456789012'
# Mock the is_resource_mcp_managed to return True
mock_is_mcp_managed.return_value = True
# Create a mock MCP server
mock_mcp = MagicMock()
# Initialize the Glue Workflow handler with the mock MCP server
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
# Create a mock context
mock_ctx = MagicMock(spec=Context)
# Mock the get_trigger response
mock_glue_client.get_trigger.return_value = {
'Trigger': {'Name': 'test-trigger', 'Tags': {'ManagedBy': 'MCP'}}
}
# Call the manage_aws_glue_triggers method with stop-trigger operation
result = await handler.manage_aws_glue_triggers(
mock_ctx, operation='stop-trigger', trigger_name='test-trigger'
)
# Verify the result
assert not result.isError
assert len(result.content) == 1
assert result.content[0].type == 'text'
assert 'Successfully stopped trigger test-trigger' in result.content[0].text
assert result.trigger_name == 'test-trigger'
# Verify that stop_trigger was called with the correct parameters
mock_glue_client.stop_trigger.assert_called_once_with(Name='test-trigger')
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
async def test_trigger_invalid_operation(mock_create_client):
# Create a mock Glue client
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
# Create a mock MCP server
mock_mcp = MagicMock()
# Initialize the Glue Workflow handler with the mock MCP server with write access
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
# Create a mock context
mock_ctx = MagicMock(spec=Context)
# Call the manage_aws_glue_triggers method with an invalid operation
result = await handler.manage_aws_glue_triggers(
mock_ctx, operation='invalid-operation', trigger_name='test-trigger'
)
# Verify the result indicates an error due to invalid operation
assert result.isError
assert len(result.content) == 1
assert result.content[0].type == 'text'
assert 'Invalid operation: invalid-operation' in result.content[0].text
assert result.trigger_name == 'test-trigger'
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
async def test_trigger_not_found(mock_create_client):
# Create a mock Glue client
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
# Create a mock MCP server
mock_mcp = MagicMock()
# Initialize the Glue Workflow handler with the mock MCP server
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
# Create a mock context
mock_ctx = MagicMock(spec=Context)
# Mock the get_trigger to raise EntityNotFoundException
mock_glue_client.exceptions.EntityNotFoundException = ClientError(
{'Error': {'Code': 'EntityNotFoundException', 'Message': 'Trigger not found'}},
'get_trigger',
)
mock_glue_client.get_trigger.side_effect = mock_glue_client.exceptions.EntityNotFoundException
# Call the manage_aws_glue_triggers method with delete-trigger operation
result = await handler.manage_aws_glue_triggers(
mock_ctx, operation='delete-trigger', trigger_name='test-trigger'
)
# Verify the result indicates an error because the trigger was not found
assert result.isError
assert len(result.content) == 1
assert result.content[0].type == 'text'
assert 'Trigger test-trigger not found' in result.content[0].text
assert result.trigger_name == 'test-trigger'
# Verify that delete_trigger was NOT called
mock_glue_client.delete_trigger.assert_not_called()
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.prepare_resource_tags')
async def test_create_workflow_without_description(mock_prepare_tags, mock_create_client):
"""Test creating workflow without description parameter."""
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
mock_prepare_tags.return_value = {'ManagedBy': 'MCP'}
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
mock_glue_client.create_workflow.return_value = {'Name': 'test-workflow'}
result = await handler.manage_aws_glue_workflows(
mock_ctx,
operation='create-workflow',
workflow_name='test-workflow',
workflow_definition={},
)
assert not result.isError
args, kwargs = mock_glue_client.create_workflow.call_args
assert 'Description' not in kwargs
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.prepare_resource_tags')
async def test_create_workflow_without_default_run_properties(
mock_prepare_tags, mock_create_client
):
"""Test creating workflow without DefaultRunProperties parameter."""
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
mock_prepare_tags.return_value = {'ManagedBy': 'MCP'}
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
mock_glue_client.create_workflow.return_value = {'Name': 'test-workflow'}
result = await handler.manage_aws_glue_workflows(
mock_ctx,
operation='create-workflow',
workflow_name='test-workflow',
workflow_definition={'Description': 'Test'},
)
assert not result.isError
args, kwargs = mock_glue_client.create_workflow.call_args
assert 'DefaultRunProperties' not in kwargs
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.prepare_resource_tags')
async def test_create_workflow_without_max_concurrent_runs(mock_prepare_tags, mock_create_client):
"""Test creating workflow without MaxConcurrentRuns parameter."""
