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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_data_catalog_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.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

"""Tests for the Glue Data Catalog Handler."""

import pytest
from awslabs.aws_dataprocessing_mcp_server.handlers.glue.data_catalog_handler import (
    GlueDataCatalogHandler,
)
from unittest.mock import ANY, AsyncMock, MagicMock, patch


class TestGlueDataCatalogHandler:
    """Tests for the GlueDataCatalogHandler class."""

    @pytest.fixture
    def mock_mcp(self):
        """Create a mock MCP server."""
        mock = MagicMock()
        return mock

    @pytest.fixture
    def mock_ctx(self):
        """Create a mock Context."""
        mock = MagicMock()
        return mock

    @pytest.fixture
    def mock_database_manager(self):
        """Create a mock DataCatalogDatabaseManager."""
        mock = AsyncMock()
        return mock

    @pytest.fixture
    def mock_table_manager(self):
        """Create a mock DataCatalogTableManager."""
        mock = AsyncMock()
        return mock

    @pytest.fixture
    def mock_catalog_manager(self):
        """Create a mock DataCatalogManager."""
        mock = AsyncMock()
        return mock

    @pytest.fixture
    def handler(self, mock_mcp, mock_database_manager, mock_table_manager, mock_catalog_manager):
        """Create a GlueDataCatalogHandler instance with mocked dependencies."""
        with (
            patch(
                'awslabs.aws_dataprocessing_mcp_server.handlers.glue.data_catalog_handler.DataCatalogDatabaseManager',
                return_value=mock_database_manager,
            ),
            patch(
                'awslabs.aws_dataprocessing_mcp_server.handlers.glue.data_catalog_handler.DataCatalogTableManager',
                return_value=mock_table_manager,
            ),
            patch(
                'awslabs.aws_dataprocessing_mcp_server.handlers.glue.data_catalog_handler.DataCatalogManager',
                return_value=mock_catalog_manager,
            ),
        ):
            handler = GlueDataCatalogHandler(mock_mcp)
            handler.data_catalog_database_manager = mock_database_manager
            handler.data_catalog_table_manager = mock_table_manager
            handler.data_catalog_manager = mock_catalog_manager
            return handler

    @pytest.fixture
    def handler_with_write_access(
        self, mock_mcp, mock_database_manager, mock_table_manager, mock_catalog_manager
    ):
        """Create a GlueDataCatalogHandler instance with write access enabled."""
        with (
            patch(
                'awslabs.aws_dataprocessing_mcp_server.handlers.glue.data_catalog_handler.DataCatalogDatabaseManager',
                return_value=mock_database_manager,
            ),
            patch(
                'awslabs.aws_dataprocessing_mcp_server.handlers.glue.data_catalog_handler.DataCatalogTableManager',
                return_value=mock_table_manager,
            ),
            patch(
                'awslabs.aws_dataprocessing_mcp_server.handlers.glue.data_catalog_handler.DataCatalogManager',
                return_value=mock_catalog_manager,
            ),
        ):
            handler = GlueDataCatalogHandler(mock_mcp, allow_write=True)
            handler.data_catalog_database_manager = mock_database_manager
            handler.data_catalog_table_manager = mock_table_manager
            handler.data_catalog_manager = mock_catalog_manager
            return handler

    def test_initialization(self, mock_mcp):
        """Test that the handler is initialized correctly."""
        # Mock the AWS helper's create_boto3_client method to avoid boto3 client creation
        with patch(
            'awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client',
            return_value=MagicMock(),
        ):
            handler = GlueDataCatalogHandler(mock_mcp)

            # Verify that the handler has the correct attributes
            assert handler.mcp == mock_mcp
            assert handler.allow_write is False
            assert handler.allow_sensitive_data_access is False

            # Verify that the tools were registered
            assert mock_mcp.tool.call_count == 5

            # 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 expected tools are registered
            assert 'manage_aws_glue_databases' in tool_names
            assert 'manage_aws_glue_tables' in tool_names
            assert 'manage_aws_glue_connections' in tool_names
            assert 'manage_aws_glue_partitions' in tool_names
            assert 'manage_aws_glue_catalog' in tool_names

    def test_initialization_with_write_access(self, mock_mcp):
        """Test that the handler is initialized correctly with write access."""
        # Mock the AWS helper's create_boto3_client method to avoid boto3 client creation
        with patch(
            'awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client',
            return_value=MagicMock(),
        ):
            handler = GlueDataCatalogHandler(mock_mcp, allow_write=True)

            # Verify that the handler has the correct attributes
            assert handler.mcp == mock_mcp
            assert handler.allow_write is True
            assert handler.allow_sensitive_data_access is False

    def test_initialization_with_sensitive_data_access(self, mock_mcp):
        """Test that the handler is initialized correctly with sensitive data access."""
        # Mock the AWS helper's create_boto3_client method to avoid boto3 client creation
        with patch(
            'awslabs.aws_dataprocessing_mcp_server.utils.aws_helper.AwsHelper.create_boto3_client',
            return_value=MagicMock(),
        ):
            handler = GlueDataCatalogHandler(mock_mcp, allow_sensitive_data_access=True)

            # Verify that the handler has the correct attributes
            assert handler.mcp == mock_mcp
            assert handler.allow_write is False
            assert handler.allow_sensitive_data_access is True

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_databases_create_no_write_access(
        self, handler, mock_ctx
    ):
        """Test that create database operation is not allowed without write access."""
        # Mock the response class
        mock_response = MagicMock()
        mock_response.isError = True
        mock_response.content = [MagicMock()]
        mock_response.content[
            0
        ].text = 'Operation create-database is not allowed without write access'
        mock_response.database_name = ''
        mock_response.operation = 'create'

        # Patch the CreateDatabaseResponse class
        with patch(
            'awslabs.aws_dataprocessing_mcp_server.models.data_catalog_models.CreateDatabaseResponse',
            return_value=mock_response,
        ):
            # Call the method with a write operation
            result = await handler.manage_aws_glue_data_catalog_databases(
                mock_ctx, operation='create-database', database_name='test-db'
            )

            # Verify the result
            assert result.isError is True
            assert 'not allowed without write access' in result.content[0].text
            assert result.database_name == ''
            assert result.operation == 'create-database'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_databases_delete_no_write_access(
        self, handler, mock_ctx
    ):
        """Test that delete database operation is not allowed without write access."""
        # Mock the response class
        mock_response = MagicMock()
        mock_response.isError = True
        mock_response.content = [MagicMock()]
        mock_response.content[
            0
        ].text = 'Operation delete-database is not allowed without write access'
        mock_response.database_name = ''
        mock_response.operation = 'delete'

        # Patch the DeleteDatabaseResponse class
        with patch(
            'awslabs.aws_dataprocessing_mcp_server.models.data_catalog_models.DeleteDatabaseResponse',
            return_value=mock_response,
        ):
            # Call the method with a write operation
            result = await handler.manage_aws_glue_data_catalog_databases(
                mock_ctx, operation='delete-database', database_name='test-db'
            )

            # Verify the result
            assert result.isError is True
            assert 'not allowed without write access' in result.content[0].text
            assert result.database_name == ''
            assert result.operation == 'delete-database'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_databases_update_no_write_access(
        self, handler, mock_ctx
    ):
        """Test that update database operation is not allowed without write access."""
        # Mock the response class
        mock_response = MagicMock()
        mock_response.isError = True
        mock_response.content = [MagicMock()]
        mock_response.content[
            0
        ].text = 'Operation update-database is not allowed without write access'
        mock_response.database_name = ''
        mock_response.operation = 'update'

        # Patch the UpdateDatabaseResponse class
        with patch(
            'awslabs.aws_dataprocessing_mcp_server.models.data_catalog_models.UpdateDatabaseResponse',
            return_value=mock_response,
        ):
            # Call the method with a write operation
            result = await handler.manage_aws_glue_data_catalog_databases(
                mock_ctx, operation='update-database', database_name='test-db'
            )

            # Verify the result
            assert result.isError is True
            assert 'not allowed without write access' in result.content[0].text
            assert result.database_name == ''
            assert result.operation == 'update-database'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_databases_get_read_access(
        self, handler, mock_ctx, mock_database_manager
    ):
        """Test that get database operation is allowed with read access."""
        from unittest.mock import ANY

        # Mock the response class
        mock_response = MagicMock()
        mock_response.isError = False
        mock_response.content = []
        mock_response.database_name = 'test-db'
        mock_response.description = 'Test database'
        mock_response.location_uri = 's3://test-bucket/'
        mock_response.parameters = {}
        mock_response.creation_time = '2023-01-01T00:00:00Z'
        mock_response.operation = 'get'
        mock_response.catalog_id = '123456789012'

        # Setup the mock to return a response
        mock_database_manager.get_database.return_value = mock_response

        # Call the method with a read operation
        result = await handler.manage_aws_glue_data_catalog_databases(
            mock_ctx, operation='get-database', database_name='test-db'
        )

        # Verify that the method was called with the correct parameters
        # Use ANY for catalog_id to handle the FieldInfo object
        mock_database_manager.get_database.assert_called_once_with(
            ctx=mock_ctx, database_name='test-db', catalog_id=ANY
        )

        # Verify that the result is the expected response
        assert result == mock_response

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_databases_get_missing_database_name(
        self, handler, mock_ctx, mock_database_manager
    ):
        """Test that get database operation is allowed with read access."""
        with pytest.raises(ValueError) as e:
            await handler.manage_aws_glue_data_catalog_databases(
                mock_ctx, operation='get-database', database_name=None
            )
        assert 'database_name is required' in str(e.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_databases_list_read_access(
        self, handler, mock_ctx, mock_database_manager
    ):
        """Test that list databases operation is allowed with read access."""
        from unittest.mock import ANY

        # Mock the response class
        mock_response = MagicMock()
        mock_response.isError = False
        mock_response.content = []
        mock_response.databases = []
        mock_response.count = 0
        mock_response.catalog_id = '123456789012'
        mock_response.operation = 'list'

        # Setup the mock to return a response
        mock_database_manager.list_databases.return_value = mock_response

        # Call the method with a read operation
        result = await handler.manage_aws_glue_data_catalog_databases(
            mock_ctx, operation='list-databases'
        )

        # Verify that the method was called with the correct parameters
        # Use ANY for catalog_id to handle the FieldInfo object
        mock_database_manager.list_databases.assert_called_once_with(
            ctx=mock_ctx, catalog_id=ANY, max_results=ANY, next_token=ANY
        )

        # Verify that the result is the expected response
        assert result == mock_response

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_databases_create_with_write_access(
        self, handler_with_write_access, mock_ctx, mock_database_manager
    ):
        """Test that create database operation is allowed with write access."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.database_name = 'test-db'
        expected_response.operation = 'create'
        mock_database_manager.create_database.return_value = expected_response

        # Call the method with a write operation
        result = await handler_with_write_access.manage_aws_glue_data_catalog_databases(
            mock_ctx,
            operation='create-database',
            database_name='test-db',
            description='Test database',
            location_uri='s3://test-bucket/',
            parameters={'key': 'value'},
            catalog_id='123456789012',
        )

        # Verify that the method was called with the correct parameters
        mock_database_manager.create_database.assert_called_once_with(
            ctx=mock_ctx,
            database_name='test-db',
            description='Test database',
            location_uri='s3://test-bucket/',
            parameters={'key': 'value'},
            catalog_id='123456789012',
        )

        # Verify that the result is the expected response
        assert result == expected_response

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_databases_delete_with_write_access(
        self, handler_with_write_access, mock_ctx, mock_database_manager
    ):
        """Test that delete database operation is allowed with write access."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.database_name = 'test-db'
        expected_response.operation = 'delete'
        mock_database_manager.delete_database.return_value = expected_response

        # Call the method with a write operation
        result = await handler_with_write_access.manage_aws_glue_data_catalog_databases(
            mock_ctx,
            operation='delete-database',
            database_name='test-db',
            catalog_id='123456789012',
        )

        # Verify that the method was called with the correct parameters
        mock_database_manager.delete_database.assert_called_once_with(
            ctx=mock_ctx, database_name='test-db', catalog_id='123456789012'
        )

        # Verify that the result is the expected response
        assert result == expected_response

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_databases_delete_missing_database_name(
        self, handler_with_write_access, mock_ctx
    ):
        """Test that delete database operation with missing database name."""
        with pytest.raises(ValueError) as e:
            await handler_with_write_access.manage_aws_glue_data_catalog_databases(
                mock_ctx, operation='delete-database', database_name=None
            )
        assert 'database_name is required' in str(e.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_databases_update_missing_database_name(
        self, handler_with_write_access, mock_ctx
    ):
        """Test that get database operation with write access."""
        with pytest.raises(ValueError) as e:
            await handler_with_write_access.manage_aws_glue_data_catalog_databases(
                mock_ctx, operation='update-database', database_name=None
            )
        assert 'database_name is required' in str(e.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_databases_update_with_read_access(
        self, handler, mock_ctx
    ):
        """Test that updadte database operation with read access."""
        result = await handler.manage_aws_glue_data_catalog_databases(
            mock_ctx, operation='update-database', database_name=None
        )
        assert result.isError is True
        assert len(result.content) == 1
        assert 'is not allowed without write access' in result.content[0].text

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_databases_update_with_write_access(
        self, handler_with_write_access, mock_ctx, mock_database_manager
    ):
        """Test that update database operation is allowed with write access."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.database_name = 'test-db'
        expected_response.operation = 'update'
        mock_database_manager.update_database.return_value = expected_response

        # Call the method with a write operation
        result = await handler_with_write_access.manage_aws_glue_data_catalog_databases(
            mock_ctx,
            operation='update-database',
            database_name='test-db',
            description='Updated database',
            location_uri='s3://updated-bucket/',
            parameters={'key': 'updated-value'},
            catalog_id='123456789012',
        )

        # Verify that the method was called with the correct parameters
        mock_database_manager.update_database.assert_called_once_with(
            ctx=mock_ctx,
            database_name='test-db',
            description='Updated database',
            location_uri='s3://updated-bucket/',
            parameters={'key': 'updated-value'},
            catalog_id='123456789012',
        )

        # Verify that the result is the expected response
        assert result == expected_response

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_databases_invalid_operation(
        self, handler, mock_ctx
    ):
        """Test that an invalid operation returns an error response."""
        # Set write access to true to bypass the "not allowed without write access" check
        handler.allow_write = True

        # Call the method with an invalid operation
        result = await handler.manage_aws_glue_data_catalog_databases(
            mock_ctx, operation='invalid-operation', database_name='test-db'
        )

