MCP Server for Splunk

manifest: version: "0.1.2" schema: https://a2as.org/cert/schema subject: name: deslicer/mcp-for-splunk source: https://github.com/deslicer/mcp-for-splunk branch: main commit: "16832108" scope: [contrib/scripts/generate_tool.py, contrib/scripts/list_tools.py, contrib/scripts/validate_tools.py, contrib/workflows/loaders.py, scripts/generate_api_docs.py, scripts/security_summary.py, src/core/loader.py, src/core/registry.py, src/core/sentry/config.py, src/prompts/mcp_usage.py, src/resources/splunk_docs.py, src/routes/health.py, src/server.py, src/tools/docs/splunk_docs_tools.py, src/tools/health/status.py, src/tools/search/job_search.py, src/tools/search/oneshot_search.py, src/tools/workflows/list_workflows.py, src/tools/workflows/shared/config.py, src/tools/workflows/shared/context.py, src/tools/workflows/shared/dynamic_agent.py, src/tools/workflows/shared/parallel_executor.py, src/tools/workflows/shared/tools.py, src/tools/workflows/shared/workflow_manager.py, src/tools/workflows/summarization_tool.py, src/tools/workflows/workflow_builder.py, src/tools/workflows/workflow_requirements.py, src/tools/workflows/workflow_runner.py] issued: by: A2AS.org at: '2026-01-26T16:13:59Z' signatures: digest: sha256:xb4AtAPTdyQXd6Pfip30cJaulNcTjNcFApMegUhZ9HE key: ed25519:uaj4y4c-QkagKimZcuw-bXtyMtPnVsPpvR_P5j9n-QA sig: ed25519:AFa7a8PdR8K-1p3xjWpcFST8RdvsgDdERY--LAXNQAjZd9cDOGw4ssf1xGN_yOzr4e2ihB50Yfl8BB7hkCmRCQ agents: agent: type: instance models: [self.config.model] tools: [agent_tools] params: function: _create_agent_from_task name: task.name agent.SummarizationTool.summarization_agent: type: class models: [self.config.model] tools: [tools] params: class: SummarizationTool name: DiagnosticSummarizationAgent instructions: [You are an expert Splunk diagnostic analyst and technical writer specializing in comprehensive result analysis and executive reporting., '**Your Role:**', '- Analyze diagnostic results from multiple specialized agents', '- Identify patterns, correlations, and root causes across findings', '- Provide clear, actionable insights for both technical teams and executives', '- Generate prioritized recommendations with realistic timelines', '**Analysis Framework:**', '1. **Executive Summary**: High-level overview suitable for management', '2. **Root Cause Analysis**: Technical deep-dive into underlying issues', '3. **Action Items**: Specific, prioritized tasks with owners and timelines', '4. **Severity Assessment**: Risk levels and business impact', '5. **Resolution Timeline**: Realistic estimates for issue resolution', '**Output Requirements:**', '- Use clear, professional language appropriate for technical and non-technical audiences', '- Prioritize recommendations by impact and urgency', '- Provide specific, actionable steps rather than vague suggestions', '- Include confidence levels for assessments', '- Consider resource requirements and implementation complexity', '**Key Principles:**', '- Focus on business impact and user experience', '- Distinguish between symptoms and root causes', '- Provide both immediate fixes and long-term improvements', '- Consider operational constraints and maintenance windows', '- Emphasize preventive measures to avoid future issues', 'Always structure your analysis comprehensively and provide practical, implementable recommendations.'] dynamic_agent: type: instance models: [self.config.model] tools: [agent_tools] params: class: DynamicMicroAgent name: self.name function: create_dynamic_agent instructions: [final_instructions] models: self.config.model: type: variable agents: [agent, agent.SummarizationTool.summarization_agent, dynamic_agent] tools: agent_tools: type: variable agents: [agent, dynamic_agent] params: dynamic: "True" get_current_user_info: type: decorator params: description: Get current user information including roles and capabilities. get_splunk_health: type: decorator params: description: Check Splunk server health and connectivity. list_splunk_indexes: type: decorator params: description: List available Splunk indexes. return_summarization_result: type: decorator params: description: |- Return the comprehensive summarization analysis. Args: executive_summary: High-level summary for management root_cause_analysis: Technical analysis of underlying issues action_items: JSON string of prioritized action items (list) priority_recommendations: JSON string of priority recommendations (list) severity_assessment: Overall severity and business impact assessment resolution_timeline: Realistic timeline for issue resolution follow_up_actions: JSON string of follow-up actions (list) technical_details: JSON string of additional technical context (dict) confidence_score: Confidence level in the analysis (0.0-1.0) run_oneshot_search: type: decorator params: description: Execute a quick Splunk oneshot search. run_splunk_search: type: decorator params: description: Execute a Splunk search query. tool: type: wrapper params: wraps: run_splunk_search tools: type: variable agents: [agent.SummarizationTool.summarization_agent] params: dynamic: "True" wrapped: type: wrapper params: wraps: dynamic_tool_wrapper imports: _doc_cache: splunk_docs._doc_cache _secure_sanitize: src.core.security.sanitize_search_query _secure_validate: src.core.security.validate_search_query _sentry_initialized: config._sentry_initialized _sentry_sdk_available: config._sentry_sdk_available _warnings: warnings ABC: abc.ABC abstractmethod: abc.abstractmethod add_breadcrumb: src.core.sentry.add_breadcrumb AdminGuideResource: src.resources.splunk_docs.AdminGuideResource Agent: agents.Agent AgentConfig: config.AgentConfig AgentExecutionContext: dynamic_agent.AgentExecutionContext Any: typing.Any argparse: argparse ast: ast asynccontextmanager: contextlib.asynccontextmanager asyncio: asyncio AsyncioIntegration: sentry_sdk.integrations.asyncio.AsyncioIntegration AsyncIterator: collections.abc.AsyncIterator base64: base64 BaseHTTPMiddleware: starlette.middleware.base.BaseHTTPMiddleware BasePrompt: src.core.base.BasePrompt BaseResource: core.base.BaseResource BaseTool: src.core.base.BaseTool BeautifulSoup: bs4.BeautifulSoup Callable: collections.abc.Callable capture_mcp_error: context.capture_mcp_error cast: typing.cast CIMDataModelResource: src.resources.splunk_cim.CIMDataModelResource CIMDiscoveryResource: src.resources.splunk_cim.CIMDiscoveryResource client: splunklib.client ComponentLoader: src.core.loader.ComponentLoader Context: fastmcp.server.context.Context contextmanager: contextlib.contextmanager ContextVar: contextvars.ContextVar create_admin_guide_resource: resources.splunk_docs.create_admin_guide_resource create_cim_data_model_resource: resources.splunk_cim.create_cim_data_model_resource create_dashboard_studio_resource: resources.dashboard_studio_docs.create_dashboard_studio_resource create_dynamic_agent: dynamic_agent.create_dynamic_agent create_sentry_middlewares: mcp_middleware.create_sentry_middlewares create_spec_reference_resource: resources.splunk_docs.create_spec_reference_resource create_spl_command_resource: resources.splunk_docs.create_spl_command_resource create_splunk_tools: tools.create_splunk_tools create_summarization_tool: summarization_tool.create_summarization_tool create_troubleshooting_resource: resources.splunk_docs.create_troubleshooting_resource CreateSavedSearch: saved_search_tools.CreateSavedSearch custom_span: agents.custom_span DASHBOARD_STUDIO_TOPICS: src.resources.dashboard_studio_docs.DASHBOARD_STUDIO_TOPICS DashboardStudioDiscoveryResource: src.resources.dashboard_studio_docs.DashboardStudioDiscoveryResource DashboardStudioDocsResource: src.resources.dashboard_studio_docs.DashboardStudioDocsResource dataclass: dataclasses.dataclass datetime: datetime.datetime DeleteSavedSearch: saved_search_tools.DeleteSavedSearch DiagnosticResult: context.DiagnosticResult discover_prompts: core.discovery.discover_prompts discover_resources: discovery.discover_resources discover_tools: discovery.discover_tools DiscoverSplunkDocs: splunk_docs_tools.DiscoverSplunkDocs DocumentationDiscoveryResource: src.resources.splunk_docs.DocumentationDiscoveryResource DynamicMicroAgent: dynamic_agent.DynamicMicroAgent embedded_resource_registry: src.resources.embedded.embedded_resource_registry EmbeddedResource: src.resources.embedded.EmbeddedResource EnhancedConfigExtractor: core.enhanced_config_extractor.EnhancedConfigExtractor entry_points: importlib.metadata.entry_points Enum: enum.Enum execute_missing_data_workflow: workflow_manager.execute_missing_data_workflow execute_performance_workflow: workflow_manager.execute_performance_workflow ExecuteSavedSearch: saved_search_tools.ExecuteSavedSearch extract_client_config_from_headers: src.server.extract_client_config_from_headers FastMCP: fastmcp.FastMCP field: dataclasses.field filter_customer_indexes: core.utils.filter_customer_indexes function_tool: agents.function_tool functools: functools get_client_manager: core.client_identity.get_client_manager get_context: fastmcp.server.dependencies.get_context get_executed_store: shared.executed_store.get_executed_store get_http_headers: fastmcp.server.dependencies.get_http_headers get_http_request: fastmcp.server.dependencies.get_http_request get_server: fastmcp.server.dependencies.get_server get_splunk_service: src.client.splunk_client.get_splunk_service get_splunk_service_safe: src.client.splunk_client.get_splunk_service_safe get_type_hints: typing.get_type_hints GetAdminGuide: splunk_docs_tools.GetAdminGuide GetExecutedWorkflowsTool: get_executed_workflows.GetExecutedWorkflowsTool GetSavedSearchDetails: saved_search_tools.GetSavedSearchDetails GetSPLReference: splunk_docs_tools.GetSPLReference GetSplunkCheatSheet: splunk_docs_tools.GetSplunkCheatSheet GetSplunkDocumentation: splunk_docs_tools.GetSplunkDocumentation GetSplunkHealth: src.tools.health.status.GetSplunkHealth GetTroubleshootingGuide: splunk_docs_tools.GetTroubleshootingGuide hashlib: hashlib HTMLResponse: starlette.responses.HTMLResponse http_headers_context: src.core.shared_context.http_headers_context httpx: httpx HttpxIntegration: sentry_sdk.integrations.httpx.HttpxIntegration importlib: importlib init_sentry: src.core.sentry.init_sentry inspect: inspect is_sentry_enabled: config.is_sentry_enabled JobSearch: job_search.JobSearch json: json JSONResponse: starlette.responses.JSONResponse JSONResultsReader: splunklib.results.JSONResultsReader ListAdminTopics: splunk_docs_tools.ListAdminTopics ListAvailableTopics: splunk_docs_tools.ListAvailableTopics ListSavedSearches: saved_search_tools.ListSavedSearches ListSPLCommands: splunk_docs_tools.ListSPLCommands ListTroubleshootingTopics: splunk_docs_tools.ListTroubleshootingTopics ListWorkflowsTool: list_workflows.ListWorkflowsTool load_and_register_workflows: contrib.workflows.loaders.load_and_register_workflows load_css: templates.load_css load_dotenv: dotenv.load_dotenv load_template: templates.load_template log_tool_execution: src.core.utils.log_tool_execution logging: logging LoggingIntegration: sentry_sdk.integrations.logging.LoggingIntegration mcp_request_id: config.mcp_request_id mcp_session_id: config.mcp_session_id mcp_span: context.mcp_span mcp_tool_name: config.mcp_tool_name mcp_tool_registry: src.core.registry.tool_registry mcp_usage: mcp_usage MCPIntegration: sentry_sdk.integrations.mcp.MCPIntegration Middleware: fastmcp.server.middleware.Middleware MiddlewareContext: fastmcp.server.middleware.MiddlewareContext mimetypes: mimetypes OneshotSearch: oneshot_search.OneshotSearch OpenAI: openai.OpenAI os: os ParallelExecutionMetrics: parallel_executor.ParallelExecutionMetrics ParallelWorkflowExecutor: parallel_executor.ParallelWorkflowExecutor Path: pathlib.Path pkgutil: pkgutil prompt_registry: core.registry.prompt_registry PromptMetadata: src.core.base.PromptMetadata PydanticJsonSchemaWarning: pydantic.json_schema.PydanticJsonSchemaWarning random: random re: re regex_module: re register_all_cim_resources: splunk_cim.register_all_cim_resources register_all_prompts: prompts.register_all_prompts register_all_resources: resources.register_all_resources register_dashboard_studio_resources: dashboard_studio_docs.register_dashboard_studio_resources register_documentation_resources: splunk_docs.register_all_resources register_embedded_resources: embedded.register_embedded_resources register_embedded_splunk_docs: embedded_splunk_docs.register_embedded_splunk_docs render_template: templates.render_template Request: starlette.requests.Request resource_registry: src.core.registry.resource_registry ResourceMetadata: core.base.ResourceMetadata Response: starlette.responses.Response retry_with_exponential_backoff: retry.retry_with_exponential_backoff RetryConfig: config.RetryConfig Runner: agents.Runner sanitize_search_query: src.core.utils.sanitize_search_query sentry_sdk: sentry_sdk SentryHTTPMiddleware: src.core.sentry.SentryHTTPMiddleware SentryMCPMiddleware: src.core.sentry.SentryMCPMiddleware set_mcp_context: src.core.sentry.set_mcp_context setup_health_routes: src.routes.setup_health_routes SPLCommandResource: src.resources.splunk_docs.SPLCommandResource SplunkAppsResource: splunk_config.SplunkAppsResource SplunkCheatSheetResource: src.resources.splunk_docs.SplunkCheatSheetResource SplunkCIMResource: src.resources.splunk_cim.SplunkCIMResource SplunkConfigResource: splunk_config.SplunkConfigResource SplunkContext: src.core.base.SplunkContext SplunkDiagnosticContext: context.SplunkDiagnosticContext SplunkDocsProcessor: processors.html_processor.SplunkDocsProcessor SplunkHealthResource: splunk_config.SplunkHealthResource SplunkIndexesResource: splunk_config.SplunkIndexesResource SplunkSavedSearchesResource: splunk_config.SplunkSavedSearchesResource SplunkSearchResultsResource: splunk_config.SplunkSearchResultsResource SplunkSpecReferenceResource: src.resources.splunk_docs.SplunkSpecReferenceResource SplunkToolRegistry: tools.SplunkToolRegistry Starlette: starlette.applications.Starlette StarletteIntegration: sentry_sdk.integrations.starlette.StarletteIntegration SummarizationTool: summarization_tool.SummarizationTool sys: sys TaskDefinition: src.tools.workflows.shared.workflow_manager.TaskDefinition time: time timedelta: datetime.timedelta tomllib: tomli tool_registry: registry.tool_registry ToolMetadata: src.core.base.ToolMetadata trace: agents.trace trace_mcp_resource: decorators.trace_mcp_resource trace_mcp_tool: decorators.trace_mcp_tool trace_resource_read: decorators.trace_resource_read trace_splunk_operation: decorators.trace_splunk_operation trace_tool_call: decorators.trace_tool_call TroubleshootingResource: src.resources.splunk_docs.TroubleshootingResource TYPE_CHECKING: typing.TYPE_CHECKING TypeVar: typing.TypeVar Union: typing.Union UpdateSavedSearch: saved_search_tools.UpdateSavedSearch uuid: uuid uuid4: uuid.uuid4 uvicorn: uvicorn WorkflowBuilderTool: workflow_builder.WorkflowBuilderTool WorkflowDefinition: src.tools.workflows.shared.workflow_manager.WorkflowDefinition WorkflowLoader: contrib.workflows.loaders.WorkflowLoader WorkflowManager: shared.workflow_manager.WorkflowManager WorkflowRequirementsTool: workflow_requirements.WorkflowRequirementsTool WorkflowResult: workflow_manager.WorkflowResult WorkflowRunnerTool: workflow_runner.WorkflowRunnerTool yaml: yaml functions: __init__: type: sync module: src.resources.embedded_splunk_docs args: [self] __post_init__: type: sync module: src.tools.workflows.shared.dynamic_agent args: [self] _analyze_app_capabilities: type: sync module: src.resources.splunk_config args: [self, app] params: returns: dict _analyze_execute_method: type: sync module: scripts.generate_api_docs args: [self, tool_name, execute_method] _analyze_tool: type: sync module: scripts.generate_api_docs args: [self, tool_class, metadata] _basic_text_extraction: type: sync module: src.resources.processors.html_processor args: [self, html, url] params: returns: str _before_send_hook: type: sync module: src.core.sentry.config args: [event, hint] _before_send_transaction_hook: type: sync module: src.core.sentry.config args: [event, hint] _build_analysis_input: type: sync module: src.tools.workflows.summarization_tool args: [self, workflow_results, problem_description, diagnostic_context, execution_metadata] params: returns: str _build_dependency_graph: type: sync module: src.tools.workflows.shared.workflow_manager args: [self, tasks] params: returns: dict _build_dynamic_instructions: type: sync module: src.tools.workflows.shared.dynamic_agent args: [self, execution_context] params: returns: str _cache_content: type: sync module: src.resources.embedded args: [self, content] params: returns: None _cache_summary: type: sync module: src.server args: [include_values] params: returns: dict _calculate_parallel_efficiency: type: sync module: src.tools.workflows.shared.workflow_manager args: [self, tasks, execution_phases] params: returns: float _camel_to_snake: type: sync module: src.core.discovery args: [name] params: returns: str _check_forbidden_commands: type: sync module: src.core.security args: [self, query] params: returns: list[SecurityViolation] _check_pipeline_complexity: type: sync module: src.core.security args: [self, query] params: returns: list[SecurityViolation] _clean_blog_content: type: sync module: src.resources.processors.html_processor args: [self, content] params: returns: BeautifulSoup _convert_splunk_boolean: type: sync module: src.resources.splunk_config args: [self, value, default] _create_agent_from_task: type: sync module: src.tools.workflows.shared.parallel_executor args: [self, task] params: returns: Agent _create_agent_tools: type: sync module: src.tools.workflows.shared.dynamic_agent args: [self] _create_apps_error_response: type: sync module: src.resources.splunk_config args: [self, error_message] params: returns: str _create_dependency_summary: type: sync module: src.tools.workflows.shared.dynamic_agent args: [self, dependency_results] params: returns: str _create_error_response: type: sync module: src.resources.splunk_config args: [self, error_message, uri] params: returns: str _create_execution_phases: type: sync module: src.tools.workflows.shared.workflow_manager args: [self, tasks, dependency_graph] params: returns: list[list[str]] _create_fallback_result: type: sync module: src.tools.workflows.summarization_tool args: [self, agent_result, workflow_results, execution_metadata] params: returns: dict _create_fallback_tool: type: sync module: src.tools.workflows.shared.dynamic_agent args: [self, tool_name, description] _create_get_health_tool: type: sync module: src.tools.workflows.shared.dynamic_agent args: [self] _create_get_user_info_tool: type: sync module: src.tools.workflows.shared.dynamic_agent args: [self] _create_health_error_response: type: sync