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
mock_prepare_tags.return_value = {'ManagedBy': 'MCP'}
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
mock_glue_client.create_workflow.return_value = {'Name': 'test-workflow'}
result = await handler.manage_aws_glue_workflows(
mock_ctx,
operation='create-workflow',
workflow_name='test-workflow',
workflow_definition={'Description': 'Test'},
)
assert not result.isError
args, kwargs = mock_glue_client.create_workflow.call_args
assert 'MaxConcurrentRuns' not in kwargs
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_region')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_account_id')
async def test_delete_workflow_client_error(
mock_get_account_id, mock_get_region, mock_create_client
):
"""Test delete workflow with non-EntityNotFoundException ClientError."""
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
mock_get_region.return_value = 'us-east-1'
mock_get_account_id.return_value = '123456789012'
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
mock_glue_client.get_workflow.side_effect = ClientError(
{'Error': {'Code': 'AccessDeniedException', 'Message': 'Access denied'}}, 'get_workflow'
)
result = await handler.manage_aws_glue_workflows(
mock_ctx, operation='delete-workflow', workflow_name='test-workflow'
)
assert result.isError
assert 'Error in manage_aws_glue_workflows' in result.content[0].text
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
async def test_get_workflow_without_include_graph(mock_create_client):
"""Test get workflow without include_graph parameter."""
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
mock_glue_client.get_workflow.return_value = {'Workflow': {'Name': 'test-workflow'}}
result = await handler.manage_aws_glue_workflows(
mock_ctx,
operation='get-workflow',
workflow_name='test-workflow',
workflow_definition={},
)
assert not result.isError
args, kwargs = mock_glue_client.get_workflow.call_args
assert 'IncludeGraph' not in kwargs
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
async def test_list_workflows_without_pagination(mock_create_client):
"""Test list workflows without pagination parameters."""
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
mock_glue_client.list_workflows.return_value = {'Workflows': ['workflow1']}
result = await handler.manage_aws_glue_workflows(mock_ctx, operation='list-workflows')
assert not result.isError
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_region')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_account_id')
async def test_start_workflow_run_client_error(
mock_get_account_id, mock_get_region, mock_create_client
):
"""Test start workflow run with non-EntityNotFoundException ClientError."""
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
mock_get_region.return_value = 'us-east-1'
mock_get_account_id.return_value = '123456789012'
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
mock_glue_client.get_workflow.side_effect = ClientError(
{'Error': {'Code': 'AccessDeniedException', 'Message': 'Access denied'}}, 'get_workflow'
)
result = await handler.manage_aws_glue_workflows(
mock_ctx, operation='start-workflow-run', workflow_name='test-workflow'
)
assert result.isError
assert 'Error in manage_aws_glue_workflows' in result.content[0].text
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_region')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_account_id')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.is_resource_mcp_managed')
async def test_start_workflow_run_without_run_properties_mcp_managed(
mock_is_mcp_managed, mock_get_account_id, mock_get_region, mock_create_client
):
"""Test start workflow run without run_properties when workflow is MCP managed."""
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
mock_get_region.return_value = 'us-east-1'
mock_get_account_id.return_value = '123456789012'
mock_is_mcp_managed.return_value = True
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
mock_glue_client.get_workflow.return_value = {
'Workflow': {'Name': 'test-workflow', 'Tags': {'ManagedBy': 'MCP'}}
}
mock_glue_client.start_workflow_run.return_value = {'RunId': 'run-123'}
result = await handler.manage_aws_glue_workflows(
mock_ctx,
operation='start-workflow-run',
workflow_name='test-workflow',
workflow_definition={},
)
assert not result.isError
args, kwargs = mock_glue_client.start_workflow_run.call_args
assert 'RunProperties' not in kwargs
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.prepare_resource_tags')
async def test_create_trigger_individual_params(mock_prepare_tags, mock_create_client):
"""Test create trigger with individual optional parameters."""