        # Verify that the result is an error response
        assert result.isError is True
        assert 'Invalid operation' in result.content[0].text
        assert result.database_name == ''
        assert result.operation == 'get-database'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_databases_missing_database_name(
        self, handler_with_write_access, mock_ctx
    ):
        """Test that missing database_name parameter raises a ValueError."""
        # Call the method without database_name
        with pytest.raises(ValueError) as excinfo:
            await handler_with_write_access.manage_aws_glue_data_catalog_databases(
                mock_ctx, operation='create-database', database_name=None
            )

        # Verify that the correct error message is raised
        assert 'database_name is required' in str(excinfo.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_databases_exception_handling(
        self, handler, mock_ctx, mock_database_manager
    ):
        """Test that exceptions are handled correctly."""
        # Setup the mock to raise an exception
        mock_database_manager.get_database.side_effect = Exception('Test exception')

        # Patch the handler's method to handle the exception properly
        with patch.object(
            handler,
            'manage_aws_glue_data_catalog_databases',
            side_effect=handler.manage_aws_glue_data_catalog_databases,
        ):
            # Create a mock response for the GetDatabaseResponse
            mock_response = MagicMock()
            mock_response.isError = True
            mock_response.content = [MagicMock()]
            mock_response.content[
                0
            ].text = 'Error in manage_aws_glue_data_catalog_databases: Test exception'
            mock_response.database_name = 'test-db'
            mock_response.operation = 'get'

            # Patch the GetDatabaseResponse class
            with patch(
                'awslabs.aws_dataprocessing_mcp_server.models.data_catalog_models.GetDatabaseResponse',
                return_value=mock_response,
            ):
                # Call the method
                result = await handler.manage_aws_glue_data_catalog_databases(
                    mock_ctx, operation='get-database', database_name='test-db'
                )

                # Verify that the result is an error response
                assert result.isError is True
                assert (
                    'Error in manage_aws_glue_data_catalog_databases: Test exception'
                    in result.content[0].text
                )
                assert result.database_name == 'test-db'
                assert result.operation == 'get-database'

    # Tests for manage_aws_glue_data_catalog_tables method

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_tables_create_no_write_access(
        self, handler, mock_ctx
    ):
        """Test that create table operation is not allowed without write access."""
        # Call the method with a write operation
        result = await handler.manage_aws_glue_data_catalog_tables(
            mock_ctx,
            operation='create-table',
            database_name='test-db',
            table_name='test-table',
            table_input={},
        )

        # Verify that the result is an error response
        assert result.isError is True
        assert 'not allowed without write access' in result.content[0].text
        assert result.database_name == 'test-db'
        assert result.table_name == ''
        assert result.operation == 'create-table'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_tables_get_read_access(
        self, handler, mock_ctx, mock_table_manager
    ):
        """Test that get table operation is allowed with read access."""
        from unittest.mock import ANY

        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.database_name = 'test-db'
        expected_response.table_name = 'test-table'
        expected_response.table_definition = {}
        expected_response.creation_time = '2023-01-01T00:00:00Z'
        expected_response.last_access_time = '2023-01-01T00:00:00Z'
        expected_response.operation = 'get'
        mock_table_manager.get_table.return_value = expected_response

        # Call the method with a read operation
        result = await handler.manage_aws_glue_data_catalog_tables(
            mock_ctx, operation='get-table', database_name='test-db', table_name='test-table'
        )

        # Verify that the method was called with the correct parameters
        # Use ANY for catalog_id to handle the FieldInfo object
        mock_table_manager.get_table.assert_called_once_with(
            ctx=mock_ctx, database_name='test-db', table_name='test-table', catalog_id=ANY
        )

        # Verify that the result is the expected response
        assert result == expected_response

    # Tests for manage_aws_glue_data_catalog_connections method

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_connections_create_no_write_access(
        self, handler, mock_ctx
    ):
        """Test that create connection operation is not allowed without write access."""
        # Call the method with a write operation
        result = await handler.manage_aws_glue_data_catalog_connections(
            mock_ctx,
            operation='create-connection',
            connection_name='test-connection',
            connection_input={},
        )

        # Verify that the result is an error response
        assert result.isError is True
        assert 'not allowed without write access' in result.content[0].text
        assert result.connection_name == ''
        assert result.operation == 'create-connection'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_connections_get_read_access(
        self, handler, mock_ctx, mock_catalog_manager
    ):
        """Test that get connection operation is allowed with read access."""
        from unittest.mock import ANY

        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.connection_name = 'test-connection'
        expected_response.connection_type = 'JDBC'
        expected_response.connection_properties = {}
        expected_response.physical_connection_requirements = None
        expected_response.creation_time = '2023-01-01T00:00:00Z'
        expected_response.last_updated_time = '2023-01-01T00:00:00Z'
        expected_response.last_updated_by = ''
        expected_response.status = ''
        expected_response.status_reason = ''
        expected_response.last_connection_validation_time = ''
        expected_response.catalog_id = ''
        expected_response.operation = 'get'
        mock_catalog_manager.get_connection.return_value = expected_response

        # Call the method with a read operation
        result = await handler.manage_aws_glue_data_catalog_connections(
            mock_ctx, operation='get-connection', connection_name='test-connection'
        )

        # Verify that the method was called with the correct parameters
        # Use ANY for catalog_id to handle the FieldInfo object
        mock_catalog_manager.get_connection.assert_called_once_with(
            ctx=mock_ctx, connection_name='test-connection', catalog_id=ANY, hide_password=ANY
        )

        # Verify that the result is the expected response
        assert result == expected_response

    # Tests for manage_aws_glue_data_catalog_partitions method

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_partitions_create_no_write_access(
        self, handler, mock_ctx
    ):
        """Test that create partition operation is not allowed without write access."""
        # Call the method with a write operation
        result = await handler.manage_aws_glue_data_catalog_partitions(
            mock_ctx,
            operation='create-partition',
            database_name='test-db',
            table_name='test-table',
            partition_values=['2023'],
            partition_input={},
        )

        # Verify that the result is an error response
        assert result.isError is True
        assert 'not allowed without write access' in result.content[0].text
        assert result.database_name == 'test-db'
        assert result.table_name == 'test-table'
        assert result.partition_values == []
        assert result.operation == 'create-partition'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_partitions_get_read_access(
        self, handler, mock_ctx, mock_catalog_manager
    ):
        """Test that get partition operation is allowed with read access."""
        from unittest.mock import ANY

        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.database_name = 'test-db'
        expected_response.table_name = 'test-table'
        expected_response.partition_values = ['2023']
        expected_response.partition_definition = {}
        expected_response.creation_time = '2023-01-01T00:00:00Z'
        expected_response.last_access_time = '2023-01-01T00:00:00Z'
        expected_response.operation = 'get'
        mock_catalog_manager.get_partition.return_value = expected_response

        # Call the method with a read operation
        result = await handler.manage_aws_glue_data_catalog_partitions(
            mock_ctx,
            operation='get-partition',
            database_name='test-db',
            table_name='test-table',
            partition_values=['2023'],
        )

        # Verify that the method was called with the correct parameters
        # Use ANY for catalog_id to handle the FieldInfo object
        mock_catalog_manager.get_partition.assert_called_once_with(
            ctx=mock_ctx,
            database_name='test-db',
            table_name='test-table',
            partition_values=['2023'],
            catalog_id=ANY,
        )

        # Verify that the result is the expected response
        assert result == expected_response

    # Tests for manage_aws_glue_data_catalog method

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_create_no_write_access(self, handler, mock_ctx):
        """Test that create catalog operation is not allowed without write access."""
        # Call the method with a write operation
        result = await handler.manage_aws_glue_data_catalog(
            mock_ctx, operation='create-catalog', catalog_id='test-catalog', catalog_input={}
        )

        # Verify that the result is an error response
        assert result.isError is True
        assert 'not allowed without write access' in result.content[0].text
        assert result.catalog_id == ''
        assert result.operation == 'create-catalog'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_get_read_access(
        self, handler, mock_ctx, mock_catalog_manager
    ):
        """Test that get catalog operation is allowed with read access."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.catalog_id = 'test-catalog'
        expected_response.catalog_definition = {}
        expected_response.name = 'Test Catalog'
        expected_response.description = 'Test catalog description'
        expected_response.create_time = '2023-01-01T00:00:00Z'
        expected_response.update_time = '2023-01-01T00:00:00Z'
        expected_response.operation = 'get'
        mock_catalog_manager.get_catalog.return_value = expected_response

        # Call the method with a read operation
        result = await handler.manage_aws_glue_data_catalog(
            mock_ctx, operation='get-catalog', catalog_id='test-catalog'
        )

        # Verify that the method was called with the correct parameters
        mock_catalog_manager.get_catalog.assert_called_once_with(
            ctx=mock_ctx, catalog_id='test-catalog'
        )

        # Verify that the result is the expected response
        assert result == expected_response

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_create_with_write_access(
        self, handler_with_write_access, mock_ctx, mock_catalog_manager
    ):
        """Test that create catalog operation is allowed with write access."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.catalog_id = 'test-catalog'
        expected_response.operation = 'create-catalog'
        mock_catalog_manager.create_catalog.return_value = expected_response

        # Call the method with a write operation
        result = await handler_with_write_access.manage_aws_glue_data_catalog(
            mock_ctx,
            operation='create-catalog',
            catalog_id='test-catalog',
            catalog_input={'Description': 'Test catalog', 'Type': 'GLUE'},
        )

        # Verify that the method was called with the correct parameters
        mock_catalog_manager.create_catalog.assert_called_once_with(
            ctx=mock_ctx,
            catalog_name='test-catalog',
            catalog_input={'Description': 'Test catalog', 'Type': 'GLUE'},
        )

        # Verify that the result is the expected response
        assert result == expected_response

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_delete_with_write_access(
        self, handler_with_write_access, mock_ctx, mock_catalog_manager
    ):
        """Test that delete catalog operation is allowed with write access."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.catalog_id = 'test-catalog'
        expected_response.operation = 'delete-catalog'
        mock_catalog_manager.delete_catalog.return_value = expected_response

        # Call the method with a write operation
        result = await handler_with_write_access.manage_aws_glue_data_catalog(
            mock_ctx, operation='delete-catalog', catalog_id='test-catalog'
        )

        # Verify that the method was called with the correct parameters
        mock_catalog_manager.delete_catalog.assert_called_once_with(
            ctx=mock_ctx, catalog_id='test-catalog'
        )

        # Verify that the result is the expected response
        assert result == expected_response

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_invalid_operation(self, handler, mock_ctx):
        """Test that an invalid operation returns an error response."""
        # Set write access to true to bypass the "not allowed without write access" check
        handler.allow_write = True

        # Call the method with an invalid operation
        result = await handler.manage_aws_glue_data_catalog(
            mock_ctx, operation='invalid-operation', catalog_id='test-catalog'
        )

        # Verify that the result is an error response
        assert result.isError is True
        assert 'Invalid operation' in result.content[0].text
        assert result.catalog_id == ''
        assert result.operation == 'get-catalog'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_list_catalogs(self, handler, mock_ctx):
        """Test that list_catalogs operation returns a not implemented error."""
        # Call the method with list-catalogs operation
        mock_response = MagicMock()
        mock_response.isError = False
        mock_response.content = []
        mock_response.catalogs = []
        mock_response.count = 0
        mock_response.catalog_id = '123456789012'
        mock_response.operation = 'list-catalogs'
        handler.data_catalog_manager.list_catalogs.return_value = mock_response
        result = await handler.manage_aws_glue_data_catalog(mock_ctx, operation='list-catalogs')

        assert result.isError is False
        assert result.operation == 'list-catalogs'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_list_catalogs_error(self, handler, mock_ctx):
        """Test that list_catalogs operation returns a not implemented error."""
        with patch.object(
            handler.data_catalog_manager,
            'list_catalogs',
            side_effect=Exception('Invalid next_token provided'),
        ):
            with pytest.raises(Exception) as e:
                result = await handler.manage_aws_glue_data_catalog(
                    mock_ctx, operation='list-catalogs'
                )

                assert result.isError is False
                assert result.operation == 'list-catalogs'
                assert 'Invalid next_token provided' in str(e)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_import_catalog_with_read_only_access(
        self, handler, mock_ctx
    ):
        """Test that import_catalog_to_glue operation returns a not implemented error."""
        # Call the method with import-catalog-to-glue operation
        result = await handler.manage_aws_glue_data_catalog(
            mock_ctx,
            operation='import-catalog-to-glue',
            catalog_id='test-catalog',
        )

        assert result.isError is True
        assert result.operation == 'import-catalog-to-glue'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_import_catalog(
        self, handler_with_write_access, mock_ctx
    ):
        """Test that import_catalog_to_glue operation returns a not implemented error."""
        # Call the method with import-catalog-to-glue operation
        mock_response = MagicMock()
        mock_response.isError = False
        mock_response.content = []
        mock_response.catalog_id = '123456789012'
        mock_response.operation = 'import-catalog-to-glue'
        handler_with_write_access.data_catalog_manager.import_catalog_to_glue.return_value = (
            mock_response
        )
        result = await handler_with_write_access.manage_aws_glue_data_catalog(
            mock_ctx,
            operation='import-catalog-to-glue',
            catalog_id='test-catalog',
        )

        assert result.isError is False
        assert result.operation == 'import-catalog-to-glue'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_missing_catalog_id(
        self, handler_with_write_access, mock_ctx
    ):
        """Test that missing catalog_id parameter causes an error."""
        # Mock the error response
        error_response = MagicMock()
        error_response.isError = True
        error_response.catalog_id = ''
        error_response.operation = 'create-catalog'

        # Mock the create_catalog method to return the error response
        handler_with_write_access.data_catalog_manager.create_catalog.return_value = error_response

        # Call the method without catalog_id
        result = await handler_with_write_access.manage_aws_glue_data_catalog(
            mock_ctx, operation='create-catalog', catalog_input={}, catalog_id='123456'
        )

        # Verify that the result is the expected error response
        assert result == error_response

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_exception_handling(
        self, handler, mock_ctx, mock_catalog_manager
    ):
        """Test that exceptions are handled correctly in manage_aws_glue_data_catalog."""
        # Setup the mock to raise an exception
        mock_catalog_manager.get_catalog.side_effect = Exception('Test exception')

        # Call the method
        result = await handler.manage_aws_glue_data_catalog(
            mock_ctx, operation='get-catalog', catalog_id='test-catalog'
        )

