Build all indexes from dataset list.

Build partition key for lookups

Build partition key for lookups

Checks if access to the tool is allowed based on allow-write and allow-sensitive-access flags.

Check if AWS Security Hub is enabled in the specified region. Args: region: AWS region to check session: boto3 Session for AWS AP

Disconnect all sessions and stop Playwright. Idempotent — safe to call multiple times (e.g. from both a signal handler and the lifesp

Close all cached clients and clean up resources. This method should be called when the client manager is no longer needed to ensure p

Configure logging based on environment variables and command line arguments. Args: server_name: Name to bind to the logger for identifica

Convert column names in PyArrow schema to snake_case. Args: schema: PyArrow schema with original column names Returns: PyArr

Generic AWS client factory for any service. Args: service_name: Name of the AWS service (e.g., 'omics', 'logs', 's3') region_name

Create an Amazon ElastiCache cache cluster.

Execute create_function operation.

Execute create_graphql_api operation.

Creates complete ECS infrastructure using CloudFormation. This method combines the creation of ECR and ECS infrastructure. If force_deplo

User wants to import a model into Amazon Bedrock. This prompt handles requests to import a custom model into Amazon Bedrock. It maps

Create a new IAM role. Args: role_name: The name of the new IAM role assume_role_policy_document: The trust policy document in JS

Create test data with specified pattern.

Create a mock FastMCP and initialize the tool with the mock.

Evaluate if a pull-through cache is usable by HealthOmics. Combines checks for registry permissions policy and repository creation template t

Execute the Application Signals audit API call with the given input object.

r"""Extract parameter names from template using regex {(\\w+)}. Args: template: Template string with {parameter} placeholders

Helper function to format pagination information for audit tools. Args: has_wildcards: Whether wildcards were used names_in_batch

Generate script content based on runtime and entry point. Args: runtime: Lambda runtime entry_point: Application entry point

Get a value from the cache.

Get AWS AppSync client with proper configuration.

Get an AWS ECR client. Args: region_name: Optional region override profile_name: Optional AWS profile override Returns:

Get detailed information about a specific recommendation. Args: ctx: MCP context coh_client: Cost Optimization Hub client

Check the status of all connections (Transform API cookie/SSO/AWS credentials and TCP).

Get routes from a specific Transit Gateway route table with optional filtering. Use this tool when: - Analyzing routing paths through a Trans

Get detailed status information for a translation job. Args: job_id: ID of the translation job to query Returns:

Execute AWS API calls with standardized error handling.

Import terminology from a file. Args: name: Terminology name (must be unique) file_path: Path to terminology file (CS

Return a nudge message if load_instructions hasn't been called for this job.

Lint a single workflow definition and return findings. Args: workflow_content: The workflow definition content filena

List recommendation summaries from Cost Optimization Hub. Args: ctx: MCP context coh_client: Cost Optimization Hub client

MUST be called before working on any job. Checks the job artifact store for workflow instructions. If instructions exist, downloads a

Create a PymssqlPoolConnection configured for testing.

Manage AWS Athena databases and tables with read operations. This tool provides operations for retrieving information about databases and tab

Recursively convert ``datetime`` values in a structure to ISO 8601 UTC strings. boto3 returns Python ``datetime`` objects for AWS timestamp field

Helper function to parse the data from CallToolResult content.

The implementation of the read_documentation tool.

Register Lambda functions as individual tools.

Register SQS tools with the MCP server.

Resolve a request into a configured ``boto3.Session``. Args: request: The credential resolution inputs. ``region`` is honored whe

Execute a command and return result.

Capture a snapshot, returning a fallback message if capture fails. Use this on the happy path after a successful interaction so that a snapsh

Sanitize tool response content before providing to LLM. Implements multiple layers of protection: 1. Filters unicode tag characters (obfuscat

Start a FHIR import job.

Translate the given CLI command to a Python program. The returned payload contains the final Python program if the translation was successful

Collect CloudFormation failure events using describe_events API.

Detect large markdown tables and truncate them with a search_table hint. Args: markdown: Markdown content that may contain large tables

Update an AWS resource implementation.