module: src.resources.splunk_config args: [self, error_message] params: returns: str _create_health_tool: type: sync module: src.tools.workflows.shared.parallel_executor args: [self] _create_indexes_error_response: type: sync module: src.resources.splunk_config args: [self, error_message] params: returns: str _create_list_indexes_tool: type: sync module: src.tools.workflows.shared.dynamic_agent args: [self] _create_missing_data_workflow: type: sync module: src.tools.workflows.shared.workflow_manager args: [self] params: returns: WorkflowDefinition _create_oneshot_search_tool: type: sync module: src.tools.workflows.shared.parallel_executor args: [self] _create_openai_agent: type: sync module: src.tools.workflows.shared.dynamic_agent args: [self] _create_performance_workflow: type: sync module: src.tools.workflows.shared.workflow_manager args: [self] params: returns: WorkflowDefinition _create_return_result_tool: type: sync module: src.tools.workflows.shared.dynamic_agent args: [self] _create_return_summary_tool: type: sync module: src.tools.workflows.summarization_tool args: [self] _create_run_oneshot_search_tool: type: sync module: src.tools.workflows.shared.dynamic_agent args: [self] _create_run_splunk_search_tool: type: sync module: src.tools.workflows.shared.dynamic_agent args: [self] _create_saved_searches_error_response: type: sync module: src.resources.splunk_config args: [self, error_message] params: returns: str _create_search_error_response: type: sync module: src.resources.splunk_config args: [self, error_message] params: returns: str _create_splunk_search_tool: type: sync module: src.tools.workflows.shared.parallel_executor args: [self] _create_summarization_agent: type: sync module: src.tools.workflows.summarization_tool args: [self] _create_tool_wrapper: type: sync module: src.core.loader args: [self, tool_class, tool_name] _create_user_info_tool: type: sync module: src.tools.workflows.shared.parallel_executor args: [self] _create_workflow_definition: type: sync module: contrib.workflows.loaders args: [self, workflow_data, file_path] params: returns: WorkflowDefinition _create_workflow_interactive: type: async module: src.tools.workflows.workflow_builder args: [self, ctx] params: returns: dict _detect_circular_dependencies: type: sync module: contrib.workflows.loaders args: [self, tasks] _detect_splunk_version: type: async module: src.tools.docs.splunk_docs_tools args: [self, ctx] params: returns: str _determine_overall_status: type: sync module: src.tools.workflows.shared.workflow_manager args: [self, task_results] params: returns: str _determine_workflow_category: type: sync module: src.tools.workflows.list_workflows args: [self, workflow_id, workflow_name] params: returns: str _discover_contrib_workflows: type: async module: src.tools.workflows.list_workflows args: [self, ctx] params: returns: dict _discover_core_workflows: type: async module: src.tools.workflows.list_workflows args: [self, ctx] params: returns: dict _discover_modules_in_package: type: sync module: src.core.discovery args: [package_name, base_class, register_func] params: returns: int _edit_workflow: type: async module: src.tools.workflows.workflow_builder args: [self, ctx, workflow_data] params: returns: dict _execute_agent_with_dependencies: type: async module: src.tools.workflows.shared.parallel_executor args: [self, agent, task, completed_results, diagnostic_context, ctx] params: returns: DiagnosticResult _execute_custom_task: type: async module: src.tools.workflows.shared.dynamic_agent args: [self, execution_context, instructions] params: returns: Any _execute_diagnostic_task_fallback: type: async module: src.tools.workflows.shared.dynamic_agent args: [self, execution_context, instructions, ctx] params: returns: DiagnosticResult _execute_generic_task: type: async module: src.tools.workflows.shared.dynamic_agent args: [self, execution_context, instructions, ctx] params: returns: DiagnosticResult _execute_index_verification: type: async module: src.tools.workflows.shared.dynamic_agent args: [self, execution_context, ctx] params: returns: DiagnosticResult _execute_license_verification: type: async module: src.tools.workflows.shared.dynamic_agent args: [self, execution_context, ctx] params: returns: DiagnosticResult _execute_permissions_check: type: async module: src.tools.workflows.shared.dynamic_agent args: [self, execution_context, ctx] params: returns: DiagnosticResult _execute_phase: type: async module: src.tools.workflows.shared.parallel_executor args: [self, phase_tasks, completed_results, diagnostic_context, ctx] params: returns: dict _execute_phase_with_tracing: type: async module: src.tools.workflows.shared.workflow_manager args: [self, workflow, phase_tasks, diagnostic_context, completed_task_results, ctx] params: returns: dict _execute_single_task_with_tracing: type: async module: src.tools.workflows.shared.workflow_manager args: [self, task_def, execution_context, ctx] params: returns: DiagnosticResult _execute_single_task_without_tracing: type: async module: src.tools.workflows.shared.workflow_manager args: [self, task_def, execution_context, ctx] params: returns: DiagnosticResult _execute_summarization_core: type: async module: src.tools.workflows.summarization_tool args: [self, ctx, workflow_results, problem_description, diagnostic_context, execution_metadata] params: returns: dict _execute_task_with_tracing: type: async module: src.tools.workflows.shared.dynamic_agent args: [self, execution_context, start_time, ctx, tracing_enabled] params: returns: DiagnosticResult _execute_time_range_check: type: async module: src.tools.workflows.shared.dynamic_agent args: [self, execution_context, ctx] params: returns: DiagnosticResult _execute_with_openai_agent: type: async module: src.tools.workflows.shared.dynamic_agent args: [self, execution_context, dynamic_instructions, ctx] params: returns: DiagnosticResult _execute_with_tracing: type: async module: src.tools.workflows.workflow_runner args: [self, ctx, workflow_id, problem_description, earliest_time, latest_time, focus_index, focus_host, focus_sourcetype, complexity_level, enable_summarization, execution_start_time] params: returns: dict _execute_workflow_core: type: async module: src.tools.workflows.shared.workflow_manager args: [self, workflow_id, diagnostic_context, ctx, execution_metadata, start_time] params: returns: WorkflowResult _extract_config_file_from_uri: type: sync module: src.resources.splunk_config args: [self, uri] _extract_config_from_headers: type: sync module: src.core.enhanced_config_extractor args: [self, headers] _extract_context: type: sync module: src.core.security args: [self, text, keyword, chars] params: returns: str _extract_from_client_certificate: type: sync module: src.core.enhanced_config_extractor args: [self, ctx] _extract_from_config_file: type: sync module: src.core.enhanced_config_extractor args: [self, ctx] _extract_from_context_variable_headers: type: sync module: src.core.enhanced_config_extractor args: [self] _extract_from_environment: type: sync module: src.core.enhanced_config_extractor args: [self, ctx] _extract_from_http_headers: type: sync module: src.core.enhanced_config_extractor args: [self, ctx] _extract_from_json_payload: type: sync module: src.core.enhanced_config_extractor args: [self, ctx] _extract_from_mcp_metadata: type: sync module: src.core.enhanced_config_extractor args: [self, ctx] _extract_from_middleware_context: type: sync module: src.core.enhanced_config_extractor args: [self, ctx] _extract_from_tool_params: type: sync module: src.core.enhanced_config_extractor args: [self, tool_params] _extract_from_websocket_session: type: sync module: src.core.enhanced_config_extractor args: [self, ctx] _extract_param_description: type: sync module: scripts.generate_api_docs args: [self, docstring, param_name] params: returns: str _extract_session_id: type: sync module: src.core.client_identity args: [self, ctx] params: returns: str _extract_session_id_from_headers: type: sync module: src.server args: [headers] _extract_source_info: type: sync module: scripts.generate_api_docs args: [self, tool_name, tool_class] _extract_uri_parameters: type: sync module: src.resources.embedded args: [self, uri] params: returns: dict _fetch_external_content: type: async module: src.resources.dashboard_studio_docs args: [self, topic_info] params: returns: str _finalize_workflow_result: type: async module: src.tools.workflows.shared.workflow_manager args: [self, workflow_id, workflow, task_results, execution_phases, start_time] params: returns: WorkflowResult _fix_json_schema: type: sync module: src.tools.workflows.shared.dynamic_agent args: [self, schema] params: returns: None _format_all_topics: type: sync module: src.resources.dashboard_studio_docs args: [self] params: returns: str _format_by_category: type: sync module: src.tools.workflows.list_workflows args: [self, workflows, metadata] params: returns: dict _format_default_value: type: sync module: scripts.generate_api_docs args: [self, default] _format_detailed: type: sync module: src.tools.workflows.list_workflows args: [self, workflows, metadata] params: returns: dict _format_final_result: type: sync module: src.tools.workflows.summarization_tool args: [self, summarization_result, workflow_results, execution_metadata] params: returns: dict _format_ids_only: type: sync module: src.tools.workflows.list_workflows args: [self, workflows, metadata] params: returns: dict _format_summary: type: sync module: src.tools.workflows.list_workflows args: [self, workflows, metadata] params: returns: dict _format_topic_list: type: sync module: src.resources.dashboard_studio_docs args: [self] params: returns: str _format_type_annotation: type: sync module: scripts.generate_api_docs args: [self, annotation] params: returns: str _generate_common_fields_list: type: sync module: src.resources.splunk_cim args: [self, model] params: returns: str _generate_content_from_params: type: async module: src.resources.embedded args: [self, ctx, params] params: returns: str _generate_content_hash: type: sync module: src.resources.embedded args: [self, content] params: returns: str _generate_detailed_tools: type: sync module: scripts.generate_api_docs args: [self] params: returns: str _generate_dynamic_content: type: async module: src.resources.embedded args: [self, ctx] params: returns: str _generate_etag: type: sync module: src.resources.embedded args: [self] _generate_example_field_mappings: type: sync module: src.resources.splunk_cim args: [self, model] params: returns: str _generate_footer: type: sync module: scripts.generate_api_docs args: [self] params: returns: str _generate_header: type: sync module: scripts.generate_api_docs args: [self] params: returns: str _generate_overview: type: sync module: scripts.generate_api_docs args: [self] params: returns: str _generate_parallel_workflow_summary: type: sync module: src.tools.workflows.shared.parallel_executor args: [self, workflow, task_results, execution_phases, execution_metrics] params: returns: dict _generate_parameter_schema: type: sync module: scripts.generate_api_docs args: [self, parameters] params: returns: dict _generate_related_models: type: sync module: src.resources.splunk_cim args: [self, model] params: returns: str _generate_schemas: type: sync module: scripts.generate_api_docs args: [self] params: returns: dict _generate_splunk_content: type: async module: src.resources.embedded args: [self, ctx, identity, service] params: returns: str _generate_tag_config: type: sync module: src.resources.splunk_cim args: [self, tags] params: returns: str _generate_template: type: sync module: src.tools.workflows.workflow_builder args: [self, template_type] params: returns: dict _generate_toc: type: sync module: scripts.generate_api_docs args: [self] params: returns: str _generate_tool_detail: type: sync module: scripts.generate_api_docs args: [self, tool_name] params: returns: str _generate_tools_by_category: type: sync module: scripts.generate_api_docs args: [self] params: returns: str _generate_usage_example: type: sync module: scripts.generate_api_docs args: [self, tool_name, params] params: returns: str _generate_use_case_guidance: type: sync module: src.resources.splunk_cim args: [self, model, model_info] params: returns: str _generate_workflow_summary: type: sync module: src.tools.workflows.shared.workflow_manager args: [self, workflow, task_results, execution_phases] params: returns: dict _get_admin_guide_content: type: sync module: src.resources.embedded_splunk_docs args: [self] params: returns: str _get_available_tools: type: sync module: src.tools.workflows.workflow_requirements args: [self] params: returns: dict _get_category_description: type: sync module: scripts.generate_api_docs args: [self, category] params: returns: str _get_category_summary: type: sync module: src.tools.workflows.list_workflows args: [self, workflows] params: returns: dict _get_cheat_sheet_content: type: sync module: src.resources.embedded_splunk_docs args: [self] params: returns: str _get_client_identifier: type: sync module: src.core.enhanced_config_extractor args: [self, ctx] _get_comprehensive_apps_data: type: async module: src.resources.splunk_config args: [self, service, identity] params: returns: dict _get_config_content: type: async module: src.resources.splunk_config args: [self, service, config_file, identity, uri] params: returns: str _get_context_variables: type: sync module: src.tools.workflows.workflow_requirements args: [self] params: returns: dict _get_data_quality_template: type: sync module: src.tools.workflows.workflow_builder args: [self] params: returns: dict _get_default_connection: type: async module: src.core.client_identity args: [self, ctx, client_config] params: returns: tuple _get_detailed_requirements: type: sync module: src.tools.workflows.workflow_requirements args: [self] params: returns: dict _get_doc_title: type: sync module: src.tools.docs.splunk_docs_tools args: [self, doc_uri] params: returns: str _get_documentation_content: type: async module: src.tools.docs.splunk_docs_tools args: [self, ctx, doc_uri, auto_detect_version] params: returns: str _get_example_value: type: sync module: scripts.generate_api_docs args: [self, param_name, param_type] params: returns: str _get_examples: type: sync module: src.tools.workflows.workflow_requirements args: [self] params: returns: dict _get_health_data: type: async module: src.resources.splunk_config args: [self, service, identity] params: returns: dict _get_indexes_data: type: async module: src.resources.splunk_config args: [self, service, identity] params: returns: dict _get_minimal_template: type: sync module: src.tools.workflows.workflow_builder args: [self] params: returns: dict _get_parallel_template: type: sync module: src.tools.workflows.workflow_builder args: [self] params: returns: dict _get_performance_template: type: sync module: src.tools.workflows.workflow_builder args: [self] params: returns: dict _get_prompt_metadata: type: sync module: src.core.discovery args: [prompt_class, module] _get_quick_reference: type: sync module: src.tools.workflows.workflow_requirements args: [self] params: returns: dict _get_related_topics: type: sync module: src.resources.dashboard_studio_docs args: [self] params: returns: str _get_resource_metadata: type: sync module: src.core.discovery args: [resource_class, module] _get_resource_name_from_uri: type: sync module: src.core.loader args: [self, uri] params: returns: str _get_results: type: sync module: contrib.scripts.validate_tools args: [self] params: returns: dict _get_saved_searches_data: type: async module: src.resources.splunk_config args: [self, service, identity] params: returns: dict _get_schema_definitions: type: sync module: src.tools.workflows.workflow_requirements args: [self] params: returns: dict _get_search_results: type: async module: src.resources.splunk_config args: [self, service, identity] params: returns: dict _get_security_template: type: sync module: src.tools.workflows.workflow_builder args: [self] params: returns: dict _get_sequential_template: type: sync module: src.tools.workflows.workflow_builder args: [self] params: returns: dict _get_server_default_config: type: sync module: src.core.enhanced_config_extractor args: [self] params: returns: dict _get_span_name: type: sync module: src.core.sentry.mcp_middleware args: [self, context] params: returns: str _get_span_op: type: sync module: src.core.sentry.mcp_middleware args: [self, method] params: returns: str _get_spl_reference_content: type: sync module: src.resources.embedded_splunk_docs args: [self] params: returns: str _get_splunk_context: type: sync module: src.core.base args: [self, ctx] _get_tool_metadata: type: sync module: src.core.discovery args: [tool_class, module] _get_topic_index: type: sync module: src.resources.dashboard_studio_docs args: [self] params: returns: str _get_troubleshooting_content: type: sync module: src.resources.embedded_splunk_docs args: [self] params: returns: str _identify_key_apps: type: sync module: src.resources.splunk_config args: [self, apps_data] params: returns: list[dict] _inject_dependency_context: type: sync module: src.tools.workflows.shared.parallel_executor args: [self, base_instructions, dependencies, completed_results, diagnostic_context] params: returns: str _is_cache_valid: type: sync module: src.resources.embedded args: [self] params: returns: bool _is_coroutine_function: type: sync module: src.core.sentry.decorators args: [func] params: returns: bool _is_valid_config_file: type: sync module: src.resources.splunk_config args: [self, config_file] params: returns: bool _load_config: type: sync module: src.tools.workflows.workflow_runner args: [self] _load_file_content: type: async module: src.resources.dashboard_studio_docs args: [self, filename] params: returns: str _load_manual_splunk_prompts: type: sync module: src.core.loader args: [self] params: returns: None _load_manual_splunk_resources: type: sync module: src.core.loader args: [self] params: returns: None _load_single_prompt: type: sync module: src.core.loader args: [self, metadata] params: returns: int _load_single_resource: type: sync module: src.core.loader args: [self, metadata] params: returns: int _log_loading_summary: type: sync module: contrib.workflows.loaders args: [self] _normalize_config: type: sync module: src.core.enhanced_config_extractor args: [self, config] params: returns: dict _normalize_config_for_hash: type: sync module: src.core.client_identity args: [self, config] params: returns: str _normalize_config_name: type: sync module: src.resources.splunk_docs args: [self, config] params: returns: str _normalize_session_id: type: sync module: src.server args: [value] _normalize_workflow_data: type: sync module: src.tools.workflows.workflow_builder args: [self, workflow_data] params: returns: dict _parse_agent_result_to_diagnostic: type: sync module: src.tools.workflows.shared.parallel_executor args: [self, agent_result, task] params: returns: DiagnosticResult _parse_docstring: type: sync module: scripts.generate_api_docs args: [self, docstring] params: returns: dict _parse_version_components: type: sync module: src.resources.splunk_docs args: [self, version] params: returns: tuple _process_embedded_content: type: async module: src.resources.embedded args: [self] params: returns: str _process_finished_workflow: type: async module: src.tools.workflows.workflow_builder args: [self, ctx, workflow_data] params: returns: dict _process_module: type: sync module: src.core.discovery args: [module, base_class, register_func] params: returns: int _python_type_to_json_type: type: sync module: scripts.generate_api_docs args: [self, python_type] params: returns: str _record_factory: type: sync module: src.server _register_apps_resource: type: sync module: src.core.loader args: [self, resource_class, uri, metadata] _register_builtin_workflows: type: sync module: src.tools.workflows.shared.workflow_manager args: [self] _register_config_resource: type: sync module: src.core.loader args: [self, resource_class, uri, metadata] _register_documentation_resource: type: sync module: src.core.loader args: [self, resource_class, uri, metadata] _register_documentation_resources: type: sync module: src.core.loader args: [self] params: returns: None _register_dynamic_documentation_handlers: type: sync module: src.core.loader args: [self] params: returns: None _register_file_resources: type: sync module: src.resources.embedded _register_generic_resource: type: sync module: src.core.loader args: [self, resource_class, uri, metadata] _register_hardcoded_workflows: type: sync module: src.tools.workflows.shared.workflow_manager args: [self] _register_health_resource: type: sync module: src.core.loader args: [self, resource_class, uri, metadata] _register_indexes_resource: type: sync module: src.core.loader args: [self, resource_class, uri, metadata] _register_prompt_class: type: sync module: src.core.discovery args: [prompt_class, module] params: returns: None _register_prompt_with_fastmcp: type: sync module: src.core.loader args: [self, prompt_class, metadata] _register_resource_class: type: sync module: src.core.discovery args: [resource_class, module] params: returns: None _register_saved_searches_resource: type: sync module: src.core.loader args: [self, resource_class, uri, metadata] _register_search_resource: type: sync module: src.core.loader args: [self, resource_class, uri, metadata] _register_splunk_embedded_resources: type: sync module: src.resources.embedded _register_template_resource: type: sync module: src.core.loader args: [self, resource_class, pattern] _register_template_resources: type: sync module: src.resources.embedded _register_tool_class: type: sync module: src.core.discovery args: [tool_class, module] params: returns: None _register_with_fastmcp: type: sync module: src.core.loader args: [self, resource_class, uri, metadata] _register_with_main_registry: type: sync module: src.resources.embedded _reload_tool_modules: type: sync module: src.core.loader args: [self] _remove_client: type: sync module: src.core.client_identity args: [self, client_id] _resolve_mcp_tool_name: type: sync module: src.tools.workflows.shared.tools args: [self, requested_name] params: returns: str _safe_get_job_count: type: sync module: src.resources.splunk_config args: [self, job, count_attr] params: returns: int _safe_get_job_time: type: sync module: src.resources.splunk_config args: [self, job, time_attr] params: returns: str _safe_get_search_query: type: sync module: src.resources.splunk_config args: [self, job] params: returns: str _sanitize_kwargs: type: sync module: src.core.sentry.decorators args: [kwargs] params: returns: dict _sanitize_params: type: sync module: src.core.sentry.mcp_middleware args: [self, params] params: returns: dict _sanitize_result: type: sync module: src.core.sentry.mcp_middleware args: [self, result, max_depth] params: returns: Any _set_method_specific_data: type: sync module: src.core.sentry.mcp_middleware args: [self, span, context] _set_result_metadata: type: sync module: src.core.sentry.mcp_middleware args: [self, span, result] _setup_workflow_infrastructure: type: sync module: src.tools.workflows.workflow_runner args: [self] _summarize_data_capabilities: type: sync module: src.resources.splunk_config args: [self, apps_data] params: returns: dict _summarize_search_capabilities: type: sync module: src.resources.splunk_config args: [self, apps_data] params: returns: dict _to_pascal_case: type: sync module: scripts.generate_api_docs args: [self, snake_str] params: returns: str _try_lifespan_connection: type: async module: src.core.client_identity args: [self, ctx, client_id] params: returns: tuple _update_registry_stats: type: sync module: src.resources.embedded args: [self, start_time, error] params: returns: None _validate_class_structure: type: sync module: contrib.scripts.validate_tools args: [self, tree, content] _validate_client_config: type: sync module: src.core.client_identity args: [self, config] _validate_content: type: sync module: src.resources.embedded args: [self, content] params: returns: ContentValidationResult _validate_context: type: sync module: contrib.workflows.loaders args: [self, workflow_data] params: returns: tuple _validate_default_config: type: sync module: src.core.client_identity args: [self, config] _validate_dependencies: type: sync module: contrib.workflows.loaders args: [self, tasks] params: returns: tuple _validate_documentation: type: sync module: contrib.scripts.validate_tools args: [self, tree, content] _validate_error_handling: type: sync module: contrib.scripts.validate_tools args: [self, tree, content] _validate_execute_method: type: sync module: contrib.scripts.validate_tools args: [self, tree, content] _validate_imports: type: sync module: contrib.scripts.validate_tools args: [self, tree, content] _validate_metadata: type: sync module: contrib.scripts.validate_tools args: [self, tree, content] _validate_naming_conventions: type: sync module: contrib.scripts.validate_tools args: [self, tool_file, tree] _validate_parameters: type: sync module: src.resources.embedded args: [self, params] params: returns: list[str] _validate_task: type: sync module: contrib.workflows.loaders args: [self, task, index] params: returns: tuple _validate_task_definition: type: sync module: src.tools.workflows.shared.dynamic_agent args: [self] _validate_test_file: type: sync module: contrib.scripts.validate_tools args: [self, tool_file] _validate_tools: type: sync module: contrib.workflows.loaders args: [self, workflow_data] params: returns: tuple _validate_workflow_data: type: sync module: src.tools.workflows.workflow_builder args: [self, workflow_data] params: returns: dict _validate_workflow_file: type: sync module: src.tools.workflows.workflow_builder args: [self, file_path] params: returns: dict _validate_workflow_structure: type: sync module: contrib.workflows.loaders args: [self, workflow_data, file_path] params: returns: dict add_breadcrumb: type: sync module: src.core.sentry.context args: [message, category, level, data] analyze_tool_file: type: sync module: contrib.scripts.list_tools args: [tool_file] async_wrapper: type: async module: src.core.sentry.decorators cache_key: type: sync module: src.resources.splunk_docs args: [self, version, category, topic] params: returns: str calculate_delay: type: sync module: src.tools.workflows.shared.config args: [self, attempt, suggested_delay] params: returns: float call_tool: type: async module: src.tools.workflows.shared.tools args: [self, tool_name, args] params: returns: dict capture_mcp_error: type: sync module: src.core.sentry.context args: [error, tool_name, resource_uri, extra] check_failure_policy: type: sync module: scripts.security_summary args: [result, fail_on] params: returns: tuple check_splunk_available: type: sync module: src.core.base args: [self, ctx] params: returns: tuple cleanup_expired_cache: type: sync module: src.resources.embedded args: [self] params: returns: int cleanup_idle_connections: type: sync module: src.core.client_identity args: [self] clear_resources: type: sync module: src.core.loader args: [self] collect_findings: type: sync module: scripts.security_summary args: [artifact_dir] params: returns: ScanResult create_admin_guide_resource: type: sync module: src.resources.splunk_docs args: [version, topic] params: returns: AdminGuideResource create_agent_tool: type: sync module: src.tools.workflows.shared.tools args: [self, requested_name] create_cim_data_model_resource: type: sync module: src.resources.splunk_cim args: [version, model] params: returns: CIMDataModelResource create_client_identity: type: sync module: src.core.client_identity args: [self, ctx, client_config] params: returns: ClientIdentity create_dashboard_studio_resource: type: sync module: src.resources.dashboard_studio_docs args: [topic] params: returns: DashboardStudioDocsResource create_dynamic_agent: type: sync module: src.tools.workflows.shared.dynamic_agent args: [config, tool_registry, task_definition] params: returns: DynamicMicroAgent create_files: type: sync module: contrib.scripts.generate_tool args: [info] params: returns: tuple create_from_template: type: sync module: src.resources.embedded args: [self, template_uri] create_list_workflows_tool: type: sync module: src.tools.workflows.list_workflows params: returns: ListWorkflowsTool create_root_app: type: sync module: src.server args: [server] params: returns: Starlette create_sentry_middlewares: type: sync module: src.core.sentry.mcp_middleware create_spec_reference_resource: type: sync module: src.resources.splunk_docs args: [config] params: returns: SplunkSpecReferenceResource create_spl_command_resource: type: sync module: src.resources.splunk_docs args: [version, command] params: returns: SPLCommandResource create_splunk_tools: type: sync module: src.tools.workflows.shared.tools args: [splunk_tool_registry] params: returns: list[Callable] create_summarization_tool: type: sync module: src.tools.workflows.summarization_tool args: [config, tool_registry] params: returns: SummarizationTool create_troubleshooting_resource: type: sync module: src.resources.splunk_docs args: [version, topic] params: returns: TroubleshootingResource critical_count: type: sync module: scripts.security_summary args: [self] params: returns: int decorator: type: sync module: src.core.sentry.decorators args: [func] params: returns: F dfs: type: sync module: contrib.workflows.loaders args: [node] discover_and_analyze_tools: type: sync module: scripts.generate_api_docs args: [self] discover_prompts: type: sync module: src.core.discovery args: [search_paths] params: returns: int discover_resources: type: sync module: src.core.discovery args: [search_paths] params: returns: int discover_tools: type: sync module: src.core.discovery args: [search_paths] params: returns: int discover_workflows: type: sync module: contrib.workflows.loaders args: [self] params: returns: list[Path] dispatch: type: async module: src.server args: [self, request, call_next] dynamic_tool_wrapper: type: async module: src.tools.workflows.shared.tools params: returns: str ensure_components_loaded: type: async module: src.server args: [server] params: returns: None error: type: async module: src.tools.workflows.list_workflows args: [self, msg] execute: type: async module: src.tools.search.job_search args: [self, ctx, query, earliest_time, latest_time] params: returns: dict execute_missing_data_workflow: type: async module: src.tools.workflows.shared.workflow_manager args: [workflow_manager, diagnostic_context, ctx] params: returns: WorkflowResult execute_performance_workflow: type: async module: src.tools.workflows.shared.workflow_manager args: [workflow_manager, diagnostic_context, ctx] params: returns: WorkflowResult execute_task: type: async module: src.tools.workflows.shared.dynamic_agent args: [self, execution_context, ctx] params: returns: DiagnosticResult execute_workflow: type: async module: src.tools.workflows.shared.workflow_manager args: [self, workflow_id, diagnostic_context, ctx, execution_metadata] params: returns: WorkflowResult execute_workflow_func: type: async module: src.tools.workflows.workflow_runner expand: type: sync module: src.resources.embedded args: [self] params: returns: str extract_client_config: type: async module: src.core.enhanced_config_extractor args: [self, ctx, tool_params] extract_client_config_from_env: type: sync module: src.server extract_client_config_from_headers: type: sync module: src.server args: [headers] extract_main_content: type: sync module: src.resources.processors.html_processor args: [self, soup, url] params: returns: BeautifulSoup extract_sections: type: sync module: src.resources.processors.html_processor args: [self, content] params: returns: list[dict] fallback_function: type: async module: src.tools.workflows.shared.dynamic_agent params: returns: str fetch_admin_docs: type: async module: src.resources.splunk_docs fetch_cheat_sheet: type: async module: src.resources.splunk_docs fetch_cim_content: type: async module: src.resources.splunk_cim args: [self, url] params: returns: str fetch_command_docs: type: async module: src.resources.splunk_docs fetch_doc_content: type: async module: src.resources.splunk_docs args: [self, url] params: returns: str fetch_model_docs: type: async module: src.resources.splunk_cim fetch_spec_docs: type: async module: src.resources.splunk_docs fetch_troubleshooting_docs: type: async module: src.resources.splunk_docs filter_customer_indexes: type: sync module: src.core.utils args: [indexes] find_tools: type: sync module: contrib.scripts.list_tools args: [contrib_dir] params: returns: dict force_reload_resources: type: sync module: src.core.loader args: [self] params: returns: int format_cim_url: type: sync module: src.resources.splunk_cim args: [self, version, model_slug] params: returns: str format_error_response: type: sync module: src.core.utils args: [error] params: returns: dict format_success_response: type: sync module: src.core.utils args: [data] params: returns: dict format_version_for_help_url: type: sync module: src.resources.splunk_docs args: [self, version] params: returns: str from_environment: type: sync module: src.tools.workflows.shared.config args: [cls] params: returns: RetryConfig generate_full_documentation: type: sync module: scripts.generate_api_docs args: [self] params: returns: str generate_json_report: type: sync module: scripts.security_summary args: [result] params: returns: str generate_llm_markdown: type: sync module: src.resources.processors.html_processor args: [self, sections, url] params: returns: str generate_markdown_report: type: sync module: scripts.security_summary args: [result, verbose] params: returns: str generate_openapi_spec: type: sync module: scripts.generate_api_docs args: [self] params: returns: dict generate_splunk_search_test_file: type: sync module: contrib.scripts.generate_tool args: [info] params: returns: str generate_splunk_search_tool_file: type: sync module: contrib.scripts.generate_tool args: [info] params: returns: str generate_test_file: type: sync module: contrib.scripts.generate_tool args: [info] params: returns: str generate_tool_file: type: sync module: contrib.scripts.generate_tool args: [info] params: returns: str get_admin_guide_docs: type: async module: src.core.loader args: [version, topic] params: returns: str get_apps_resource: type: async module: src.core.loader params: returns: str get_available_tools: type: sync module: src.tools.workflows.shared.tools args: [self] params: returns: list[str] get_cim_data_model: type: async module: src.core.loader args: [version, model] params: returns: str get_client_config_from_context: type: sync module: src.core.base args: [self, ctx] get_client_connection: type: async module: src.core.client_identity args: [self, ctx, client_config] params: returns: tuple get_client_manager: type: sync module: src.core.client_identity params: returns: ClientConnectionManager get_component_counts: type: sync module: src.routes.health args: [mcp_server] params: returns: tuple get_config_resource: type: async module: src.core.loader params: returns: str get_config_template: type: async module: src.core.loader args: [config_file, captured_pattern, captured_resource_class] params: returns: str get_content: type: async module: src.resources.splunk_config args: [self, ctx] params: returns: str get_context: type: sync module: src.tools.workflows.shared.tools args: [self] params: returns: Context get_current_user_info: type: async module: src.tools.workflows.shared.dynamic_agent params: returns: str get_dashboard_studio_docs: type: async module: src.core.loader args: [topic] params: returns: str get_documentation_resource: type: async module: src.core.loader params: returns: str get_embedded_splunk_doc: type: sync module: src.resources.embedded_splunk_docs args: [uri] get_enhanced_config_extractor: type: sync module: src.core.enhanced_config_extractor params: returns: EnhancedConfigExtractor get_generic_resource: type: async module: src.core.loader params: returns: str get_health_resource: type: async module: src.core.loader params: returns: str get_indexes_resource: type: async module: src.core.loader params: returns: str get_loading_report: type: sync module: contrib.workflows.loaders args: [self] params: returns: dict get_mcp: type: sync module: src.server params: returns: FastMCP get_metadata: type: sync module: src.resources.embedded args: [self] params: returns: ResourceMetadata get_multiline_input: type: sync module: contrib.scripts.generate_tool args: [prompt, required] params: returns: str get_or_fetch: type: async module: src.resources.splunk_docs args: [self, version, category, topic, fetch_func] params: returns: str get_prompt: type: async module: src.prompts.mcp_usage args: [self, ctx] params: returns: dict get_resource: type: sync module: src.resources.embedded args: [self, uri] get_saved_searches_resource: type: async module: src.core.loader params: returns: str get_search_resource: type: async module: src.core.loader params: returns: str get_security_config: type: sync module: src.core.security params: returns: dict get_spec_reference_docs: type: async module: src.core.loader args: [config] params: returns: str get_spl_command_docs: type: async module: src.core.loader args: [version, command] params: returns: str get_splunk_config: type: sync module: src.client.splunk_client args: [client_config] params: returns: dict get_splunk_health: type: async module: src.tools.workflows.shared.dynamic_agent params: returns: str get_splunk_service: type: async module: src.core.base args: [self, ctx, tool_level_config] params: returns: client.Service get_splunk_service_safe: type: sync module: src.client.splunk_client args: [client_config] get_splunk_status: type: sync module: src.routes.health args: [mcp_server] params: returns: tuple get_splunk_version: type: async module: src.resources.splunk_docs args: [self, ctx] params: returns: str get_statistics: type: sync module: src.resources.embedded args: [self] params: returns: dict get_template: type: sync module: src.resources.embedded args: [self, uri_template] get_tool: type: sync module: src.core.registry args: [self, name] get_tool_info: type: sync module: contrib.scripts.generate_tool params: returns: dict get_tools: type: sync module: src.tools.workflows.shared.tools args: [self] params: returns: list[Callable] get_troubleshooting_docs: type: async module: src.core.loader args: [version, topic] params: returns: str get_user_input: type: sync module: contrib.scripts.generate_tool args: [prompt, required, options] params: returns: str get_version: type: sync module: src.routes.health params: returns: str get_workflow: type: sync module: src.tools.workflows.shared.workflow_manager args: [self, workflow_id] has_circular_dependency: type: sync module: src.tools.workflows.workflow_builder args: [task_id, visited, rec_stack] params: returns: bool health_api: type: async module: src.routes.health args: [request] params: returns: JSONResponse health_check: type: async module: src.server args: [request] params: returns: JSONResponse health_check_resource: type: sync module: src.server params: returns: str health_page: type: async module: src.routes.health args: [request] params: returns: HTMLResponse high_count: type: sync module: scripts.security_summary args: [self] params: returns: int hot_reload: type: sync module: src.server params: returns: dict info: type: async module: src.tools.workflows.list_workflows args: [self, msg] init_sentry: type: sync module: src.core.sentry.config params: returns: bool interactive_browser: type: sync module: contrib.scripts.list_tools args: [tools_by_category] invalidate_version: type: sync module: src.resources.splunk_docs args: [self, version] is_expired: type: sync module: src.resources.splunk_docs args: [self, timestamp] params: returns: bool is_sentry_enabled: type: sync module: src.core.sentry.config params: returns: bool list_embedded_splunk_docs: type: sync module: src.resources.embedded_splunk_docs params: returns: list[dict] list_prompts: type: sync module: src.core.registry args: [self, category] params: returns: list[PromptMetadata] list_resources: type: sync module: src.resources.embedded args: [self] params: returns: list[ResourceMetadata] list_splunk_indexes: type: async module: src.tools.workflows.shared.dynamic_agent params: returns: str list_templates: type: sync module: src.resources.embedded args: [self] params: returns: list[ResourceTemplate] list_tools: type: sync module: src.core.registry args: [self, category] params: returns: list[ToolMetadata] list_workflows: type: sync module: src.tools.workflows.shared.workflow_manager args: [self] params: returns: list[WorkflowDefinition] load_all_components: type: sync module: src.core.loader args: [self] params: returns: dict load_all_workflows: type: sync module: contrib.workflows.loaders args: [self] params: returns: dict load_and_register_workflows: type: sync module: contrib.workflows.loaders args: [workflow_manager, workflows_directory] params: returns: int load_css: type: sync module: src.routes.templates args: [css_name] params: returns: str load_plugins: type: sync module: src.server args: [mcp, root_app] params: returns: int load_prompts: type: sync module: src.core.loader args: [self] params: returns: int load_resources: type: sync module: src.core.loader args: [self] params: returns: int load_template: type: sync module: src.routes.templates args: [template_name] params: returns: str load_tools: type: sync module: src.core.loader args: [self] params: returns: int load_user_workflows: type: sync module: contrib.workflows.loaders args: [workflows_directory] params: returns: dict load_workflow_file: type: sync module: contrib.workflows.loaders args: [self, file_path] log_tool_execution: type: sync module: src.core.utils args: [tool_name] low_count: type: sync module: scripts.security_summary args: [self] params: returns: int main: type: sync module: contrib.scripts.generate_tool mask_sensitive: type: sync module: src.server args: [data] params: returns: dict mcp_span: type: sync module: src.core.sentry.context args: [op, name, description] medium_count: type: sync module: scripts.security_summary args: [self] params: returns: int normalize_cim_version: type: sync module: src.resources.splunk_cim args: [self, version] params: returns: str normalize_version: type: sync module: src.resources.splunk_docs args: [self, version] params: returns: str on_request: type: async module: src.server args: [self, context, call_next] parse_bandit_json: type: sync module: scripts.security_summary args: [filepath] params: returns: list[Finding] parse_gitleaks_json: type: sync module: scripts.security_summary args: [filepath] params: returns: list[Finding] parse_safety_json: type: sync module: scripts.security_summary args: [filepath] params: returns: list[Finding] parse_semgrep_sarif: type: sync module: scripts.security_summary args: [filepath] params: returns: list[Finding] parse_trivy_sarif: type: sync module: scripts.security_summary args: [filepath] params: returns: list[Finding] personalized_greeting: type: sync module: src.server args: [name] params: returns: str print_tool_details: type: sync module: contrib.scripts.list_tools args: [tool_path] print_tools_summary: type: sync module: contrib.scripts.list_tools args: [tools_by_category] print_validation_results: type: sync module: contrib.scripts.validate_tools args: [results] process_cheat_sheet_content: type: sync module: src.resources.processors.html_processor args: [self, html, url] params: returns: str process_element: type: sync module: src.resources.processors.html_processor args: [self, element] params: returns: str process_html: type: sync module: src.resources.processors.html_processor args: [self, html, url] params: returns: str prompt_wrapper: type: async module: src.core.loader params: returns: list[dict] register: type: sync module: src.core.registry args: [self, prompt_class, metadata] params: returns: None register_all_cim_resources: type: sync module: src.resources.splunk_cim register_all_prompts: type: sync module: src.prompts register_all_resources: type: sync module: src.resources.splunk_docs register_dashboard_studio_resources: type: sync module: src.resources.dashboard_studio_docs register_embedded_resource: type: sync module: src.resources.embedded args: [self, resource] params: returns: None register_embedded_resources: type: sync module: src.resources.embedded register_embedded_splunk_docs: type: sync module: src.resources.embedded_splunk_docs register_instance: type: sync module: src.core.registry args: [self, resource_instance, metadata] params: returns: None register_template: type: sync module: src.resources.embedded args: [self, template] params: returns: None register_tool: type: sync module: src.tools.workflows.shared.tools args: [self, tool_func, aliases] register_workflow: type: sync module: src.tools.workflows.shared.workflow_manager args: [self, workflow] register_workflows_with_manager: type: sync module: contrib.workflows.loaders args: [self, workflow_manager] params: returns: int reload_all_components: type: sync module: src.core.loader args: [self] params: returns: dict reload_tools: type: sync module: src.core.loader args: [self] params: returns: int render_template: type: sync module: src.routes.templates args: [template_content] params: returns: str report_progress: type: async module: src.tools.workflows.list_workflows args: [self, progress, total] return_diagnostic_result: type: async module: src.tools.workflows.shared.dynamic_agent args: [status, findings, recommendations, details, severity, success_score, trace_url] params: returns: str return_summarization_result: type: tool module: src.tools.workflows.summarization_tool args: [executive_summary, root_cause_analysis, action_items, priority_recommendations, severity_assessment, resolution_timeline, follow_up_actions, technical_details, confidence_score] params: returns: str run_oneshot_search: type: async module: src.tools.workflows.shared.dynamic_agent args: [query, earliest_time, latest_time, max_results] params: returns: str run_splunk_search: type: async module: src.tools.workflows.shared.dynamic_agent args: [query, earliest_time, latest_time] params: returns: str sanitize_query: type: sync module: src.core.security args: [self, query] params: returns: str sanitize_search_query: type: sync module: src.core.utils args: [query] params: returns: str save_client_config: type: async module: src.core.enhanced_config_extractor args: [self, client_id, config] params: returns: bool secret_count: type: sync module: scripts.security_summary args: [self] params: returns: int sentry_test: type: async module: src.server args: [ctx, trigger_error, test_type] params: returns: dict sentry_test_endpoint: type: async module: src.server args: [request] params: returns: JSONResponse server_info: type: sync module: src.server params: returns: dict set_context: type: sync module: src.tools.workflows.shared.tools args: [self, ctx] set_mcp_context: type: sync module: src.core.sentry.context args: [session_id, request_id, user_id, extra] setup_health_routes: type: sync module: src.routes.health args: [mcp] splunk_lifespan: type: async module: src.server args: [server] params: returns: AsyncIterator[SplunkContext] sync_wrapper: type: sync module: src.core.sentry.decorators table_to_markdown: type: sync module: src.resources.processors.html_processor args: [self, table] params: returns: str test_list_workflows: type: async module: src.tools.workflows.list_workflows to_pascal_case: type: sync module: contrib.scripts.generate_tool args: [text] params: returns: str to_snake_case: type: sync module: contrib.scripts.generate_tool args: [text] params: returns: str tool_wrapper: type: async module: src.core.loader total_count: type: sync module: scripts.security_summary args: [self] params: returns: int trace_mcp_resource: type: sync module: src.core.sentry.decorators args: [resource_uri] trace_mcp_tool: type: sync module: src.core.sentry.decorators args: [tool_name] trace_resource_read: type: sync module: src.core.sentry.decorators args: [resource_uri] trace_splunk_operation: type: sync module: src.core.sentry.decorators args: [operation] trace_tool_call: type: sync module: src.core.sentry.decorators args: [tool_name] traces_sampler: type: sync module: src.core.sentry.config args: [sampling_context] params: returns: float truncate_large_response: type: sync module: src.core.utils args: [data, max_items] params: returns: tuple unregister: type: sync module: src.core.registry args: [self, name] params: returns: bool user_agent_info: type: async module: src.server args: [ctx] params: returns: dict validate_all_tools: type: sync module: contrib.scripts.validate_tools args: [contrib_dir] params: returns: dict validate_json: type: sync module: src.resources.embedded args: [content] params: returns: ContentValidationResult validate_markdown: type: sync module: src.resources.embedded args: [content] params: returns: ContentValidationResult validate_parameters: type: sync module: src.resources.embedded args: [self] params: returns: list[str] validate_query: type: sync module: src.core.security args: [self, query, strict] params: returns: tuple validate_search_query: type: sync module: src.core.utils args: [query, strict] params: returns: tuple validate_splunk_connection: type: sync module: src.core.utils args: [ctx] params: returns: tuple validate_text: type: sync module: src.resources.embedded args: [content] params: returns: ContentValidationResult validate_time_range: type: sync module: src.core.utils args: [earliest_time, latest_time] params: returns: tuple validate_tool: type: sync module: contrib.scripts.validate_tools args: [self, tool_file] params: returns: dict validate_workflow_file: type: sync module: contrib.workflows.loaders args: [file_path] params: returns: dict variables: env_var: type: env params: caller: [os.getenv] path: [src.core.enhanced_config_extractor, src.server] GITHUB_OUTPUT: type: env params: caller: [os.environ.get] path: [scripts.security_summary] MCP_AUTH_DISABLED: type: env params: caller: [os.getenv] path: [src.server] MCP_AUTH_PROVIDER: type: env params: caller: [os.getenv] path: [src.server] MCP_AUTH_PROVIDER_KWARGS: type: env params: caller: [os.getenv] path: [src.server] MCP_DISABLE_PLUGINS: type: env params: caller: [os.getenv] path: [src.server] MCP_HOT_RELOAD: type: env params: caller: [os.environ.get] path: [src.server] MCP_JSON_RESPONSE: type: env params: caller: [os.getenv] path: [src.server] MCP_LOG_LEVEL: type: env params: caller: [os.getenv] path: [src.server] MCP_PLUGIN_GROUP: type: env params: caller: [os.getenv] path: [src.server] MCP_RELOAD_MODULES: type: env params: caller: [os.environ.get] path: [src.core.loader] MCP_SERVER_HOST: type: env params: caller: [os.environ.get] path: [src.server] MCP_SERVER_PORT: type: env params: caller: [os.environ.get] path: [src.server] MCP_STATELESS_HTTP: type: env params: caller: [os.getenv] path: [src.server] OPENAI_API_KEY: type: env params: caller: [os.getenv] path: [src.tools.workflows.workflow_runner, src.tools.workflows.shared.config] OPENAI_MAX_RETRIES: type: env params: caller: [os.getenv] path: [src.tools.workflows.shared.config] OPENAI_MAX_TOKENS: type: env params: caller: [os.getenv] path: [src.tools.workflows.workflow_runner, src.tools.workflows.shared.config] OPENAI_MODEL: type: env params: caller: [os.getenv] path: [src.tools.workflows.workflow_runner, src.tools.workflows.shared.config] OPENAI_RETRY_BASE_DELAY: type: env params: caller: [os.getenv] path: [src.tools.workflows.shared.config] OPENAI_RETRY_EXPONENTIAL_BASE: type: env params: caller: [os.getenv] path: [src.tools.workflows.shared.config] OPENAI_RETRY_JITTER: type: env params: caller: [os.getenv] path: [src.tools.workflows.shared.config] OPENAI_RETRY_MAX_DELAY: type: env params: caller: [os.getenv] path: [src.tools.workflows.shared.config] OPENAI_TEMPERATURE: type: env params: caller: [os.getenv] path: [src.tools.workflows.workflow_runner, src.tools.workflows.shared.config] OPENAI_TRACES_BASE_URL: type: env params: caller: [os.getenv] path: [src.tools.workflows.workflow_runner] SENTRY_DEBUG: type: env params: caller: [os.getenv] path: [src.core.sentry.config] SENTRY_DSN: type: env params: caller: [os.getenv] path: [src.core.sentry.config] SENTRY_ENABLE_LOGS: type: env params: caller: [os.getenv] path: [src.core.sentry.config] SENTRY_ENVIRONMENT: type: env params: caller: [os.getenv] path: [src.core.sentry.config] SENTRY_PROFILES_SAMPLE_RATE: type: env params: caller: [os.getenv] path: [src.core.sentry.config] SENTRY_RELEASE: type: env params: caller: [os.getenv] path: [src.core.sentry.config] SENTRY_SEND_PII: type: env params: caller: [os.getenv] path: [src.core.sentry.config] SENTRY_TRACES_SAMPLE_RATE: type: env params: caller: [os.getenv] path: [src.core.sentry.config] SPLUNK_HOST: type: env params: caller: [os.getenv] path: [src.client.splunk_client] SPLUNK_PASSWORD: type: env params: caller: [os.getenv] path: [src.client.splunk_client] SPLUNK_PORT: type: env params: caller: [os.getenv] path: [src.client.splunk_client] SPLUNK_SCHEME: type: env params: caller: [os.getenv] path: [src.client.splunk_client] SPLUNK_USERNAME: type: env params: caller: [os.getenv] path: [src.client.splunk_client] SPLUNK_VERIFY_SSL: type: env params: caller: [os.getenv] path: [src.client.splunk_client] files: ./: type: pattern actions: [read] params: patterns: ['*.json'] caller: [discover_workflows] .json: type: literal actions: [read] params: caller: [save_client_config] path: [Path] .py: type: literal actions: [read] params: caller: [create_files] path: [tool_dir] artifact_dir: type: variable actions: [read] params: caller: [Path] category_dir: type: variable actions: [read] params: caller: [category_dir.iterdir] config_file: type: variable actions: [write] params: caller: [open] alias: [f] config_path: type: variable actions: [read] params: caller: [open, json.load, yaml.safe_load] alias: [f] css_path: type: variable actions: [read] params: caller: [open] alias: [f] dir_path: type: variable actions: [read] params: caller: [dir_path.rglob] docs/api: type: literal actions: [read] params: caller: [main] error_file: type: variable actions: [read] params: caller: [Path] file_path: type: variable actions: [read] params: caller: [open, file_path.read_text, json.load] alias: [f] filepath: type: variable actions: [read] params: caller: [open, json.load] alias: [f] init_file: type: variable actions: [write] params: caller: [open] alias: [f] log_dir: type: variable actions: [read] params: caller: [os.makedirs] markdown_file: type: variable actions: [write] params: caller: [open] alias: [f] mcp_splunk_server.log: type: literal actions: [read] params: caller: [os.path.join] path: [log_dir] openapi.json: type: literal actions: [read] params: caller: [main] path: [output_dir] openapi_file: type: variable actions: [write] params: caller: [open] alias: [f] output_dir: type: literal actions: [read, write] params: caller: [Path('docs/api'), output_dir.mkdir] output_file: type: variable actions: [write] params: caller: [open] alias: [f] pyproject.toml: type: literal actions: [read] params: caller: [os.path.join] path: [project_root] pyproject_path: type: variable actions: [read] params: caller: [open, tomllib.load] alias: [f] src/tools/workflows/core/: type: literal actions: [read] params: caller: [discover_workflows] template_path: type: variable actions: [read] params: caller: [open] alias: [f] test_dir: type: variable actions: [write] params: caller: [test_dir.mkdir] test_file: type: variable actions: [read, write] params: caller: [open, json.load] alias: [f] tool_dir: type: variable actions: [write] params: caller: [tool_dir.mkdir] tool_file: type: variable actions: [read, write] params: caller: [open] alias: [f] tool_path: type: variable actions: [read] params: caller: [Path] tools.md: type: literal actions: [read] params: caller: [main] path: [output_dir] tools_dir: type: variable actions: [read] params: caller: [tools_dir.iterdir]