        # Verify that the result is an error response
        assert result.isError is True
        assert 'Error in manage_aws_glue_data_catalog' in result.content[0].text
        assert 'Test exception' in result.content[0].text
        assert result.catalog_id == 'test-catalog'
        assert result.operation == 'get-catalog'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_tables_list_tables_error(
        self, handler_with_write_access, mock_ctx, mock_table_manager
    ):
        """Test that list_tables handles errors correctly."""
        # Setup the mock to raise an exception
        mock_table_manager.list_tables.side_effect = Exception('Test exception')

        # Call the method
        result = await handler_with_write_access.manage_aws_glue_data_catalog_tables(
            mock_ctx, operation='list-tables', database_name='test-db'
        )

        # Verify that the result is an error response
        assert result.isError is True
        assert any(
            'Error in manage_aws_glue_data_catalog_tables: Test exception' in content.text
            for content in result.content
        )
        assert result.database_name == 'test-db'
        assert result.table_name == ''  # Empty string for table_name in error responses
        assert result.operation == 'get-table'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_tables_search_tables_error(
        self, handler_with_write_access, mock_ctx, mock_table_manager
    ):
        """Test that search_tables handles errors correctly."""
        # Setup the mock to raise an exception
        mock_table_manager.search_tables.side_effect = Exception('Test exception')

        # Call the method
        result = await handler_with_write_access.manage_aws_glue_data_catalog_tables(
            mock_ctx, operation='search-tables', database_name='test-db', search_text='test'
        )

        # Verify that the result is an error response
        assert result.isError is True
        assert any(
            'Error in manage_aws_glue_data_catalog_tables: Test exception' in content.text
            for content in result.content
        )
        assert result.database_name == 'test-db'
        assert result.table_name == ''  # Empty string for table_name in error responses
        assert result.operation == 'get-table'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_tables_missing_table_name(
        self, handler_with_write_access, mock_ctx
    ):
        """Test that missing table_name parameter causes an error."""
        # Call the method without table_name
        with pytest.raises(ValueError) as excinfo:
            await handler_with_write_access.manage_aws_glue_data_catalog_tables(
                mock_ctx, operation='get-table', database_name='test-db', table_name=None
            )

        # Verify that the correct error message is raised
        assert 'table_name is required' in str(excinfo.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_connections_list_connections_error(
        self, handler_with_write_access, mock_ctx, mock_catalog_manager
    ):
        """Test that list_connections handles errors correctly."""
        # Setup the mock to raise an exception
        mock_catalog_manager.list_connections.side_effect = Exception('Test exception')

        # Call the method
        result = await handler_with_write_access.manage_aws_glue_data_catalog_connections(
            mock_ctx, operation='list-connections'
        )

        # Verify that the result is an error response
        assert result.isError is True
        assert any(
            'Error in manage_aws_glue_data_catalog_connections: Test exception' in content.text
            for content in result.content
        )
        assert result.connection_name == ''  # Empty string for connection_name in error responses
        assert result.catalog_id == ''  # Empty string for catalog_id in error responses
        assert result.operation == 'get-connection'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_connections_missing_connection_name(
        self, handler_with_write_access, mock_ctx
    ):
        """Test that missing connection_name parameter causes an error."""
        # Mock the ValueError that should be raised
        with patch.object(
            handler_with_write_access.data_catalog_manager,
            'get_connection',
            side_effect=ValueError('connection_name is required for get operation'),
        ):
            # Call the method without connection_name
            with pytest.raises(ValueError) as excinfo:
                await handler_with_write_access.manage_aws_glue_data_catalog_connections(
                    mock_ctx, operation='get-connection'
                )

            # Verify that the correct error message is raised
            assert 'connection_name is required' in str(excinfo.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_partitions_list_partitions_error(
        self, handler_with_write_access, mock_ctx, mock_catalog_manager
    ):
        """Test that list_partitions handles errors correctly."""
        # Setup the mock to raise an exception
        mock_catalog_manager.list_partitions.side_effect = Exception('Test exception')

        # Call the method
        result = await handler_with_write_access.manage_aws_glue_data_catalog_partitions(
            mock_ctx, operation='list-partitions', database_name='test-db', table_name='test-table'
        )

        # Verify that the result is an error response
        assert result.isError is True
        assert any(
            'Error in manage_aws_glue_data_catalog_partitions: Test exception' in content.text
            for content in result.content
        )
        assert result.database_name == 'test-db'
        assert result.table_name == 'test-table'
        assert result.partition_values == []  # Empty list for partition_values in error responses
        assert result.operation == 'get-partition'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_partitions_missing_partition_values(
        self, handler_with_write_access, mock_ctx
    ):
        """Test that missing partition_values parameter causes an error."""
        # Mock the ValueError that should be raised
        with patch.object(
            handler_with_write_access.data_catalog_manager,
            'get_partition',
            side_effect=ValueError('partition_values is required for get-partition operation'),
        ):
            # Call the method without partition_values
            with pytest.raises(ValueError) as excinfo:
                await handler_with_write_access.manage_aws_glue_data_catalog_partitions(
                    mock_ctx,
                    operation='get-partition',
                    database_name='test-db',
                    table_name='test-table',
                )

            # Verify that the correct error message is raised
            assert 'partition_values is required' in str(excinfo.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_tables_delete_no_write_access(
        self, handler, mock_ctx
    ):
        """Test that delete table operation is not allowed without write access."""
        # Call the method with a write operation
        result = await handler.manage_aws_glue_data_catalog_tables(
            mock_ctx,
            operation='delete-table',
            database_name='test-db',
            table_name='test-table',
        )

        # Verify that the result is an error response
        assert result.isError is True
        assert 'not allowed without write access' in result.content[0].text
        assert result.database_name == 'test-db'
        assert result.table_name == ''
        assert result.operation == 'delete-table'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_connections_delete_no_write_access(
        self, handler, mock_ctx
    ):
        """Test that delete connection operation is not allowed without write access."""
        # Call the method with a write operation
        result = await handler.manage_aws_glue_data_catalog_connections(
            mock_ctx, operation='delete-connection', connection_name='test-connection'
        )

        # Verify that the result is an error response
        assert result.isError is True
        assert 'not allowed without write access' in result.content[0].text
        assert result.connection_name == ''
        assert result.operation == 'delete-connection'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_connections_update_no_write_access(
        self, handler, mock_ctx
    ):
        """Test that update connection operation is not allowed without write access."""
        # Call the method with a write operation
        result = await handler.manage_aws_glue_data_catalog_connections(
            mock_ctx,
            operation='update-connection',
            connection_name='test-connection',
            connection_input={},
        )

        # Verify that the result is an error response
        assert result.isError is True
        assert 'not allowed without write access' in result.content[0].text
        assert result.connection_name == ''
        assert result.operation == 'update-connection'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_partitions_delete_no_write_access(
        self, handler, mock_ctx
    ):
        """Test that delete partition operation is not allowed without write access."""
        # Call the method with a write operation
        result = await handler.manage_aws_glue_data_catalog_partitions(
            mock_ctx,
            operation='delete-partition',
            database_name='test-db',
            table_name='test-table',
            partition_values=['2023'],
        )

        # Verify that the result is an error response
        assert result.isError is True
        assert 'not allowed without write access' in result.content[0].text
        assert result.database_name == 'test-db'
        assert result.table_name == 'test-table'
        assert result.partition_values == []
        assert result.operation == 'delete-partition'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_partitions_update_no_write_access(
        self, handler, mock_ctx
    ):
        """Test that update partition operation is not allowed without write access."""
        # Call the method with a write operation
        result = await handler.manage_aws_glue_data_catalog_partitions(
            mock_ctx,
            operation='update-partition',
            database_name='test-db',
            table_name='test-table',
            partition_values=['2023'],
            partition_input={},
        )

        # Verify that the result is an error response
        assert result.isError is True
        assert 'not allowed without write access' in result.content[0].text
        assert result.database_name == 'test-db'
        assert result.table_name == 'test-table'
        assert result.partition_values == []
        assert result.operation == 'update-partition'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_delete_no_write_access(self, handler, mock_ctx):
        """Test that delete catalog operation is not allowed without write access."""
        # Call the method with a write operation
        result = await handler.manage_aws_glue_data_catalog(
            mock_ctx, operation='delete-catalog', catalog_id='test-catalog'
        )

        # Verify that the result is an error response
        assert result.isError is True
        assert 'not allowed without write access' in result.content[0].text
        assert result.catalog_id == ''
        assert result.operation == 'delete-catalog'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_databases_with_all_parameters(
        self, handler_with_write_access, mock_ctx, mock_database_manager
    ):
        """Test that all parameters are passed correctly to the database manager."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.database_name = 'test-db'
        expected_response.operation = 'create'
        mock_database_manager.create_database.return_value = expected_response

        # Call the method with all parameters
        result = await handler_with_write_access.manage_aws_glue_data_catalog_databases(
            mock_ctx,
            operation='create-database',
            database_name='test-db',
            description='Test database',
            location_uri='s3://test-bucket/',
            parameters={'key1': 'value1', 'key2': 'value2'},
            catalog_id='123456789012',
        )

        # Verify that the method was called with the correct parameters
        mock_database_manager.create_database.assert_called_once()
        assert mock_database_manager.create_database.call_args[1]['database_name'] == 'test-db'
        assert mock_database_manager.create_database.call_args[1]['description'] == 'Test database'
        assert (
            mock_database_manager.create_database.call_args[1]['location_uri']
            == 's3://test-bucket/'
        )
        assert mock_database_manager.create_database.call_args[1]['parameters'] == {
            'key1': 'value1',
            'key2': 'value2',
        }
        assert mock_database_manager.create_database.call_args[1]['catalog_id'] == '123456789012'

        # Verify that the result is the expected response
        assert result == expected_response

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_tables_with_short_operation_names(
        self, handler_with_write_access, mock_ctx, mock_table_manager
    ):
        """Test that short operation names (create, delete, etc.) work correctly for tables."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.database_name = 'test-db'
        expected_response.table_name = 'test-table'
        expected_response.operation = 'create-table'
        mock_table_manager.create_table.return_value = expected_response

        # Call the method with a short operation name
        result = await handler_with_write_access.manage_aws_glue_data_catalog_tables(
            mock_ctx,
            operation='create-table',  # Short form of 'create-table'
            database_name='test-db',
            table_name='test-table',
            table_input={'Name': 'test-table'},
        )

        # Verify that the method was called with the correct parameters
        mock_table_manager.create_table.assert_called_once()
        assert mock_table_manager.create_table.call_args[1]['database_name'] == 'test-db'
        assert mock_table_manager.create_table.call_args[1]['table_name'] == 'test-table'
        assert mock_table_manager.create_table.call_args[1]['table_input'] == {
            'Name': 'test-table'
        }

        # Verify that the result is the expected response
        assert result == expected_response

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_tables_search_with_short_operation_name(
        self, handler, mock_ctx, mock_table_manager
    ):
        """Test that search operation with short name works correctly for tables."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.tables = []
        expected_response.search_text = 'test'
        expected_response.count = 0
        expected_response.operation = 'search-tables'
        mock_table_manager.search_tables.return_value = expected_response

        # Call the method with a short operation name
        result = await handler.manage_aws_glue_data_catalog_tables(
            mock_ctx,
            operation='search-tables',  # Short form of 'search-tables'
            database_name='test-db',
            search_text='test',
        )

        # Verify that the method was called with the correct parameters
        mock_table_manager.search_tables.assert_called_once()
        assert mock_table_manager.search_tables.call_args[1]['search_text'] == 'test'

        # Verify that the result is the expected response
        assert result == expected_response

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_connections_with_short_operation_names(
        self, handler_with_write_access, mock_ctx, mock_catalog_manager
    ):
        """Test that short operation names (create, delete, etc.) work correctly for connections."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.connection_name = 'test-connection'
        expected_response.operation = 'create-connection'
        mock_catalog_manager.create_connection.return_value = expected_response

        # Call the method with a short operation name
        result = await handler_with_write_access.manage_aws_glue_data_catalog_connections(
            mock_ctx,
            operation='create-connection',  # Short form of 'create-connection'
            connection_name='test-connection',
            connection_input={'ConnectionType': 'JDBC'},
        )

        # Verify that the method was called with the correct parameters
        mock_catalog_manager.create_connection.assert_called_once()
        assert (
            mock_catalog_manager.create_connection.call_args[1]['connection_name']
            == 'test-connection'
        )
        assert mock_catalog_manager.create_connection.call_args[1]['connection_input'] == {
            'ConnectionType': 'JDBC'
        }

        # Verify that the result is the expected response
        assert result == expected_response

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_partitions_with_short_operation_names(
        self, handler_with_write_access, mock_ctx, mock_catalog_manager
    ):
        """Test that short operation names (create, delete, etc.) work correctly for partitions."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.database_name = 'test-db'
        expected_response.table_name = 'test-table'
        expected_response.partition_values = ['2023']
        expected_response.operation = 'create-partition'
        mock_catalog_manager.create_partition.return_value = expected_response

        # Call the method with a short operation name
        result = await handler_with_write_access.manage_aws_glue_data_catalog_partitions(
            mock_ctx,
            operation='create-partition',  # Short form of 'create-partition'
            database_name='test-db',
            table_name='test-table',
            partition_values=['2023'],
            partition_input={'StorageDescriptor': {'Location': 's3://bucket/path/2023'}},
        )

        # Verify that the method was called with the correct parameters
        mock_catalog_manager.create_partition.assert_called_once()
        assert mock_catalog_manager.create_partition.call_args[1]['database_name'] == 'test-db'
        assert mock_catalog_manager.create_partition.call_args[1]['table_name'] == 'test-table'
        assert mock_catalog_manager.create_partition.call_args[1]['partition_values'] == ['2023']
        assert mock_catalog_manager.create_partition.call_args[1]['partition_input'] == {
            'StorageDescriptor': {'Location': 's3://bucket/path/2023'}
        }

        # Verify that the result is the expected response
        assert result == expected_response

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_with_short_operation_names(
        self, handler_with_write_access, mock_ctx, mock_catalog_manager
    ):
        """Test that short operation names (create, delete, etc.) work correctly for catalog."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.catalog_id = 'test-catalog'
        expected_response.operation = 'create-catalog'
        mock_catalog_manager.create_catalog.return_value = expected_response

        # Call the method with a short operation name
        result = await handler_with_write_access.manage_aws_glue_data_catalog(
            mock_ctx,
            operation='create-catalog',  # Short form of 'create-catalog'
            catalog_id='test-catalog',
            catalog_input={'Description': 'Test catalog'},
        )

        # Verify that the method was called with the correct parameters
        mock_catalog_manager.create_catalog.assert_called_once()
        assert mock_catalog_manager.create_catalog.call_args[1]['catalog_name'] == 'test-catalog'
        assert mock_catalog_manager.create_catalog.call_args[1]['catalog_input'] == {
            'Description': 'Test catalog'
        }