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
mock_prepare_tags.return_value = {'ManagedBy': 'MCP'}
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
mock_glue_client.create_trigger.return_value = {'Name': 'test-trigger'}
# Test with WorkflowName
await handler.manage_aws_glue_triggers(
mock_ctx,
operation='create-trigger',
trigger_name='test-trigger',
trigger_definition={
'Type': 'SCHEDULED',
'Actions': [{'JobName': 'test-job'}],
'WorkflowName': 'test-workflow',
},
)
# Test with Schedule
await handler.manage_aws_glue_triggers(
mock_ctx,
operation='create-trigger',
trigger_name='test-trigger',
trigger_definition={
'Type': 'SCHEDULED',
'Actions': [{'JobName': 'test-job'}],
'Schedule': 'cron(0 12 * * ? *)',
},
)
# Test with Predicate
await handler.manage_aws_glue_triggers(
mock_ctx,
operation='create-trigger',
trigger_name='test-trigger',
trigger_definition={
'Type': 'CONDITIONAL',
'Actions': [{'JobName': 'test-job'}],
'Predicate': {'Conditions': []},
},
)
# Test with Description
await handler.manage_aws_glue_triggers(
mock_ctx,
operation='create-trigger',
trigger_name='test-trigger',
trigger_definition={
'Type': 'SCHEDULED',
'Actions': [{'JobName': 'test-job'}],
'Description': 'Test trigger',
},
)
# Test with StartOnCreation
await handler.manage_aws_glue_triggers(
mock_ctx,
operation='create-trigger',
trigger_name='test-trigger',
trigger_definition={
'Type': 'SCHEDULED',
'Actions': [{'JobName': 'test-job'}],
'StartOnCreation': True,
},
)
# Test with EventBatchingCondition
await handler.manage_aws_glue_triggers(
mock_ctx,
operation='create-trigger',
trigger_name='test-trigger',
trigger_definition={
'Type': 'EVENT',
'Actions': [{'JobName': 'test-job'}],
'EventBatchingCondition': {'BatchSize': 5},
},
)
assert mock_glue_client.create_trigger.call_count == 6
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.prepare_resource_tags')
async def test_create_trigger_without_user_tags(mock_prepare_tags, mock_create_client):
"""Test create trigger without user-provided tags."""
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
mock_prepare_tags.return_value = {'ManagedBy': 'MCP'}
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
mock_glue_client.create_trigger.return_value = {'Name': 'test-trigger'}
result = await handler.manage_aws_glue_triggers(
mock_ctx,
operation='create-trigger',
trigger_name='test-trigger',
trigger_definition={
'Type': 'SCHEDULED',
'Actions': [{'JobName': 'test-job'}],
},
)
assert not result.isError
args, kwargs = mock_glue_client.create_trigger.call_args
assert kwargs['Tags'] == {'ManagedBy': 'MCP'}
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_region')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_account_id')
async def test_delete_trigger_client_error(
mock_get_account_id, mock_get_region, mock_create_client
):
"""Test delete trigger with non-EntityNotFoundException ClientError."""
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
mock_get_region.return_value = 'us-east-1'
mock_get_account_id.return_value = '123456789012'
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
mock_glue_client.get_trigger.side_effect = ClientError(
{'Error': {'Code': 'AccessDeniedException', 'Message': 'Access denied'}}, 'get_trigger'
)
result = await handler.manage_aws_glue_triggers(
mock_ctx, operation='delete-trigger', trigger_name='test-trigger'
)
assert result.isError
assert 'Error in manage_aws_glue_triggers' in result.content[0].text
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
async def test_get_triggers_without_pagination(mock_create_client):
"""Test get triggers without pagination parameters."""
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
mock_glue_client.get_triggers.return_value = {'Triggers': []}
result = await handler.manage_aws_glue_triggers(mock_ctx, operation='get-triggers')
assert not result.isError
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_region')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_account_id')
async def test_start_trigger_client_error(
mock_get_account_id, mock_get_region, mock_create_client
):
"""Test start trigger with non-EntityNotFoundException ClientError."""