Validate file path with security checks for path traversal. Args: file_path: Path to validate allow_absolute_paths: W

Validate that connection_arn follows the expected format. Args: ctx: MCP context for error reporting connection_arn: The connecti

Validate that a file path is within the allowed working directory. Args: file_path: The file path to validate Returns: The v

Validate GraphQL schema definition and return list of issues.

Validate if a language pair is supported for translation. Args: source_language: Source language code target_language

Validate an OpenAPI specification. Args: spec: The OpenAPI specification to validate Returns: bool: True if the specificatio

Validate an opaque pagination token. The token is an opaque string emitted by a prior call to this client. It must be a short, well-formed op

Validate string for potential injection attacks or dangerous patterns. Args: text: The string to validate field_name: Name of the

Verify if a resource is managed by the MCP server based on its tags. Args: tags: List of tag dictionaries from AWS API

Log a warning message to both MCP context and Loguru. Args: message: The warning message to log

Generate SQL file with Oracle-specific prerequisites and resilient ordering. Overrides base class to: - Inject prerequisite checks at

Helper method to analyze data using MetricData object.

Append AWS Backup status for SAP HANA resources. Includes actual failure reasons from the AWS Backup API (StatusMessage) for any FAILED, EXPI

Check health of a single SAP application. Returns: Tuple of (markdown_report, app_status, discovery_status)

Convert OTel trace ID to X-Ray format. OTel format: "0xdeadbeefdeadbeefdeadbeefdeadbeef" (0x + 32 hex) X-Ray format: "1-deadbeef-deadbeefdead

Create a Billing Conductor client with the default region. Returns: boto3.client: AWS Billing Conductor client.

Create a mock RegistryPolicyNotFoundException for testing.

Decode a v2 opaque pagination token. Returns a dict ``{'page': str, 'count': int}`` on success, or ``None`` if the token isn't in v2 format (

Internal utility function to determine computation model configuration type with smart optimization. This function handles the complete logic for

Execute searches across all configured storage systems in parallel. Args: request: Search request containing search parameters

Helper function to filter operation targets and detect wildcards. Args: provided: List of target dictionaries Returns: tuple

Format any value for display.

Generate actionable suggestions based on error data. Args: error_data: Parsed error data from S3 details file Returns:

Extract all top-level SQL operations from the query as a set.

Check if a repository has a pull-through cache rule configured. Queries ECR to check if any pull-through cache rule's prefix matches the repo

Build a standard ClientError response dict for tests.

Create a mock HealthOmics client.

Fetch a spec body, connecting ONLY to the IPs validation already pinned. This mirrors fastmcp's ``ssrf_safe_fetch`` but consumes the resolved IPs

Proxy a request to the remote knowledge MCP server. Args: method: The MCP tool method name to call params: Parameters to pass to

Score 0.0-1.0 based on error_pattern matches (regex, text_contains, error_type). OR-semantics: any single pattern matching any single error m

Build a minimal, otherwise-valid spec whose schema carries a single $ref.

Validate that template array lengths match GSI key array lengths. When both the GSI key (partition_key/sort_key) and the mapping template

Validate multi-attribute key (partition_key or sort_key). Args: key_value: String, list of strings, or None key_name:

Validate required parameters for the given action.

Validate terminology name.

Validate that tokens are from the same workflow chain.

Acquire a mock connection.

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Apply AWS SigV4 authentication to the request.

Execute a JavaScript expression in the page context. The expression is evaluated in the browser and its return value is serialized to

Select an option from a dropdown or combobox. Provide one of: value (option value attribute), label (visible text), or index (zero-ba

Build final SVG string. Returns: Complete SVG document as string

Check if a command matches any entry in an allowlist (word-boundary aware). Handles single-word (GET), multi-word (MEMORY USAGE), and dotted (JSO

Check Synthetics canaries associated with audited services via list_service_dependents.

Check storage configuration requirements for bulk import jobs. For bulk import jobs with adaptive_ingestion=False, either: 1. Multi-layer sto