        # Verify that the result is the expected response
        assert result == expected_response

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_tables_create_missing_table_input(
        self, handler_with_write_access, mock_ctx
    ):
        """Test that missing table_input parameter for create-table operation raises a ValueError."""
        # Mock the data_catalog_table_manager to raise the expected ValueError
        handler_with_write_access.data_catalog_table_manager.create_table.side_effect = ValueError(
            'table_name and table_input are required for create-table operation'
        )

        # Call the method without table_input
        with pytest.raises(ValueError) as excinfo:
            await handler_with_write_access.manage_aws_glue_data_catalog_tables(
                mock_ctx,
                operation='create-table',
                database_name='test-db',
                table_name='test-table',
            )

        # Verify that the correct error message is raised
        assert 'database_name, table_input and table_name are required' in str(excinfo.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_tables_update_missing_table_input(
        self, handler_with_write_access, mock_ctx
    ):
        """Test that missing table_input parameter for update-table operation raises a ValueError."""
        # Mock the data_catalog_table_manager to raise the expected ValueError
        handler_with_write_access.data_catalog_table_manager.update_table.side_effect = ValueError(
            'table_name and table_input are required for update-table operation'
        )

        # Call the method without table_input
        with pytest.raises(ValueError) as excinfo:
            await handler_with_write_access.manage_aws_glue_data_catalog_tables(
                mock_ctx,
                operation='update-table',
                database_name='test-db',
                table_name='test-table',
            )

        # Verify that the correct error message is raised
        assert 'table_name and table_input are required' in str(excinfo.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_connections_create_missing_connection_input(
        self, handler_with_write_access, mock_ctx
    ):
        """Test that missing connection_input parameter for create operation raises a ValueError."""
        # Mock the data_catalog_manager to raise the expected ValueError
        handler_with_write_access.data_catalog_manager.create_connection.side_effect = ValueError(
            'connection_name and connection_input are required for create operation'
        )

        # Call the method without connection_input
        with pytest.raises(ValueError) as excinfo:
            await handler_with_write_access.manage_aws_glue_data_catalog_connections(
                mock_ctx,
                operation='create-connection',
                connection_name='test-connection',
            )

        # Verify that the correct error message is raised
        assert 'connection_name and connection_input are required' in str(excinfo.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_connections_update_missing_connection_input(
        self, handler_with_write_access, mock_ctx
    ):
        """Test that missing connection_input parameter for update operation raises a ValueError."""
        # Mock the data_catalog_manager to raise the expected ValueError
        handler_with_write_access.data_catalog_manager.update_connection.side_effect = ValueError(
            'connection_name and connection_input are required for update operation'
        )

        # Call the method without connection_input
        with pytest.raises(ValueError) as excinfo:
            await handler_with_write_access.manage_aws_glue_data_catalog_connections(
                mock_ctx,
                operation='update-connection',
                connection_name='test-connection',
            )

        # Verify that the correct error message is raised
        assert 'connection_name and connection_input are required' in str(excinfo.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_partitions_create_missing_partition_input(
        self, handler_with_write_access, mock_ctx
    ):
        """Test that missing partition_input parameter for create-partition operation raises a ValueError."""
        # Mock the data_catalog_manager to raise the expected ValueError
        handler_with_write_access.data_catalog_manager.create_partition.side_effect = ValueError(
            'partition_values and partition_input are required for create-partition operation'
        )

        # Call the method without partition_input
        with pytest.raises(ValueError) as excinfo:
            await handler_with_write_access.manage_aws_glue_data_catalog_partitions(
                mock_ctx,
                operation='create-partition',
                database_name='test-db',
                table_name='test-table',
                partition_values=['2023'],
            )

        # Verify that the correct error message is raised
        assert 'partition_values and partition_input are required' in str(excinfo.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_partitions_update_missing_partition_input(
        self, handler_with_write_access, mock_ctx
    ):
        """Test that missing partition_input parameter for update-partition operation raises a ValueError."""
        # Mock the data_catalog_manager to raise the expected ValueError
        handler_with_write_access.data_catalog_manager.update_partition.side_effect = ValueError(
            'partition_values and partition_input are required for update-partition operation'
        )

        # Call the method without partition_input
        with pytest.raises(ValueError) as excinfo:
            await handler_with_write_access.manage_aws_glue_data_catalog_partitions(
                mock_ctx,
                operation='update-partition',
                database_name='test-db',
                table_name='test-table',
                partition_values=['2023'],
            )

        # Verify that the correct error message is raised
        assert 'partition_values and partition_input are required' in str(excinfo.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_catalog_missing_catalog_input(
        self, handler_with_write_access, mock_ctx
    ):
        """Test that missing catalog_input parameter for create-catalog operation raises a ValueError."""
        # Mock the ValueError that should be raised
        with patch.object(
            handler_with_write_access.data_catalog_manager,
            'create_catalog',
            side_effect=ValueError('catalog_input is required for create-catalog operation'),
        ):
            # Call the method without catalog_input
            with pytest.raises(ValueError) as excinfo:
                await handler_with_write_access.manage_aws_glue_data_catalog(
                    mock_ctx,
                    operation='create-catalog',
                    catalog_id='test-catalog',
                )

            # Verify that the correct error message is raised
            assert 'catalog_id and catalog_input are required' in str(excinfo.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_tables_create_with_table_input(
        self, handler_with_write_access, mock_ctx, mock_table_manager
    ):
        """Test creating a table with a complete table input."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.database_name = 'test-db'
        expected_response.table_name = 'test-table'
        expected_response.operation = 'create-table'
        mock_table_manager.create_table.return_value = expected_response

        # Create a comprehensive table input
        table_input = {
            'Name': 'test-table',
            'Description': 'Test table for unit testing',
            'Owner': 'test-owner',
            'TableType': 'EXTERNAL_TABLE',
            'Parameters': {'classification': 'parquet', 'compressionType': 'snappy'},
            'StorageDescriptor': {
                'Columns': [
                    {'Name': 'id', 'Type': 'int'},
                    {'Name': 'name', 'Type': 'string'},
                    {'Name': 'timestamp', 'Type': 'timestamp'},
                ],
                'Location': 's3://test-bucket/test-db/test-table/',
                'InputFormat': 'org.apache.hadoop.hive.ql.io.parquet.MapredParquetInputFormat',
                'OutputFormat': 'org.apache.hadoop.hive.ql.io.parquet.MapredParquetOutputFormat',
                'Compressed': True,
                'SerdeInfo': {
                    'SerializationLibrary': 'org.apache.hadoop.hive.ql.io.parquet.serde.ParquetHiveSerDe',
                    'Parameters': {'serialization.format': '1'},
                },
            },
            'PartitionKeys': [
                {'Name': 'year', 'Type': 'string'},
                {'Name': 'month', 'Type': 'string'},
            ],
        }

        # Call the method with the table input
        result = await handler_with_write_access.manage_aws_glue_data_catalog_tables(
            mock_ctx,
            operation='create-table',
            database_name='test-db',
            table_name='test-table',
            table_input=table_input,
            catalog_id='123456789012',
        )

        # Verify that the method was called with the correct parameters
        mock_table_manager.create_table.assert_called_once_with(
            ctx=mock_ctx,
            database_name='test-db',
            table_name='test-table',
            table_input=table_input,
            catalog_id='123456789012',
        )

        # Verify that the result is the expected response
        assert result == expected_response

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_tables_update_with_table_input(
        self, handler_with_write_access, mock_ctx, mock_table_manager
    ):
        """Test updating a table with a complete table input."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.database_name = 'test-db'
        expected_response.table_name = 'test-table'
        expected_response.operation = 'update-table'
        mock_table_manager.update_table.return_value = expected_response

        # Create a comprehensive table input for update
        table_input = {
            'Name': 'test-table',
            'Description': 'Updated test table description',
            'Owner': 'updated-owner',
            'Parameters': {
                'classification': 'parquet',
                'compressionType': 'gzip',  # Changed from snappy to gzip
                'updatedAt': '2023-01-01',
            },
            'StorageDescriptor': {
                'Columns': [
                    {'Name': 'id', 'Type': 'int'},
                    {'Name': 'name', 'Type': 'string'},
                    {'Name': 'timestamp', 'Type': 'timestamp'},
                    {'Name': 'new_column', 'Type': 'string'},  # Added a new column
                ],
                'Location': 's3://test-bucket/test-db/test-table/',
                'InputFormat': 'org.apache.hadoop.hive.ql.io.parquet.MapredParquetInputFormat',
                'OutputFormat': 'org.apache.hadoop.hive.ql.io.parquet.MapredParquetOutputFormat',
                'Compressed': True,
                'SerdeInfo': {
                    'SerializationLibrary': 'org.apache.hadoop.hive.ql.io.parquet.serde.ParquetHiveSerDe',
                    'Parameters': {'serialization.format': '1'},
                },
            },
        }

        # Call the method with the table input
        result = await handler_with_write_access.manage_aws_glue_data_catalog_tables(
            mock_ctx,
            operation='update-table',
            database_name='test-db',
            table_name='test-table',
            table_input=table_input,
            catalog_id='123456789012',
        )

        # Verify that the method was called with the correct parameters
        mock_table_manager.update_table.assert_called_once_with(
            ctx=mock_ctx,
            database_name='test-db',
            table_name='test-table',
            table_input=table_input,
            catalog_id='123456789012',
        )

        # Verify that the result is the expected response
        assert result == expected_response

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_connections_create_with_connection_input(
        self, handler_with_write_access, mock_ctx, mock_catalog_manager
    ):
        """Test creating a connection with a complete connection input."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.connection_name = 'test-jdbc-connection'
        expected_response.operation = 'create-connection'
        expected_response.catalog_id = '123456789012'
        mock_catalog_manager.create_connection.return_value = expected_response

        # Create a comprehensive connection input
        connection_input = {
            'ConnectionType': 'JDBC',
            'ConnectionProperties': {
                'JDBC_CONNECTION_URL': 'jdbc:mysql://test-host:3306/test-db',
                'USERNAME': 'test-user',
                'PASSWORD': 'test-password',  # pragma: allowlist secret
                'JDBC_ENFORCE_SSL': 'true',
            },
            'PhysicalConnectionRequirements': {
                'AvailabilityZone': 'us-west-2a',
                'SecurityGroupIdList': ['sg-12345678'],
                'SubnetId': 'subnet-12345678',
            },
            'Description': 'Test JDBC connection for unit testing',
        }

        # Call the method with the connection input
        result = await handler_with_write_access.manage_aws_glue_data_catalog_connections(
            mock_ctx,
            operation='create-connection',
            connection_name='test-jdbc-connection',
            connection_input=connection_input,
            catalog_id='123456789012',
        )

        # Verify that the method was called with the correct parameters
        mock_catalog_manager.create_connection.assert_called_once_with(
            ctx=mock_ctx,
            connection_name='test-jdbc-connection',
            connection_input=connection_input,
            catalog_id='123456789012',
        )

        # Verify that the result is the expected response
        assert result == expected_response
        assert result.connection_name == 'test-jdbc-connection'
        assert result.catalog_id == '123456789012'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_connections_update_with_connection_input(
        self, handler_with_write_access, mock_ctx, mock_catalog_manager
    ):
        """Test updating a connection with a complete connection input."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.connection_name = 'test-jdbc-connection'
        expected_response.operation = 'update-connection'
        expected_response.catalog_id = '123456789012'
        mock_catalog_manager.update_connection.return_value = expected_response

        # Create a comprehensive connection input for update
        connection_input = {
            'ConnectionType': 'JDBC',
            'ConnectionProperties': {
                'JDBC_CONNECTION_URL': 'jdbc:mysql://updated-host:3306/updated-db',
                'USERNAME': 'updated-user',
                'PASSWORD': 'updated-password',  # pragma: allowlist secret
                'JDBC_ENFORCE_SSL': 'true',
            },
            'PhysicalConnectionRequirements': {
                'AvailabilityZone': 'us-west-2b',  # Changed from us-west-2a
                'SecurityGroupIdList': ['sg-87654321'],  # Changed security group
                'SubnetId': 'subnet-87654321',  # Changed subnet
            },
            'Description': 'Updated JDBC connection for unit testing',
        }

        # Call the method with the connection input
        result = await handler_with_write_access.manage_aws_glue_data_catalog_connections(
            mock_ctx,
            operation='update-connection',
            connection_name='test-jdbc-connection',
            connection_input=connection_input,
            catalog_id='123456789012',
        )

        # Verify that the method was called with the correct parameters
        mock_catalog_manager.update_connection.assert_called_once_with(
            ctx=mock_ctx,
            connection_name='test-jdbc-connection',
            connection_input=connection_input,
            catalog_id='123456789012',
        )

        # Verify that the result is the expected response
        assert result == expected_response
        assert result.connection_name == 'test-jdbc-connection'
        assert result.catalog_id == '123456789012'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_partitions_create_with_partition_input(
        self, handler_with_write_access, mock_ctx, mock_catalog_manager
    ):
        """Test creating a partition with a complete partition input."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.database_name = 'test-db'
        expected_response.table_name = 'test-table'
        expected_response.partition_values = ['2023', '01']
        expected_response.operation = 'create-partition'
        mock_catalog_manager.create_partition.return_value = expected_response

        # Create a comprehensive partition input
        partition_input = {
            'StorageDescriptor': {
                'Columns': [
                    {'Name': 'id', 'Type': 'int'},
                    {'Name': 'name', 'Type': 'string'},
                    {'Name': 'timestamp', 'Type': 'timestamp'},
                ],
                'Location': 's3://test-bucket/test-db/test-table/year=2023/month=01/',
                'InputFormat': 'org.apache.hadoop.hive.ql.io.parquet.MapredParquetInputFormat',
                'OutputFormat': 'org.apache.hadoop.hive.ql.io.parquet.MapredParquetOutputFormat',
                'Compressed': True,
                'SerdeInfo': {
                    'SerializationLibrary': 'org.apache.hadoop.hive.ql.io.parquet.serde.ParquetHiveSerDe',
                    'Parameters': {'serialization.format': '1'},
                },
            },
            'Parameters': {
                'classification': 'parquet',
                'compressionType': 'snappy',
                'recordCount': '1000',
                'averageRecordSize': '100',
            },
            'LastAccessTime': '2023-01-01T00:00:00Z',
        }

        # Call the method with the partition input
        result = await handler_with_write_access.manage_aws_glue_data_catalog_partitions(
            mock_ctx,
            operation='create-partition',
            database_name='test-db',
            table_name='test-table',
            partition_values=['2023', '01'],
            partition_input=partition_input,
            catalog_id='123456789012',
        )