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
mock_get_region.return_value = 'us-east-1'
mock_get_account_id.return_value = '123456789012'
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
mock_glue_client.get_trigger.side_effect = ClientError(
{'Error': {'Code': 'AccessDeniedException', 'Message': 'Access denied'}}, 'get_trigger'
)
result = await handler.manage_aws_glue_triggers(
mock_ctx, operation='start-trigger', trigger_name='test-trigger'
)
assert result.isError
assert 'Error in manage_aws_glue_triggers' in result.content[0].text
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_region')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_account_id')
async def test_stop_trigger_client_error(mock_get_account_id, mock_get_region, mock_create_client):
"""Test stop trigger with non-EntityNotFoundException ClientError."""
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
mock_get_region.return_value = 'us-east-1'
mock_get_account_id.return_value = '123456789012'
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
mock_glue_client.get_trigger.side_effect = ClientError(
{'Error': {'Code': 'AccessDeniedException', 'Message': 'Access denied'}}, 'get_trigger'
)
result = await handler.manage_aws_glue_triggers(
mock_ctx, operation='stop-trigger', trigger_name='test-trigger'
)
assert result.isError
assert 'Error in manage_aws_glue_triggers' in result.content[0].text
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
async def test_triggers_no_write_access_fallback(mock_create_client):
"""Test triggers no write access fallback response."""
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=False)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
result = await handler.manage_aws_glue_triggers(
mock_ctx, operation='unknown-operation', trigger_name='test-trigger'
)
assert result.isError
assert (
'Operation unknown-operation is not allowed without write access' in result.content[0].text
)
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
async def test_triggers_general_exception(mock_create_client):
"""Test general exception handling in triggers."""
mock_glue_client = MagicMock()
mock_glue_client.get_trigger.side_effect = Exception('Test exception')
mock_create_client.return_value = mock_glue_client
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
result = await handler.manage_aws_glue_triggers(
mock_ctx, operation='get-trigger', trigger_name='test-trigger'
)
assert result.isError
assert 'Error in manage_aws_glue_triggers: Test exception' in result.content[0].text
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.prepare_resource_tags')
async def test_create_workflow_with_description_only(mock_prepare_tags, mock_create_client):
"""Test creating workflow with description parameter only."""
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
mock_prepare_tags.return_value = {'ManagedBy': 'MCP'}
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
mock_glue_client.create_workflow.return_value = {'Name': 'test-workflow'}
result = await handler.manage_aws_glue_workflows(
mock_ctx,
operation='create-workflow',
workflow_name='test-workflow',
workflow_definition={'Description': 'Test workflow'},
)
assert not result.isError
args, kwargs = mock_glue_client.create_workflow.call_args
assert kwargs['Description'] == 'Test workflow'
assert 'DefaultRunProperties' not in kwargs
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.prepare_resource_tags')
async def test_create_workflow_with_default_run_properties_only(
mock_prepare_tags, mock_create_client
):
"""Test creating workflow with DefaultRunProperties parameter only."""
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
mock_prepare_tags.return_value = {'ManagedBy': 'MCP'}
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
mock_glue_client.create_workflow.return_value = {'Name': 'test-workflow'}
result = await handler.manage_aws_glue_workflows(
mock_ctx,
operation='create-workflow',
workflow_name='test-workflow',
workflow_definition={'DefaultRunProperties': {'ENV': 'test'}},
)
assert not result.isError
args, kwargs = mock_glue_client.create_workflow.call_args
assert kwargs['DefaultRunProperties'] == {'ENV': 'test'}
assert 'Description' not in kwargs
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.prepare_resource_tags')
async def test_create_workflow_with_max_concurrent_runs_only(
mock_prepare_tags, mock_create_client
):
"""Test creating workflow with MaxConcurrentRuns parameter only."""
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
mock_prepare_tags.return_value = {'ManagedBy': 'MCP'}
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
mock_glue_client.create_workflow.return_value = {'Name': 'test-workflow'}
result = await handler.manage_aws_glue_workflows(
mock_ctx,
operation='create-workflow',
workflow_name='test-workflow',
workflow_definition={'MaxConcurrentRuns': 2},
)
assert not result.isError
args, kwargs = mock_glue_client.create_workflow.call_args
assert kwargs['MaxConcurrentRuns'] == 2
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_region')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_account_id')
async def test_delete_workflow_entity_not_found(
mock_get_account_id, mock_get_region, mock_create_client
):
"""Test delete workflow when workflow is not found."""