        # Verify that the method was called with the correct parameters
        mock_catalog_manager.create_partition.assert_called_once_with(
            ctx=mock_ctx,
            database_name='test-db',
            table_name='test-table',
            partition_values=['2023', '01'],
            partition_input=partition_input,
            catalog_id='123456789012',
        )

        # Verify that the result is the expected response
        assert result == expected_response
        assert result.database_name == 'test-db'
        assert result.table_name == 'test-table'
        assert result.partition_values == ['2023', '01']

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_partitions_update_with_partition_input(
        self, handler_with_write_access, mock_ctx, mock_catalog_manager
    ):
        """Test updating a partition with a complete partition input."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.database_name = 'test-db'
        expected_response.table_name = 'test-table'
        expected_response.partition_values = ['2023', '01']
        expected_response.operation = 'update-partition'
        mock_catalog_manager.update_partition.return_value = expected_response

        # Create a comprehensive partition input for update
        partition_input = {
            'StorageDescriptor': {
                'Columns': [
                    {'Name': 'id', 'Type': 'int'},
                    {'Name': 'name', 'Type': 'string'},
                    {'Name': 'timestamp', 'Type': 'timestamp'},
                    {'Name': 'new_column', 'Type': 'string'},  # Added a new column
                ],
                'Location': 's3://test-bucket/test-db/test-table/year=2023/month=01/',
                'InputFormat': 'org.apache.hadoop.hive.ql.io.parquet.MapredParquetInputFormat',
                'OutputFormat': 'org.apache.hadoop.hive.ql.io.parquet.MapredParquetOutputFormat',
                'Compressed': True,
                'SerdeInfo': {
                    'SerializationLibrary': 'org.apache.hadoop.hive.ql.io.parquet.serde.ParquetHiveSerDe',
                    'Parameters': {'serialization.format': '1'},
                },
            },
            'Parameters': {
                'classification': 'parquet',
                'compressionType': 'gzip',  # Changed from snappy to gzip
                'recordCount': '2000',  # Updated record count
                'averageRecordSize': '120',  # Updated average record size
                'updatedAt': '2023-02-01T00:00:00Z',  # Added update timestamp
            },
            'LastAccessTime': '2023-02-01T00:00:00Z',  # Updated last access time
        }

        # Call the method with the partition input
        result = await handler_with_write_access.manage_aws_glue_data_catalog_partitions(
            mock_ctx,
            operation='update-partition',
            database_name='test-db',
            table_name='test-table',
            partition_values=['2023', '01'],
            partition_input=partition_input,
            catalog_id='123456789012',
        )

        # Verify that the method was called with the correct parameters
        mock_catalog_manager.update_partition.assert_called_once_with(
            ctx=mock_ctx,
            database_name='test-db',
            table_name='test-table',
            partition_values=['2023', '01'],
            partition_input=partition_input,
            catalog_id='123456789012',
        )

        # Verify that the result is the expected response
        assert result == expected_response
        assert result.database_name == 'test-db'
        assert result.table_name == 'test-table'
        assert result.partition_values == ['2023', '01']

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_tables_search_tables_with_parameters(
        self, handler, mock_ctx, mock_table_manager
    ):
        """Test that search tables operation works correctly with all parameters."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.tables = [
            {'DatabaseName': 'test-db', 'Name': 'test-table1', 'Description': 'First test table'},
            {'DatabaseName': 'test-db', 'Name': 'test-table2', 'Description': 'Second test table'},
        ]
        expected_response.search_text = 'test'
        expected_response.count = 2
        expected_response.operation = 'search-tables'
        # expected_response.next_token = 'next-token-value'
        mock_table_manager.search_tables.return_value = expected_response

        # Call the method with search-tables operation and all parameters
        result = await handler.manage_aws_glue_data_catalog_tables(
            mock_ctx,
            operation='search-tables',
            database_name='test-db',
            search_text='test',
            max_results=10,
            catalog_id='123456789012',
        )

        # Verify that the method was called with the correct parameters
        mock_table_manager.search_tables.assert_called_once_with(
            ctx=mock_ctx,
            search_text='test',
            max_results=10,
            catalog_id='123456789012',
        )

        # Verify that the result is the expected response
        assert result == expected_response
        assert len(result.tables) == 2
        assert result.tables[0]['Name'] == 'test-table1'
        assert result.tables[1]['Name'] == 'test-table2'
        assert result.search_text == 'test'
        assert result.count == 2
        # assert result.next_token == 'next-token-value'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_partitions_list_partitions_with_parameters(
        self, handler, mock_ctx, mock_catalog_manager
    ):
        """Test that list partitions operation works correctly with all parameters."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.partitions = [
            {
                'Values': ['2023', '01'],
                'StorageDescriptor': {'Location': 's3://bucket/path/2023/01'},
            },
            {
                'Values': ['2023', '02'],
                'StorageDescriptor': {'Location': 's3://bucket/path/2023/02'},
            },
        ]
        expected_response.count = 2
        expected_response.operation = 'list-partitions'
        # expected_response.next_token = 'next-token-value'
        mock_catalog_manager.list_partitions.return_value = expected_response

        # Call the method with list-partitions operation and all parameters
        result = await handler.manage_aws_glue_data_catalog_partitions(
            mock_ctx,
            operation='list-partitions',
            database_name='test-db',
            table_name='test-table',
            max_results=10,
            expression="year='2023'",
            catalog_id='123456789012',
        )

        # Verify that the method was called with the correct parameters
        mock_catalog_manager.list_partitions.assert_called_once_with(
            ctx=mock_ctx,
            database_name='test-db',
            table_name='test-table',
            max_results=10,
            expression="year='2023'",
            catalog_id='123456789012',
            next_token=ANY,
        )

        # Verify that the result is the expected response
        assert result == expected_response
        assert len(result.partitions) == 2
        assert result.partitions[0]['Values'] == ['2023', '01']
        assert result.partitions[1]['Values'] == ['2023', '02']
        assert result.count == 2
        # assert result.next_token == 'next-token-value'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_create_with_catalog_input(
        self, handler_with_write_access, mock_ctx, mock_catalog_manager
    ):
        """Test creating a catalog with a complete catalog input."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.catalog_id = 'test-catalog'
        expected_response.operation = 'create-catalog'
        mock_catalog_manager.create_catalog.return_value = expected_response

        # Create a comprehensive catalog input
        catalog_input = {
            'Name': 'Test Catalog',
            'Description': 'Test catalog for unit testing',
            'Type': 'GLUE',
            'Parameters': {'key1': 'value1', 'key2': 'value2'},
            'Tags': {'Environment': 'Test', 'Project': 'UnitTest'},
        }

        # Call the method with the catalog input
        result = await handler_with_write_access.manage_aws_glue_data_catalog(
            mock_ctx,
            operation='create-catalog',
            catalog_id='test-catalog',
            catalog_input=catalog_input,
        )

        # Verify that the method was called with the correct parameters
        mock_catalog_manager.create_catalog.assert_called_once_with(
            ctx=mock_ctx,
            catalog_name='test-catalog',
            catalog_input=catalog_input,
        )

        # Verify that the result is the expected response
        assert result == expected_response
        assert result.catalog_id == 'test-catalog'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_get_catalog_with_parameters(
        self, handler, mock_ctx, mock_catalog_manager
    ):
        """Test that get catalog operation works correctly with all parameters."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.catalog_id = 'test-catalog'
        expected_response.catalog_definition = {
            'Name': 'Test Catalog',
            'Description': 'Test catalog description',
            'Type': 'GLUE',
            'Parameters': {'key1': 'value1', 'key2': 'value2'},
        }
        expected_response.name = 'Test Catalog'
        expected_response.description = 'Test catalog description'
        expected_response.create_time = '2023-01-01T00:00:00Z'
        expected_response.update_time = '2023-01-01T00:00:00Z'
        expected_response.operation = 'get-catalog'
        mock_catalog_manager.get_catalog.return_value = expected_response

        # Call the method with get-catalog operation
        result = await handler.manage_aws_glue_data_catalog(
            mock_ctx,
            operation='get-catalog',
            catalog_id='test-catalog',
        )

        # Verify that the method was called with the correct parameters
        mock_catalog_manager.get_catalog.assert_called_once_with(
            ctx=mock_ctx,
            catalog_id='test-catalog',
        )

        # Verify that the result is the expected response
        assert result == expected_response
        assert result.catalog_id == 'test-catalog'
        assert result.name == 'Test Catalog'
        assert result.description == 'Test catalog description'
        assert result.create_time == '2023-01-01T00:00:00Z'
        assert result.update_time == '2023-01-01T00:00:00Z'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_tables_invalid_operation_with_write_access(
        self, handler_with_write_access, mock_ctx
    ):
        """Test that an invalid operation returns an error response with write access."""
        # Call the method with an invalid operation
        result = await handler_with_write_access.manage_aws_glue_data_catalog_tables(
            mock_ctx, operation='invalid-operation', database_name='test-db'
        )

        # Verify that the result is an error response
        assert result.isError is True
        assert 'Invalid operation' in result.content[0].text
        assert result.database_name == 'test-db'
        assert result.table_name == ''
        assert result.operation == 'get-table'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_connections_invalid_operation_with_write_access(
        self, handler_with_write_access, mock_ctx
    ):
        """Test that an invalid operation returns an error response with write access."""
        # Call the method with an invalid operation
        result = await handler_with_write_access.manage_aws_glue_data_catalog_connections(
            mock_ctx, operation='invalid-operation', connection_name='test-connection'
        )

        # Verify that the result is an error response
        assert result.isError is True
        assert 'Invalid operation' in result.content[0].text
        assert result.connection_name == ''
        assert result.operation == 'get-connection'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_partitions_invalid_operation_with_write_access(
        self, handler_with_write_access, mock_ctx
    ):
        """Test that an invalid operation returns an error response with write access."""
        # Call the method with an invalid operation
        result = await handler_with_write_access.manage_aws_glue_data_catalog_partitions(
            mock_ctx,
            operation='invalid-operation',
            database_name='test-db',
            table_name='test-table',
        )

        # Verify that the result is an error response
        assert result.isError is True
        assert 'Invalid operation' in result.content[0].text
        assert result.database_name == 'test-db'
        assert result.table_name == 'test-table'
        assert result.partition_values == []
        assert result.operation == 'get-partition'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_tables_search_tables_no_parameters(
        self, handler, mock_ctx, mock_table_manager
    ):
        """Test that search tables operation works correctly with minimal parameters."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.tables = []
        expected_response.search_text = None
        expected_response.count = 0
        expected_response.operation = 'search-tables'
        mock_table_manager.search_tables.return_value = expected_response

        # Call the method with search-tables operation and minimal parameters
        result = await handler.manage_aws_glue_data_catalog_tables(
            mock_ctx,
            operation='search-tables',
            database_name='test-db',
        )

        # Verify that the method was called
        assert mock_table_manager.search_tables.call_count == 1

        # Verify that the result is the expected response
        assert result == expected_response

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_partitions_list_partitions_no_parameters(
        self, handler, mock_ctx, mock_catalog_manager
    ):
        """Test that list partitions operation works correctly with minimal parameters."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.partitions = []
        expected_response.count = 0
        expected_response.operation = 'list-partitions'
        mock_catalog_manager.list_partitions.return_value = expected_response

        # Call the method with list-partitions operation and minimal parameters
        result = await handler.manage_aws_glue_data_catalog_partitions(
            mock_ctx,
            operation='list-partitions',
            database_name='test-db',
            table_name='test-table',
        )

        # Verify that the method was called
        assert mock_catalog_manager.list_partitions.call_count == 1

        # Verify that the result is the expected response
        assert result == expected_response

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_missing_catalog_id_for_get(
        self, handler, mock_ctx
    ):
        """Test that missing catalog_id parameter for get-catalog operation returns an error response."""
        # Call the method without catalog_id
        with pytest.raises(ValueError) as e:
            await handler.manage_aws_glue_data_catalog(
                mock_ctx,
                operation='get-catalog',
            )

        assert 'catalog_id is required' in str(e.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_missing_catalog_id_for_delete(
        self, handler_with_write_access, mock_ctx
    ):
        """Test that missing catalog_id parameter for delete-catalog operation returns an error response."""
        # Call the method without catalog_id
        with pytest.raises(ValueError) as e:
            await handler_with_write_access.manage_aws_glue_data_catalog(
                mock_ctx,
                operation='delete-catalog',
            )

        assert 'catalog_id is required' in str(e.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_tables_other_write_access_error(
        self, handler, mock_ctx
    ):
        """Test that other write operations are not allowed without write access."""
        # Call the method with a non-standard write operation
        result = await handler.manage_aws_glue_data_catalog_tables(
            mock_ctx,
            operation='other-write-operation',
            database_name='test-db',
            table_name='test-table',
        )

        # Verify that the result is an error response
        assert result.isError is True
        assert 'Invalid operation' in result.content[0].text
        assert result.database_name == 'test-db'
        assert result.table_name == ''

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_connections_other_write_access_error(
        self, handler, mock_ctx
    ):
        """Test that other write operations are not allowed without write access."""
        # Call the method with a non-standard write operation
        result = await handler.manage_aws_glue_data_catalog_connections(
            mock_ctx,
            operation='other-write-operation',
            connection_name='test-connection',
        )

        # Verify that the result is an error response
        assert result.isError is True
        assert 'Invalid operation' in result.content[0].text
        assert result.connection_name == ''

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_partitions_other_write_access_error(
        self, handler, mock_ctx
    ):
        """Test that other write operations are not allowed without write access."""
        # Call the method with a non-standard write operation
        result = await handler.manage_aws_glue_data_catalog_partitions(
            mock_ctx,
            operation='other-write-operation',
            database_name='test-db',
            table_name='test-table',
        )

        # Verify that the result is an error response
        assert result.isError is True
        assert 'Invalid operation: other-write-operation' in result.content[0].text
        assert result.database_name == 'test-db'
        assert result.table_name == 'test-table'
        assert result.partition_values == []

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_other_write_access_error(self, handler, mock_ctx):
        """Test that other write operations are not allowed without write access."""
        # Call the method with a non-standard write operation
        result = await handler.manage_aws_glue_data_catalog(
            mock_ctx,
            operation='other-write-operation',
            catalog_id='test-catalog',
        )

        # Verify that the result is an error response
        assert result.isError is True
        assert 'Invalid operation: other-write-operation' in result.content[0].text
        assert result.catalog_id == ''

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_tables_create_with_catalog_id(
        self, handler_with_write_access, mock_ctx, mock_table_manager
    ):
        """Test creating a table with a catalog ID."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.database_name = 'test-db'
        expected_response.table_name = 'test-table'
        expected_response.operation = 'create-table'
        mock_table_manager.create_table.return_value = expected_response

        # Call the method with a catalog ID
        result = await handler_with_write_access.manage_aws_glue_data_catalog_tables(
            mock_ctx,
            operation='create-table',
            database_name='test-db',
            table_name='test-table',
            table_input={'Name': 'test-table'},
            catalog_id='123456789012',
        )

        # Verify that the method was called with the correct parameters
        mock_table_manager.create_table.assert_called_once_with(
            ctx=mock_ctx,
            database_name='test-db',
            table_name='test-table',
            table_input={'Name': 'test-table'},
            catalog_id='123456789012',
        )

        # Verify that the result is the expected response
        assert result == expected_response

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_tables_list_tables_with_max_results(
        self, handler, mock_ctx, mock_table_manager
    ):
        """Test listing tables with max_results parameter."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.tables = [{'Name': 'test-table1'}, {'Name': 'test-table2'}]
        expected_response.count = 2
        expected_response.operation = 'list-tables'
        mock_table_manager.list_tables.return_value = expected_response

        # Call the method with max_results
        result = await handler.manage_aws_glue_data_catalog_tables(
            mock_ctx,
            operation='list-tables',
            database_name='test-db',
            max_results=10,
        )

        # Verify that the method was called with the correct parameters
        assert mock_table_manager.list_tables.call_count == 1
        assert mock_table_manager.list_tables.call_args[1]['max_results'] == 10

        # Verify that the result is the expected response
        assert result == expected_response
        assert len(result.tables) == 2

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_connections_get_with_catalog_id(
        self, handler, mock_ctx, mock_catalog_manager
    ):
        """Test getting a connection with a catalog ID."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.connection_name = 'test-connection'
        expected_response.operation = 'get-connection'
        expected_response.catalog_id = '123456789012'
        mock_catalog_manager.get_connection.return_value = expected_response

        # Call the method with a catalog ID
        result = await handler.manage_aws_glue_data_catalog_connections(
            mock_ctx,
            operation='get-connection',
            connection_name='test-connection',
            catalog_id='123456789012',
        )

        # Verify that the method was called with the correct parameters
        assert mock_catalog_manager.get_connection.call_count == 1
        assert mock_catalog_manager.get_connection.call_args[1]['catalog_id'] == '123456789012'

        # Verify that the result is the expected response
        assert result == expected_response
        assert result.catalog_id == '123456789012'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_partitions_get_with_catalog_id(
        self, handler, mock_ctx, mock_catalog_manager
    ):
        """Test getting a partition with a catalog ID."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.database_name = 'test-db'
        expected_response.table_name = 'test-table'
        expected_response.partition_values = ['2023', '01']
        expected_response.operation = 'get-partition'
        mock_catalog_manager.get_partition.return_value = expected_response

        # Call the method with a catalog ID
        result = await handler.manage_aws_glue_data_catalog_partitions(
            mock_ctx,
            operation='get-partition',
            database_name='test-db',
            table_name='test-table',
            partition_values=['2023', '01'],
            catalog_id='123456789012',
        )

        # Verify that the method was called with the correct parameters
        assert mock_catalog_manager.get_partition.call_count == 1
        assert mock_catalog_manager.get_partition.call_args[1]['catalog_id'] == '123456789012'

        # Verify that the result is the expected response
        assert result == expected_response
        assert result.partition_values == ['2023', '01']

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_tables_exception_handling_specific(
        self, handler_with_write_access, mock_ctx, mock_table_manager
    ):
        """Test specific exception handling in manage_aws_glue_data_catalog_tables."""
        # Setup the mock to raise a specific exception
        mock_table_manager.create_table.side_effect = ValueError('Specific test exception')

        # Call the method
        with pytest.raises(ValueError) as excinfo:
            await handler_with_write_access.manage_aws_glue_data_catalog_tables(
                mock_ctx,
                operation='create-table',
                database_name='test-db',
                table_name='test-table',
                table_input={'Name': 'test-table'},
            )

        # Verify that the correct error message is raised
        assert 'Specific test exception' in str(excinfo.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_connections_exception_handling_specific(
        self, handler_with_write_access, mock_ctx, mock_catalog_manager
    ):
        """Test specific exception handling in manage_aws_glue_data_catalog_connections."""
        # Setup the mock to raise a specific exception
        mock_catalog_manager.create_connection.side_effect = ValueError('Specific test exception')

        # Call the method
        with pytest.raises(ValueError) as excinfo:
            await handler_with_write_access.manage_aws_glue_data_catalog_connections(
                mock_ctx,
                operation='create-connection',
                connection_name='test-connection',
                connection_input={'ConnectionType': 'JDBC'},
            )

        # Verify that the correct error message is raised
        assert 'Specific test exception' in str(excinfo.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_partitions_exception_handling_specific(
        self, handler_with_write_access, mock_ctx, mock_catalog_manager
    ):
        """Test specific exception handling in manage_aws_glue_data_catalog_partitions."""
        # Setup the mock to raise a specific exception
        mock_catalog_manager.create_partition.side_effect = ValueError('Specific test exception')

        # Call the method
        with pytest.raises(ValueError) as excinfo:
            await handler_with_write_access.manage_aws_glue_data_catalog_partitions(
                mock_ctx,
                operation='create-partition',
                database_name='test-db',
                table_name='test-table',
                partition_values=['2023', '01'],
                partition_input={'StorageDescriptor': {'Location': 's3://bucket/path/2023/01'}},
            )

        # Verify that the correct error message is raised
        assert 'Specific test exception' in str(excinfo.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_exception_handling_specific(
        self, handler_with_write_access, mock_ctx, mock_catalog_manager
    ):
        """Test specific exception handling in manage_aws_glue_data_catalog."""
        # Setup the mock to raise a specific exception
        mock_catalog_manager.create_catalog.side_effect = ValueError('Specific test exception')

        # Call the method
        with pytest.raises(ValueError) as excinfo:
            await handler_with_write_access.manage_aws_glue_data_catalog(
                mock_ctx,
                operation='create-catalog',
                catalog_id='test-catalog',
                catalog_input={'Description': 'Test catalog'},
            )

        # Verify that the correct error message is raised
        assert 'Specific test exception' in str(excinfo.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_databases_with_sensitive_data_access(
        self, mock_mcp, mock_ctx, mock_database_manager
    ):
        """Test that the handler works correctly with sensitive data access."""
        # Create a handler with sensitive data access
        with (
            patch(
                'awslabs.aws_dataprocessing_mcp_server.handlers.glue.data_catalog_handler.DataCatalogDatabaseManager',
                return_value=mock_database_manager,
            ),
            patch(
                'awslabs.aws_dataprocessing_mcp_server.handlers.glue.data_catalog_handler.DataCatalogTableManager',
                return_value=MagicMock(),
            ),
            patch(
                'awslabs.aws_dataprocessing_mcp_server.handlers.glue.data_catalog_handler.DataCatalogManager',
                return_value=MagicMock(),
            ),
        ):
            handler = GlueDataCatalogHandler(mock_mcp, allow_sensitive_data_access=True)
            handler.data_catalog_database_manager = mock_database_manager

            # Setup the mock to return a response
            expected_response = MagicMock()
            expected_response.isError = False
            expected_response.content = []
            expected_response.database_name = 'test-db'
            expected_response.operation = 'get'
            mock_database_manager.get_database.return_value = expected_response

            # Call the method
            result = await handler.manage_aws_glue_data_catalog_databases(
                mock_ctx,
                operation='get-database',
                database_name='test-db',
            )

            # Verify that the result is the expected response
            assert result == expected_response
            assert handler.allow_sensitive_data_access is True

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_databases_with_both_access_flags(
        self, mock_mcp, mock_ctx, mock_database_manager
    ):
        """Test that the handler works correctly with both write and sensitive data access."""
        # Create a handler with both write and sensitive data access
        with (
            patch(
                'awslabs.aws_dataprocessing_mcp_server.handlers.glue.data_catalog_handler.DataCatalogDatabaseManager',
                return_value=mock_database_manager,
            ),
            patch(
                'awslabs.aws_dataprocessing_mcp_server.handlers.glue.data_catalog_handler.DataCatalogTableManager',
                return_value=MagicMock(),
            ),
            patch(
                'awslabs.aws_dataprocessing_mcp_server.handlers.glue.data_catalog_handler.DataCatalogManager',
                return_value=MagicMock(),
            ),
        ):
            handler = GlueDataCatalogHandler(
                mock_mcp, allow_write=True, allow_sensitive_data_access=True
            )
            handler.data_catalog_database_manager = mock_database_manager

            # Setup the mock to return a response
            expected_response = MagicMock()
            expected_response.isError = False
            expected_response.content = []
            expected_response.database_name = 'test-db'
            expected_response.operation = 'create'
            mock_database_manager.create_database.return_value = expected_response

            # Call the method
            result = await handler.manage_aws_glue_data_catalog_databases(
                mock_ctx,
                operation='create-database',
                database_name='test-db',
            )

            # Verify that the result is the expected response
            assert result == expected_response
            assert handler.allow_write is True
            assert handler.allow_sensitive_data_access is True

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_tables_update_no_write_access(
        self, handler, mock_ctx
    ):
        """Test that update table operation is not allowed without write access."""
        # Call the method with a write operation
        result = await handler.manage_aws_glue_data_catalog_tables(
            mock_ctx,
            operation='update-table',
            database_name='test-db',
            table_name='test-table',
            table_input={'Name': 'test-table'},
        )

        # Verify that the result is an error response
        assert result.isError is True
        assert 'not allowed without write access' in result.content[0].text
        assert result.database_name == 'test-db'
        assert result.table_name == ''
        assert result.operation == 'update-table'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_tables_search_tables_no_write_access(
        self, handler, mock_ctx
    ):
        """Test that search tables operation is allowed without write access."""
        # Mock the search_tables method to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.tables = []
        expected_response.search_text = 'test'
        expected_response.count = 0
        expected_response.operation = 'search-tables'
        handler.data_catalog_table_manager.search_tables.return_value = expected_response

        # Call the method with a read operation
        result = await handler.manage_aws_glue_data_catalog_tables(
            mock_ctx,
            operation='search-tables',
            database_name='test-db',
            search_text='test',
        )

        # Verify that the result is the expected response
        assert result == expected_response
        assert result.isError is False
        assert handler.data_catalog_table_manager.search_tables.call_count == 1

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_tables_list_tables_no_write_access(
        self, handler, mock_ctx
    ):
        """Test that list tables operation is allowed without write access."""
        # Mock the list_tables method to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.tables = []
        expected_response.count = 0
        expected_response.operation = 'list-tables'
        handler.data_catalog_table_manager.list_tables.return_value = expected_response

        # Call the method with a read operation
        result = await handler.manage_aws_glue_data_catalog_tables(
            mock_ctx,
            operation='list-tables',
            database_name='test-db',
        )

        # Verify that the result is the expected response
        assert result == expected_response
        assert result.isError is False
        assert handler.data_catalog_table_manager.list_tables.call_count == 1

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_connections_list_connections_no_write_access(
        self, handler, mock_ctx
    ):
        """Test that list connections operation is allowed without write access."""
        # Mock the list_connections method to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.connections = []
        expected_response.count = 0
        expected_response.operation = 'list-connections'
        handler.data_catalog_manager.list_connections.return_value = expected_response

        # Call the method with a read operation
        result = await handler.manage_aws_glue_data_catalog_connections(
            mock_ctx,
            operation='list-connections',
        )

        # Verify that the result is the expected response
        assert result == expected_response
        assert result.isError is False
        assert handler.data_catalog_manager.list_connections.call_count == 1

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_partitions_get_partition_no_write_access(
        self, handler, mock_ctx
    ):
        """Test that get partition operation is allowed without write access."""
        # Mock the get_partition method to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.database_name = 'test-db'
        expected_response.table_name = 'test-table'
        expected_response.partition_values = ['2023']
        expected_response.operation = 'get-partition'
        handler.data_catalog_manager.get_partition.return_value = expected_response

        # Call the method with a read operation
        result = await handler.manage_aws_glue_data_catalog_partitions(
            mock_ctx,
            operation='get-partition',
            database_name='test-db',
            table_name='test-table',
            partition_values=['2023'],
        )

        # Verify that the result is the expected response
        assert result == expected_response
        assert result.isError is False
        assert handler.data_catalog_manager.get_partition.call_count == 1

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_get_catalog_no_write_access(
        self, handler, mock_ctx
    ):
        """Test that get catalog operation is allowed without write access."""
        # Mock the get_catalog method to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.catalog_id = 'test-catalog'
        expected_response.operation = 'get-catalog'
        handler.data_catalog_manager.get_catalog.return_value = expected_response

        # Call the method with a read operation
        result = await handler.manage_aws_glue_data_catalog(
            mock_ctx,
            operation='get-catalog',
            catalog_id='test-catalog',
        )

        # Verify that the result is the expected response
        assert result == expected_response
        assert result.isError is False
        assert handler.data_catalog_manager.get_catalog.call_count == 1

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_tables_exception_handling_general(
        self, handler, mock_ctx
    ):
        """Test general exception handling in manage_aws_glue_data_catalog_tables."""
        # Mock the get_table method to raise a general exception
        handler.data_catalog_table_manager.get_table.side_effect = Exception(
            'General test exception'
        )

        # Call the method
        result = await handler.manage_aws_glue_data_catalog_tables(
            mock_ctx,
            operation='get-table',
            database_name='test-db',
            table_name='test-table',
        )

        # Verify that the result is an error response
        assert result.isError is True
        assert (
            'Error in manage_aws_glue_data_catalog_tables: General test exception'
            in result.content[0].text
        )
        assert result.database_name == 'test-db'
        assert result.table_name == ''
        assert result.operation == 'get-table'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_connections_exception_handling_general(
        self, handler, mock_ctx
    ):
        """Test general exception handling in manage_aws_glue_data_catalog_connections."""
        # Mock the get_connection method to raise a general exception
        handler.data_catalog_manager.get_connection.side_effect = Exception(
            'General test exception'
        )

        # Call the method
        result = await handler.manage_aws_glue_data_catalog_connections(
            mock_ctx,
            operation='get-connection',
            connection_name='test-connection',
        )