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
mock_get_region.return_value = 'us-east-1'
mock_get_account_id.return_value = '123456789012'
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
mock_glue_client.get_workflow.side_effect = ClientError(
{'Error': {'Code': 'EntityNotFoundException', 'Message': 'Workflow not found'}},
'get_workflow',
)
result = await handler.manage_aws_glue_workflows(
mock_ctx, operation='delete-workflow', workflow_name='test-workflow'
)
assert result.isError
assert 'Workflow test-workflow not found' in result.content[0].text
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
async def test_get_workflow_with_include_graph_true(mock_create_client):
"""Test get workflow with include_graph parameter set to True."""
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
mock_glue_client.get_workflow.return_value = {'Workflow': {'Name': 'test-workflow'}}
result = await handler.manage_aws_glue_workflows(
mock_ctx,
operation='get-workflow',
workflow_name='test-workflow',
workflow_definition={'include_graph': True},
)
assert not result.isError
args, kwargs = mock_glue_client.get_workflow.call_args
assert kwargs['IncludeGraph']
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
async def test_list_workflows_with_max_results(mock_create_client):
"""Test list workflows with max_results parameter."""
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
mock_glue_client.list_workflows.return_value = {'Workflows': ['workflow1']}
result = await handler.manage_aws_glue_workflows(
mock_ctx, operation='list-workflows', max_results=10
)
assert not result.isError
args, kwargs = mock_glue_client.list_workflows.call_args
assert kwargs['MaxResults'] == 10
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
async def test_list_workflows_with_next_token(mock_create_client):
"""Test list workflows with next_token parameter."""
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
mock_glue_client.list_workflows.return_value = {'Workflows': ['workflow1']}
result = await handler.manage_aws_glue_workflows(
mock_ctx, operation='list-workflows', next_token='token123'
)
assert not result.isError
args, kwargs = mock_glue_client.list_workflows.call_args
assert kwargs['NextToken'] == 'token123'
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_region')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_account_id')
async def test_start_workflow_run_entity_not_found(
mock_get_account_id, mock_get_region, mock_create_client
):
"""Test start workflow run when workflow is not found."""
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
mock_get_region.return_value = 'us-east-1'
mock_get_account_id.return_value = '123456789012'
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
mock_glue_client.get_workflow.side_effect = ClientError(
{'Error': {'Code': 'EntityNotFoundException', 'Message': 'Workflow not found'}},
'get_workflow',
)
result = await handler.manage_aws_glue_workflows(
mock_ctx, operation='start-workflow-run', workflow_name='test-workflow'
)
assert result.isError
assert 'Workflow test-workflow not found' in result.content[0].text
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_region')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_account_id')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.is_resource_mcp_managed')
async def test_start_workflow_run_with_run_properties(
mock_is_mcp_managed, mock_get_account_id, mock_get_region, mock_create_client
):
"""Test start workflow run with run_properties."""
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
mock_get_region.return_value = 'us-east-1'
mock_get_account_id.return_value = '123456789012'
mock_is_mcp_managed.return_value = True
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
mock_glue_client.get_workflow.return_value = {
'Workflow': {'Name': 'test-workflow', 'Tags': {'ManagedBy': 'MCP'}}
}
mock_glue_client.start_workflow_run.return_value = {'RunId': 'run-123'}
result = await handler.manage_aws_glue_workflows(
mock_ctx,
operation='start-workflow-run',
workflow_name='test-workflow',
workflow_definition={'run_properties': {'ENV': 'test'}},
)
assert not result.isError
args, kwargs = mock_glue_client.start_workflow_run.call_args
assert kwargs['RunProperties'] == {'ENV': 'test'}
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_region')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_account_id')
async def test_delete_trigger_entity_not_found(
mock_get_account_id, mock_get_region, mock_create_client
):
"""Test delete trigger when trigger is not found."""
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
mock_get_region.return_value = 'us-east-1'
mock_get_account_id.return_value = '123456789012'
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
mock_glue_client.get_trigger.side_effect = ClientError(
{'Error': {'Code': 'EntityNotFoundException', 'Message': 'Trigger not found'}},
'get_trigger',
)
result = await handler.manage_aws_glue_triggers(
mock_ctx, operation='delete-trigger', trigger_name='test-trigger'
)
assert result.isError
assert 'Trigger test-trigger not found' in result.content[0].text
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
async def test_get_triggers_with_max_results(mock_create_client):
"""Test get triggers with max_results parameter."""