        # Verify that the result is an error response
        assert result.isError is True
        assert (
            'Error in manage_aws_glue_data_catalog_connections: General test exception'
            in result.content[0].text
        )
        assert result.connection_name == ''
        assert result.operation == 'get-connection'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_partitions_exception_handling_general(
        self, handler, mock_ctx
    ):
        """Test general exception handling in manage_aws_glue_data_catalog_partitions."""
        # Mock the get_partition method to raise a general exception
        handler.data_catalog_manager.get_partition.side_effect = Exception(
            'General test exception'
        )

        # Call the method
        result = await handler.manage_aws_glue_data_catalog_partitions(
            mock_ctx,
            operation='get-partition',
            database_name='test-db',
            table_name='test-table',
            partition_values=['2023'],
        )

        # Verify that the result is an error response
        assert result.isError is True
        assert (
            'Error in manage_aws_glue_data_catalog_partitions: General test exception'
            in result.content[0].text
        )
        assert result.database_name == 'test-db'
        assert result.table_name == 'test-table'
        assert result.partition_values == []
        assert result.operation == 'get-partition'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_exception_handling_general(
        self, handler, mock_ctx
    ):
        """Test general exception handling in manage_aws_glue_data_catalog."""
        # Mock the get_catalog method to raise a general exception
        handler.data_catalog_manager.get_catalog.side_effect = Exception('General test exception')

        # Call the method
        result = await handler.manage_aws_glue_data_catalog(
            mock_ctx,
            operation='get-catalog',
            catalog_id='test-catalog',
        )

        # Verify that the result is an error response
        assert result.isError is True
        assert (
            'Error in manage_aws_glue_data_catalog: General test exception'
            in result.content[0].text
        )
        assert result.catalog_id == 'test-catalog'
        assert result.operation == 'get-catalog'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_databases_error_response_for_other_operations(
        self, handler, mock_ctx
    ):
        """Test that an error response is returned for operations not explicitly handled."""
        # Set write access to true to bypass the "not allowed without write access" check
        handler.allow_write = True

        # Call the method with an operation that doesn't match any of the explicit cases
        result = await handler.manage_aws_glue_data_catalog_databases(
            mock_ctx,
            operation='unknown-operation',
            database_name='test-db',
        )

        # Verify that the result is an error response
        assert result.isError is True
        assert 'Invalid operation' in result.content[0].text
        assert result.database_name == ''
        assert result.description == ''
        assert result.location_uri == ''
        assert result.parameters == {}
        assert result.creation_time == ''
        assert result.operation == 'get-database'
        assert result.catalog_id == ''

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_databases_with_none_parameters(
        self, handler_with_write_access, mock_ctx, mock_database_manager
    ):
        """Test that the handler works correctly with None parameters."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.database_name = 'test-db'
        expected_response.operation = 'create'
        mock_database_manager.create_database.return_value = expected_response

        # Call the method with None parameters
        result = await handler_with_write_access.manage_aws_glue_data_catalog_databases(
            mock_ctx,
            operation='create-database',
            database_name='test-db',
            description=None,
            location_uri=None,
            parameters=None,
            catalog_id=None,
        )

        # Verify that the method was called with the correct parameters
        mock_database_manager.create_database.assert_called_once_with(
            ctx=mock_ctx,
            database_name='test-db',
            description=None,
            location_uri=None,
            parameters=None,
            catalog_id=None,
        )

        # Verify that the result is the expected response
        assert result == expected_response

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_tables_with_none_parameters(
        self, handler_with_write_access, mock_ctx, mock_table_manager
    ):
        """Test that the handler works correctly with None parameters."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.database_name = 'test-db'
        expected_response.table_name = 'test-table'
        expected_response.operation = 'create-table'
        mock_table_manager.create_table.return_value = expected_response

        # Call the method with None parameters
        result = await handler_with_write_access.manage_aws_glue_data_catalog_tables(
            mock_ctx,
            operation='create-table',
            database_name='test-db',
            table_name='test-table',
            table_input={'Name': 'test-table'},
            catalog_id=None,
        )

        # Verify that the method was called with the correct parameters
        mock_table_manager.create_table.assert_called_once_with(
            ctx=mock_ctx,
            database_name='test-db',
            table_name='test-table',
            table_input={'Name': 'test-table'},
            catalog_id=None,
        )

        # Verify that the result is the expected response
        assert result == expected_response

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_connections_with_none_parameters(
        self, handler_with_write_access, mock_ctx, mock_catalog_manager
    ):
        """Test that the handler works correctly with None parameters."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.connection_name = 'test-connection'
        expected_response.operation = 'create-connection'
        mock_catalog_manager.create_connection.return_value = expected_response

        # Call the method with None parameters
        result = await handler_with_write_access.manage_aws_glue_data_catalog_connections(
            mock_ctx,
            operation='create-connection',
            connection_name='test-connection',
            connection_input={'ConnectionType': 'JDBC'},
            catalog_id=None,
        )

        # Verify that the method was called with the correct parameters
        mock_catalog_manager.create_connection.assert_called_once_with(
            ctx=mock_ctx,
            connection_name='test-connection',
            connection_input={'ConnectionType': 'JDBC'},
            catalog_id=None,
        )

        # Verify that the result is the expected response
        assert result == expected_response

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_partitions_with_none_parameters(
        self, handler_with_write_access, mock_ctx, mock_catalog_manager
    ):
        """Test that the handler works correctly with None parameters."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.database_name = 'test-db'
        expected_response.table_name = 'test-table'
        expected_response.partition_values = ['2023']
        expected_response.operation = 'create-partition'
        mock_catalog_manager.create_partition.return_value = expected_response

        # Call the method with None parameters
        result = await handler_with_write_access.manage_aws_glue_data_catalog_partitions(
            mock_ctx,
            operation='create-partition',
            database_name='test-db',
            table_name='test-table',
            partition_values=['2023'],
            partition_input={'StorageDescriptor': {'Location': 's3://bucket/path/2023'}},
            catalog_id=None,
            max_results=None,
            expression=None,
        )

        # Verify that the method was called with the correct parameters
        mock_catalog_manager.create_partition.assert_called_once_with(
            ctx=mock_ctx,
            database_name='test-db',
            table_name='test-table',
            partition_values=['2023'],
            partition_input={'StorageDescriptor': {'Location': 's3://bucket/path/2023'}},
            catalog_id=None,
        )

        # Verify that the result is the expected response
        assert result == expected_response

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_with_none_parameters(
        self, handler_with_write_access, mock_ctx, mock_catalog_manager
    ):
        """Test that the handler works correctly with None parameters."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.catalog_id = 'test-catalog'
        expected_response.operation = 'create-catalog'
        mock_catalog_manager.create_catalog.return_value = expected_response

        # Call the method with None parameters
        result = await handler_with_write_access.manage_aws_glue_data_catalog(
            mock_ctx,
            operation='create-catalog',
            catalog_id='test-catalog',
            catalog_input={'Description': 'Test catalog'},
        )

        # Verify that the method was called with the correct parameters
        mock_catalog_manager.create_catalog.assert_called_once_with(
            ctx=mock_ctx,
            catalog_name='test-catalog',
            catalog_input={'Description': 'Test catalog'},
        )

        # Verify that the result is the expected response
        assert result == expected_response

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_tables_update_with_catalog_id(
        self, handler_with_write_access, mock_ctx, mock_table_manager
    ):
        """Test updating a table with a catalog ID."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.database_name = 'test-db'
        expected_response.table_name = 'test-table'
        expected_response.operation = 'update-table'
        mock_table_manager.update_table.return_value = expected_response

        # Call the method with a catalog ID
        result = await handler_with_write_access.manage_aws_glue_data_catalog_tables(
            mock_ctx,
            operation='update-table',
            database_name='test-db',
            table_name='test-table',
            table_input={'Name': 'test-table'},
            catalog_id='123456789012',
        )

        # Verify that the method was called with the correct parameters
        mock_table_manager.update_table.assert_called_once_with(
            ctx=mock_ctx,
            database_name='test-db',
            table_name='test-table',
            table_input={'Name': 'test-table'},
            catalog_id='123456789012',
        )

        # Verify that the result is the expected response
        assert result == expected_response

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_connections_update_with_catalog_id(
        self, handler_with_write_access, mock_ctx, mock_catalog_manager
    ):
        """Test updating a connection with a catalog ID."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.connection_name = 'test-connection'
        expected_response.operation = 'update-connection'
        expected_response.catalog_id = '123456789012'
        mock_catalog_manager.update_connection.return_value = expected_response

        # Call the method with a catalog ID
        result = await handler_with_write_access.manage_aws_glue_data_catalog_connections(
            mock_ctx,
            operation='update-connection',
            connection_name='test-connection',
            connection_input={'ConnectionType': 'JDBC'},
            catalog_id='123456789012',
        )

        # Verify that the method was called with the correct parameters
        mock_catalog_manager.update_connection.assert_called_once_with(
            ctx=mock_ctx,
            connection_name='test-connection',
            connection_input={'ConnectionType': 'JDBC'},
            catalog_id='123456789012',
        )

        # Verify that the result is the expected response
        assert result == expected_response
        assert result.catalog_id == '123456789012'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_partitions_update_with_catalog_id(
        self, handler_with_write_access, mock_ctx, mock_catalog_manager
    ):
        """Test updating a partition with a catalog ID."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.database_name = 'test-db'
        expected_response.table_name = 'test-table'
        expected_response.partition_values = ['2023']
        expected_response.operation = 'update-partition'
        mock_catalog_manager.update_partition.return_value = expected_response

        # Call the method with a catalog ID
        result = await handler_with_write_access.manage_aws_glue_data_catalog_partitions(
            mock_ctx,
            operation='update-partition',
            database_name='test-db',
            table_name='test-table',
            partition_values=['2023'],
            partition_input={'StorageDescriptor': {'Location': 's3://bucket/path/2023'}},
            catalog_id='123456789012',
        )

        # Verify that the method was called with the correct parameters
        mock_catalog_manager.update_partition.assert_called_once_with(
            ctx=mock_ctx,
            database_name='test-db',
            table_name='test-table',
            partition_values=['2023'],
            partition_input={'StorageDescriptor': {'Location': 's3://bucket/path/2023'}},
            catalog_id='123456789012',
        )

        # Verify that the result is the expected response
        assert result == expected_response

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_tables_delete_with_catalog_id(
        self, handler_with_write_access, mock_ctx, mock_table_manager
    ):
        """Test deleting a table with a catalog ID."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.database_name = 'test-db'
        expected_response.table_name = 'test-table'
        expected_response.operation = 'delete-table'
        mock_table_manager.delete_table.return_value = expected_response

        # Call the method with a catalog ID
        result = await handler_with_write_access.manage_aws_glue_data_catalog_tables(
            mock_ctx,
            operation='delete-table',
            database_name='test-db',
            table_name='test-table',
            catalog_id='123456789012',
        )

        # Verify that the method was called with the correct parameters
        mock_table_manager.delete_table.assert_called_once_with(
            ctx=mock_ctx,
            database_name='test-db',
            table_name='test-table',
            catalog_id='123456789012',
        )

        # Verify that the result is the expected response
        assert result == expected_response

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_connections_delete_with_catalog_id(
        self, handler_with_write_access, mock_ctx, mock_catalog_manager
    ):
        """Test deleting a connection with a catalog ID."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.connection_name = 'test-connection'
        expected_response.operation = 'delete-connection'
        expected_response.catalog_id = '123456789012'
        mock_catalog_manager.delete_connection.return_value = expected_response

        # Call the method with a catalog ID
        result = await handler_with_write_access.manage_aws_glue_data_catalog_connections(
            mock_ctx,
            operation='delete-connection',
            connection_name='test-connection',
            catalog_id='123456789012',
        )

        # Verify that the method was called with the correct parameters
        mock_catalog_manager.delete_connection.assert_called_once_with(
            ctx=mock_ctx,
            connection_name='test-connection',
            catalog_id='123456789012',
        )

        # Verify that the result is the expected response
        assert result == expected_response
        assert result.catalog_id == '123456789012'

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_partitions_delete_with_catalog_id(
        self, handler_with_write_access, mock_ctx, mock_catalog_manager
    ):
        """Test deleting a partition with a catalog ID."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.database_name = 'test-db'
        expected_response.table_name = 'test-table'
        expected_response.partition_values = ['2023']
        expected_response.operation = 'delete-partition'
        mock_catalog_manager.delete_partition.return_value = expected_response

        # Call the method with a catalog ID
        result = await handler_with_write_access.manage_aws_glue_data_catalog_partitions(
            mock_ctx,
            operation='delete-partition',
            database_name='test-db',
            table_name='test-table',
            partition_values=['2023'],
            catalog_id='123456789012',
        )

        # Verify that the method was called with the correct parameters
        mock_catalog_manager.delete_partition.assert_called_once_with(
            ctx=mock_ctx,
            database_name='test-db',
            table_name='test-table',
            partition_values=['2023'],
            catalog_id='123456789012',
        )

        # Verify that the result is the expected response
        assert result == expected_response

    # Additional tests to increase coverage for specific lines

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_tables_with_max_results(
        self, handler, mock_ctx, mock_table_manager
    ):
        """Test listing tables with max_results parameter."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.tables = [{'Name': 'test-table1'}, {'Name': 'test-table2'}]
        expected_response.count = 2
        expected_response.operation = 'list-tables'
        mock_table_manager.list_tables.return_value = expected_response

        # Call the method with max_results
        result = await handler.manage_aws_glue_data_catalog_tables(
            mock_ctx,
            operation='list-tables',
            database_name='test-db',
            max_results=10,
        )

        # Verify that the method was called with the correct parameters
        assert mock_table_manager.list_tables.call_count == 1
        assert mock_table_manager.list_tables.call_args[1]['max_results'] == 10

        # Verify that the result is the expected response
        assert result == expected_response
        assert len(result.tables) == 2

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_databases_create_missing_required_params(
        self, handler_with_write_access, mock_ctx
    ):
        """Test that create database operation with missing required parameters raises a ValueError."""
        # Mock the ValueError that should be raised
        with patch.object(
            handler_with_write_access.data_catalog_database_manager,
            'create_database',
            side_effect=ValueError('database_name is required for create-database operation'),
        ):
            # Call the method without database_name
            with pytest.raises(ValueError) as excinfo:
                await handler_with_write_access.manage_aws_glue_data_catalog_databases(
                    mock_ctx, operation='create-database'
                )

        # Verify that the correct error message is raised
        assert 'database_name is required' in str(excinfo.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_tables_create_missing_required_params(
        self, handler_with_write_access, mock_ctx
    ):
        """Test that create table operation with missing required parameters raises a ValueError."""
        # Call the method without table_name
        with pytest.raises(ValueError) as excinfo:
            await handler_with_write_access.manage_aws_glue_data_catalog_tables(
                mock_ctx, operation='create-table', database_name='test-db', table_name=None
            )