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
mock_glue_client.get_triggers.return_value = {'Triggers': []}
result = await handler.manage_aws_glue_triggers(
mock_ctx, operation='get-triggers', max_results=10
)
assert not result.isError
args, kwargs = mock_glue_client.get_triggers.call_args
assert kwargs['MaxResults'] == 10
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
async def test_get_triggers_with_next_token(mock_create_client):
"""Test get triggers with next_token parameter."""
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
mock_glue_client.get_triggers.return_value = {'Triggers': []}
result = await handler.manage_aws_glue_triggers(
mock_ctx, operation='get-triggers', next_token='token123'
)
assert not result.isError
args, kwargs = mock_glue_client.get_triggers.call_args
assert kwargs['NextToken'] == 'token123'
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_region')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_account_id')
async def test_start_trigger_entity_not_found(
mock_get_account_id, mock_get_region, mock_create_client
):
"""Test start trigger when trigger is not found."""
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
mock_get_region.return_value = 'us-east-1'
mock_get_account_id.return_value = '123456789012'
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
mock_glue_client.get_trigger.side_effect = ClientError(
{'Error': {'Code': 'EntityNotFoundException', 'Message': 'Trigger not found'}},
'get_trigger',
)
result = await handler.manage_aws_glue_triggers(
mock_ctx, operation='start-trigger', trigger_name='test-trigger'
)
assert result.isError
assert 'Trigger test-trigger not found' in result.content[0].text
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_region')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.get_aws_account_id')
async def test_stop_trigger_entity_not_found(
mock_get_account_id, mock_get_region, mock_create_client
):
"""Test stop trigger when trigger is not found."""
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
mock_get_region.return_value = 'us-east-1'
mock_get_account_id.return_value = '123456789012'
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
mock_glue_client.get_trigger.side_effect = ClientError(
{'Error': {'Code': 'EntityNotFoundException', 'Message': 'Trigger not found'}},
'get_trigger',
)
result = await handler.manage_aws_glue_triggers(
mock_ctx, operation='stop-trigger', trigger_name='test-trigger'
)
assert result.isError
assert 'Trigger test-trigger not found' in result.content[0].text
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.prepare_resource_tags')
async def test_create_workflow_empty_definition(mock_prepare_tags, mock_create_client):
"""Test creating workflow with empty definition."""
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
mock_prepare_tags.return_value = {'ManagedBy': 'MCP'}
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
mock_glue_client.create_workflow.return_value = {'Name': 'test-workflow'}
result = await handler.manage_aws_glue_workflows(
mock_ctx,
operation='create-workflow',
workflow_name='test-workflow',
workflow_definition={},
)
assert result.isError is False
args, kwargs = mock_glue_client.create_workflow.call_args
assert 'Description' not in kwargs
assert 'DefaultRunProperties' not in kwargs
assert 'MaxConcurrentRuns' not in kwargs
assert kwargs['Tags'] == {'ManagedBy': 'MCP'}
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.prepare_resource_tags')
async def test_create_trigger_minimal_params(mock_prepare_tags, mock_create_client):
"""Test create trigger with minimal parameters."""
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
mock_prepare_tags.return_value = {'ManagedBy': 'MCP'}
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
mock_glue_client.create_trigger.return_value = {'Name': 'test-trigger'}
result = await handler.manage_aws_glue_triggers(
mock_ctx,
operation='create-trigger',
trigger_name='test-trigger',
trigger_definition={
'Type': 'SCHEDULED',
'Actions': [{'JobName': 'test-job'}],
},
)
assert result.isError is False
args, kwargs = mock_glue_client.create_trigger.call_args
assert kwargs['Type'] == 'SCHEDULED'
assert kwargs['Actions'] == [{'JobName': 'test-job'}]
assert 'WorkflowName' not in kwargs
assert 'Schedule' not in kwargs
assert 'Predicate' not in kwargs
assert 'Description' not in kwargs
assert 'StartOnCreation' not in kwargs
assert 'EventBatchingCondition' not in kwargs
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
async def test_workflow_parameter_validation_errors(mock_create_client):
"""Test workflow parameter validation errors."""
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
# Test missing workflow_name for get-workflow
with pytest.raises(ValueError) as excinfo:
await handler.manage_aws_glue_workflows(
mock_ctx, operation='get-workflow', workflow_name=None
)
assert 'workflow_name is required' in str(excinfo.value)
# Test missing workflow_name for delete-workflow
with pytest.raises(ValueError) as excinfo:
await handler.manage_aws_glue_workflows(
mock_ctx, operation='delete-workflow', workflow_name=None
)
assert 'workflow_name is required' in str(excinfo.value)
# Test missing workflow_name for start-workflow-run
with pytest.raises(ValueError) as excinfo:
await handler.manage_aws_glue_workflows(
mock_ctx, operation='start-workflow-run', workflow_name=None
)
assert 'workflow_name is required' in str(excinfo.value)
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
async def test_trigger_parameter_validation_errors(mock_create_client):
"""Test trigger parameter validation errors."""
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=True)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
# Test missing trigger_name for get-trigger
with pytest.raises(ValueError) as excinfo:
await handler.manage_aws_glue_triggers(
mock_ctx, operation='get-trigger', trigger_name=None
)
assert 'trigger_name is required' in str(excinfo.value)
# Test missing trigger_name for delete-trigger
with pytest.raises(ValueError) as excinfo:
await handler.manage_aws_glue_triggers(
mock_ctx, operation='delete-trigger', trigger_name=None
)
assert 'trigger_name is required' in str(excinfo.value)
# Test missing trigger_name for start-trigger
with pytest.raises(ValueError) as excinfo:
await handler.manage_aws_glue_triggers(
mock_ctx, operation='start-trigger', trigger_name=None
)
assert 'trigger_name is required' in str(excinfo.value)
# Test missing trigger_name for stop-trigger
with pytest.raises(ValueError) as excinfo:
await handler.manage_aws_glue_triggers(
mock_ctx, operation='stop-trigger', trigger_name=None
)
assert 'trigger_name is required' in str(excinfo.value)
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
async def test_workflow_general_exception(mock_create_client):
"""Test general exception handling in workflows."""
mock_glue_client = MagicMock()
mock_glue_client.get_workflow.side_effect = Exception('Test exception')
mock_create_client.return_value = mock_glue_client
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
result = await handler.manage_aws_glue_workflows(
mock_ctx, operation='get-workflow', workflow_name='test-workflow'
)
assert result.isError is True
assert 'Error in manage_aws_glue_workflows: Test exception' in result.content[0].text
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
async def test_trigger_general_exception(mock_create_client):
"""Test general exception handling in triggers."""
mock_glue_client = MagicMock()
mock_glue_client.get_trigger.side_effect = Exception('Test exception')
mock_create_client.return_value = mock_glue_client
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
result = await handler.manage_aws_glue_triggers(
mock_ctx, operation='get-trigger', trigger_name='test-trigger'
)
assert result.isError is True
assert 'Error in manage_aws_glue_triggers: Test exception' in result.content[0].text
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
async def test_workflow_no_write_access_fallback(mock_create_client):
"""Test workflow no write access fallback response."""
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=False)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
result = await handler.manage_aws_glue_workflows(
mock_ctx, operation='unknown-operation', workflow_name='test-workflow'
)
assert result.isError is True
assert 'Invalid operation: unknown-operation' in result.content[0].text
@pytest.mark.asyncio
@patch('awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client')
async def test_trigger_no_write_access_fallback(mock_create_client):
"""Test trigger no write access fallback response."""
mock_glue_client = MagicMock()
mock_create_client.return_value = mock_glue_client
mock_mcp = MagicMock()
handler = GlueWorkflowAndTriggerHandler(mock_mcp, allow_write=False)
handler.glue_client = mock_glue_client
mock_ctx = MagicMock(spec=Context)
result = await handler.manage_aws_glue_triggers(
mock_ctx, operation='create-trigger', trigger_name='test-trigger'
)
assert result.isError is True
assert 'Operation create-trigger is not allowed without write access' in result.content[0].text
```