        # Verify that the correct error message is raised
        assert 'database_name, table_input and table_name are required' in str(excinfo.value)

        # Call the method without table_input
        with pytest.raises(ValueError) as excinfo:
            await handler_with_write_access.manage_aws_glue_data_catalog_tables(
                mock_ctx,
                operation='create-table',
                database_name='test-db',
                table_name='test-table',
                table_input=None,
            )

        # Verify that the correct error message is raised
        assert 'database_name, table_input and table_name are required' in str(excinfo.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_tables_delete_missing_required_params(
        self, handler_with_write_access, mock_ctx
    ):
        """Test that delete table operation with missing required parameters raises a ValueError."""
        # Call the method without table_name
        with pytest.raises(ValueError) as excinfo:
            await handler_with_write_access.manage_aws_glue_data_catalog_tables(
                mock_ctx, operation='delete-table', database_name='test-db', table_name=None
            )

        # Verify that the correct error message is raised
        assert 'table_name and database_name required' in str(excinfo.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_tables_get_missing_required_params(
        self, handler_with_write_access, mock_ctx
    ):
        """Test that get table operation with missing required parameters raises a ValueError."""
        # Call the method without table_name
        with pytest.raises(ValueError) as excinfo:
            await handler_with_write_access.manage_aws_glue_data_catalog_tables(
                mock_ctx, operation='get-table', database_name='test-db', table_name=None
            )

        # Verify that the correct error message is raised
        assert 'table_name is required' in str(excinfo.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_tables_update_missing_required_params(
        self, handler_with_write_access, mock_ctx
    ):
        """Test that update table operation with missing required parameters raises a ValueError."""
        # Call the method without table_name
        with pytest.raises(ValueError) as excinfo:
            await handler_with_write_access.manage_aws_glue_data_catalog_tables(
                mock_ctx, operation='update-table', database_name='test-db', table_name=None
            )

        # Verify that the correct error message is raised
        assert 'table_name and table_input are required' in str(excinfo.value)

        # Call the method without table_input
        with pytest.raises(ValueError) as excinfo:
            await handler_with_write_access.manage_aws_glue_data_catalog_tables(
                mock_ctx,
                operation='update-table',
                database_name='test-db',
                table_name='test-table',
                table_input=None,
            )

        # Verify that the correct error message is raised
        assert 'table_name and table_input are required' in str(excinfo.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_connections_create_missing_required_params(
        self, handler_with_write_access, mock_ctx
    ):
        """Test that create connection operation with missing required parameters raises a ValueError."""
        # Call the method without connection_name
        with pytest.raises(ValueError) as excinfo:
            await handler_with_write_access.manage_aws_glue_data_catalog_connections(
                mock_ctx, operation='create-connection', connection_name=None
            )

        # Verify that the correct error message is raised
        assert 'connection_name and connection_input are required' in str(excinfo.value)

        # Call the method without connection_input
        with pytest.raises(ValueError) as excinfo:
            await handler_with_write_access.manage_aws_glue_data_catalog_connections(
                mock_ctx,
                operation='create-connection',
                connection_name='test-connection',
                connection_input=None,
            )

        # Verify that the correct error message is raised
        assert 'connection_name and connection_input are required' in str(excinfo.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_connections_delete_missing_required_params(
        self, handler_with_write_access, mock_ctx
    ):
        """Test that delete connection operation with missing required parameters raises a ValueError."""
        # Call the method without connection_name
        with pytest.raises(ValueError) as excinfo:
            await handler_with_write_access.manage_aws_glue_data_catalog_connections(
                mock_ctx, operation='delete-connection', connection_name=None
            )

        # Verify that the correct error message is raised
        assert 'connection_name is required' in str(excinfo.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_connections_get_missing_required_params(
        self, handler_with_write_access, mock_ctx
    ):
        """Test that get connection operation with missing required parameters raises a ValueError."""
        # Call the method without connection_name
        with pytest.raises(ValueError) as excinfo:
            await handler_with_write_access.manage_aws_glue_data_catalog_connections(
                mock_ctx, operation='get-connection', connection_name=None
            )

        # Verify that the correct error message is raised
        assert 'connection_name is required' in str(excinfo.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_connections_update_missing_required_params(
        self, handler_with_write_access, mock_ctx
    ):
        """Test that update connection operation with missing required parameters raises a ValueError."""
        # Call the method without connection_name
        with pytest.raises(ValueError) as excinfo:
            await handler_with_write_access.manage_aws_glue_data_catalog_connections(
                mock_ctx, operation='update-connection', connection_name=None
            )

        # Verify that the correct error message is raised
        assert 'connection_name and connection_input are required' in str(excinfo.value)

        # Call the method without connection_input
        with pytest.raises(ValueError) as excinfo:
            await handler_with_write_access.manage_aws_glue_data_catalog_connections(
                mock_ctx,
                operation='update-connection',
                connection_name='test-connection',
                connection_input=None,
            )

        # Verify that the correct error message is raised
        assert 'connection_name and connection_input are required' in str(excinfo.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_partitions_create_missing_required_params(
        self, handler_with_write_access, mock_ctx
    ):
        """Test that create partition operation with missing required parameters raises a ValueError."""
        # Call the method without partition_values
        with pytest.raises(ValueError) as excinfo:
            await handler_with_write_access.manage_aws_glue_data_catalog_partitions(
                mock_ctx,
                operation='create-partition',
                database_name='test-db',
                table_name='test-table',
                partition_values=None,
            )

        # Verify that the correct error message is raised
        assert 'partition_values and partition_input are required' in str(excinfo.value)

        # Call the method without partition_input
        with pytest.raises(ValueError) as excinfo:
            await handler_with_write_access.manage_aws_glue_data_catalog_partitions(
                mock_ctx,
                operation='create-partition',
                database_name='test-db',
                table_name='test-table',
                partition_values=['2023'],
                partition_input=None,
            )

        # Verify that the correct error message is raised
        assert 'partition_values and partition_input are required' in str(excinfo.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_partitions_delete_missing_required_params(
        self, handler_with_write_access, mock_ctx
    ):
        """Test that delete partition operation with missing required parameters raises a ValueError."""
        # Call the method without partition_values
        with pytest.raises(ValueError) as excinfo:
            await handler_with_write_access.manage_aws_glue_data_catalog_partitions(
                mock_ctx,
                operation='delete-partition',
                database_name='test-db',
                table_name='test-table',
                partition_values=None,
            )

        # Verify that the correct error message is raised
        assert 'partition_values is required' in str(excinfo.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_partitions_get_missing_required_params(
        self, handler_with_write_access, mock_ctx
    ):
        """Test that get partition operation with missing required parameters raises a ValueError."""
        # Call the method without partition_values
        with pytest.raises(ValueError) as excinfo:
            await handler_with_write_access.manage_aws_glue_data_catalog_partitions(
                mock_ctx,
                operation='get-partition',
                database_name='test-db',
                table_name='test-table',
                partition_values=None,
            )

        # Verify that the correct error message is raised
        assert 'partition_values is required' in str(excinfo.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_partitions_update_missing_required_params(
        self, handler_with_write_access, mock_ctx
    ):
        """Test that update partition operation with missing required parameters raises a ValueError."""
        # Call the method without partition_values
        with pytest.raises(ValueError) as excinfo:
            await handler_with_write_access.manage_aws_glue_data_catalog_partitions(
                mock_ctx,
                operation='update-partition',
                database_name='test-db',
                table_name='test-table',
                partition_values=None,
            )

        # Verify that the correct error message is raised
        assert 'partition_values and partition_input are required' in str(excinfo.value)

        # Call the method without partition_input
        with pytest.raises(ValueError) as excinfo:
            await handler_with_write_access.manage_aws_glue_data_catalog_partitions(
                mock_ctx,
                operation='update-partition',
                database_name='test-db',
                table_name='test-table',
                partition_values=['2023'],
                partition_input=None,
            )

        # Verify that the correct error message is raised
        assert 'partition_values and partition_input are required' in str(excinfo.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_create_missing_required_params(
        self, handler_with_write_access, mock_ctx
    ):
        """Test that create catalog operation with missing required parameters raises a ValueError."""
        # Call the method without catalog_id
        with pytest.raises(ValueError) as excinfo:
            await handler_with_write_access.manage_aws_glue_data_catalog(
                mock_ctx, operation='create-catalog', catalog_id=None
            )

        # Verify that the correct error message is raised
        assert 'catalog_id and catalog_input are required' in str(excinfo.value)

        # Call the method without catalog_input
        with pytest.raises(ValueError) as excinfo:
            await handler_with_write_access.manage_aws_glue_data_catalog(
                mock_ctx, operation='create-catalog', catalog_id='test-catalog', catalog_input=None
            )

        # Verify that the correct error message is raised
        assert 'catalog_id and catalog_input are required' in str(excinfo.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_delete_missing_required_params(
        self, handler_with_write_access, mock_ctx
    ):
        """Test that delete catalog operation with missing required parameters raises a ValueError."""
        # Call the method without catalog_id
        with pytest.raises(ValueError) as excinfo:
            await handler_with_write_access.manage_aws_glue_data_catalog(
                mock_ctx, operation='delete-catalog', catalog_id=None
            )

        # Verify that the correct error message is raised
        assert 'catalog_id is required' in str(excinfo.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_get_missing_required_params(
        self, handler_with_write_access, mock_ctx
    ):
        """Test that get catalog operation with missing required parameters raises a ValueError."""
        # Call the method without catalog_id
        with pytest.raises(ValueError) as excinfo:
            await handler_with_write_access.manage_aws_glue_data_catalog(
                mock_ctx, operation='get-catalog', catalog_id=None
            )

        # Verify that the correct error message is raised
        assert 'catalog_id is required' in str(excinfo.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_import_missing_required_params(
        self, handler_with_write_access, mock_ctx
    ):
        """Test that import catalog operation with missing required parameters raises a ValueError."""
        # Call the method without catalog_id
        with pytest.raises(ValueError) as excinfo:
            await handler_with_write_access.manage_aws_glue_data_catalog(
                mock_ctx, operation='import-catalog-to-glue', catalog_id=None
            )

        # Verify that the correct error message is raised
        assert 'catalog_id is required' in str(excinfo.value)

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_partitions_list_with_all_parameters(
        self, handler, mock_ctx, mock_catalog_manager
    ):
        """Test listing partitions with all parameters including next_token."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.partitions = [{'Values': ['2023', '01']}, {'Values': ['2023', '02']}]
        expected_response.count = 2
        expected_response.next_token = 'next-token-value'
        expected_response.operation = 'list-partitions'
        mock_catalog_manager.list_partitions.return_value = expected_response

        # Call the method with all parameters
        result = await handler.manage_aws_glue_data_catalog_partitions(
            mock_ctx,
            operation='list-partitions',
            database_name='test-db',
            table_name='test-table',
            max_results=10,
            expression="year='2023'",
            catalog_id='123456789012',
        )

        # Verify that the method was called with the correct parameters
        mock_catalog_manager.list_partitions.assert_called_once()
        assert mock_catalog_manager.list_partitions.call_args[1]['database_name'] == 'test-db'
        assert mock_catalog_manager.list_partitions.call_args[1]['table_name'] == 'test-table'
        assert mock_catalog_manager.list_partitions.call_args[1]['max_results'] == 10
        assert mock_catalog_manager.list_partitions.call_args[1]['expression'] == "year='2023'"
        assert mock_catalog_manager.list_partitions.call_args[1]['catalog_id'] == '123456789012'

        # Verify that the result is the expected response
        assert result == expected_response
        assert len(result.partitions) == 2

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_connections_list_with_max_results(
        self, handler, mock_ctx, mock_catalog_manager
    ):
        """Test listing connections with max_results parameter."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.connections = [
            {'Name': 'connection1', 'ConnectionType': 'JDBC'},
            {'Name': 'connection2', 'ConnectionType': 'KAFKA'},
        ]
        expected_response.count = 2
        expected_response.operation = 'list-connections'
        mock_catalog_manager.list_connections.return_value = expected_response

        # Call the method with max_results
        result = await handler.manage_aws_glue_data_catalog_connections(
            mock_ctx,
            operation='list-connections',
        )

        # Verify that the method was called with the correct parameters
        mock_catalog_manager.list_connections.assert_called_once()

        # Verify that the result is the expected response
        assert result == expected_response
        assert len(result.connections) == 2

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_connections_list_with_all_parameters(
        self, handler, mock_ctx, mock_catalog_manager
    ):
        """Test listing connections with all parameters."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.connections = [
            {'Name': 'connection1', 'ConnectionType': 'JDBC'},
            {'Name': 'connection2', 'ConnectionType': 'KAFKA'},
        ]
        expected_response.count = 2
        expected_response.next_token = 'next-token-value'
        expected_response.operation = 'list-connections'
        mock_catalog_manager.list_connections.return_value = expected_response

        # Call the method with all parameters
        result = await handler.manage_aws_glue_data_catalog_connections(
            mock_ctx,
            operation='list-connections',
            catalog_id='123456789012',
        )

        # Verify that the method was called with the correct parameters
        mock_catalog_manager.list_connections.assert_called_once()
        assert mock_catalog_manager.list_connections.call_args[1]['catalog_id'] == '123456789012'

        # Verify that the result is the expected response
        assert result == expected_response
        assert len(result.connections) == 2

    @pytest.mark.asyncio
    async def test_manage_aws_glue_data_catalog_connections_get_with_all_parameters(
        self, handler, mock_ctx, mock_catalog_manager
    ):
        """Test getting a connection with all parameters."""
        # Setup the mock to return a response
        expected_response = MagicMock()
        expected_response.isError = False
        expected_response.content = []
        expected_response.connection_name = 'test-connection'
        expected_response.connection_type = 'JDBC'
        expected_response.connection_properties = {
            'JDBC_CONNECTION_URL': 'jdbc:mysql://test-host:3306/test-db'
        }
        expected_response.operation = 'get'
        mock_catalog_manager.get_connection.return_value = expected_response

        # Call the method with all parameters
        result = await handler.manage_aws_glue_data_catalog_connections(
            mock_ctx,
            operation='get-connection',
            connection_name='test-connection',
            catalog_id='123456789012',
        )

        # Verify that the method was called with the correct parameters
        mock_catalog_manager.get_connection.assert_called_once()
        assert (
            mock_catalog_manager.get_connection.call_args[1]['connection_name']
            == 'test-connection'
        )
        assert mock_catalog_manager.get_connection.call_args[1]['catalog_id'] == '123456789012'

        # Verify that the result is the expected response
        assert result == expected_response

```
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