Running Vale across on the following files affected by this PR:

- changelog.mdx
- clients/sampling.mdx
- community/showcase.mdx
- development/contributing.mdx
- v2/development/tests.mdx
- development/upgrade-guide.mdx
- development/v3-notes/v3-features.mdx
- v2/patterns/contrib.mdx
- v2/patterns/testing.mdx
- python-sdk/fastmcp-cli-cimd.mdx
- python-sdk/fastmcp-cli-cli.mdx
- python-sdk/fastmcp-cli-client.mdx
- python-sdk/fastmcp-cli-discovery.mdx
- python-sdk/fastmcp-cli-generate.mdx
- python-sdk/fastmcp-cli-install-claude_code.mdx
- python-sdk/fastmcp-cli-install-claude_desktop.mdx
- python-sdk/fastmcp-cli-install-cursor.mdx
- python-sdk/fastmcp-cli-install-gemini_cli.mdx
- python-sdk/fastmcp-cli-install-goose.mdx
- python-sdk/fastmcp-cli-install-mcp_json.mdx
- python-sdk/fastmcp-cli-install-shared.mdx
- python-sdk/fastmcp-cli-install-stdio.mdx
- python-sdk/fastmcp-cli-run.mdx
- python-sdk/fastmcp-cli-tasks.mdx
- python-sdk/fastmcp-client-auth-bearer.mdx
- python-sdk/fastmcp-client-auth-oauth.mdx
- python-sdk/fastmcp-client-client.mdx
- python-sdk/fastmcp-client-elicitation.mdx
- python-sdk/fastmcp-client-logging.mdx
- python-sdk/fastmcp-client-messages.mdx
- python-sdk/fastmcp-client-mixins-prompts.mdx
- python-sdk/fastmcp-client-mixins-resources.mdx
- python-sdk/fastmcp-client-mixins-task_management.mdx
- python-sdk/fastmcp-client-mixins-tools.mdx
- python-sdk/fastmcp-client-oauth_callback.mdx
- python-sdk/fastmcp-client-progress.mdx
- python-sdk/fastmcp-client-roots.mdx
- python-sdk/fastmcp-client-sampling-__init__.mdx
- python-sdk/fastmcp-client-sampling-handlers-anthropic.mdx
- python-sdk/fastmcp-client-sampling-handlers-openai.mdx
- python-sdk/fastmcp-client-tasks.mdx
- python-sdk/fastmcp-client-telemetry.mdx
- python-sdk/fastmcp-client-transports-base.mdx
- python-sdk/fastmcp-client-transports-config.mdx
- python-sdk/fastmcp-client-transports-http.mdx
- python-sdk/fastmcp-client-transports-inference.mdx
- python-sdk/fastmcp-client-transports-memory.mdx
- python-sdk/fastmcp-client-transports-sse.mdx
- python-sdk/fastmcp-client-transports-stdio.mdx
- python-sdk/fastmcp-decorators.mdx
- python-sdk/fastmcp-exceptions.mdx
- python-sdk/fastmcp-mcp_config.mdx
- python-sdk/fastmcp-prompts-function_prompt.mdx
- python-sdk/fastmcp-prompts-prompt.mdx
- python-sdk/fastmcp-resources-function_resource.mdx
- python-sdk/fastmcp-resources-resource.mdx
- python-sdk/fastmcp-resources-template.mdx
- python-sdk/fastmcp-resources-types.mdx
- python-sdk/fastmcp-server-apps.mdx
- python-sdk/fastmcp-server-auth-auth.mdx
- python-sdk/fastmcp-server-auth-authorization.mdx
- python-sdk/fastmcp-server-auth-cimd.mdx
- python-sdk/fastmcp-server-auth-jwt_issuer.mdx
- python-sdk/fastmcp-server-auth-middleware.mdx
- python-sdk/fastmcp-server-auth-oauth_proxy-consent.mdx
- python-sdk/fastmcp-server-auth-oauth_proxy-models.mdx
- python-sdk/fastmcp-server-auth-oauth_proxy-proxy.mdx
- python-sdk/fastmcp-server-auth-oauth_proxy-ui.mdx
- python-sdk/fastmcp-server-auth-oidc_proxy.mdx
- python-sdk/fastmcp-server-auth-providers-auth0.mdx
- python-sdk/fastmcp-server-auth-providers-aws.mdx
- python-sdk/fastmcp-server-auth-providers-azure.mdx
- python-sdk/fastmcp-server-auth-providers-debug.mdx
- python-sdk/fastmcp-server-auth-providers-descope.mdx
- python-sdk/fastmcp-server-auth-providers-discord.mdx
- python-sdk/fastmcp-server-auth-providers-github.mdx
- python-sdk/fastmcp-server-auth-providers-google.mdx
- python-sdk/fastmcp-server-auth-providers-in_memory.mdx
- python-sdk/fastmcp-server-auth-providers-introspection.mdx
- python-sdk/fastmcp-server-auth-providers-jwt.mdx
- python-sdk/fastmcp-server-auth-providers-oci.mdx
- python-sdk/fastmcp-server-auth-providers-scalekit.mdx
- python-sdk/fastmcp-server-auth-providers-supabase.mdx
- python-sdk/fastmcp-server-auth-providers-workos.mdx
- python-sdk/fastmcp-server-auth-redirect_validation.mdx
- python-sdk/fastmcp-server-auth-ssrf.mdx
- python-sdk/fastmcp-server-context.mdx
- python-sdk/fastmcp-server-dependencies.mdx
- python-sdk/fastmcp-server-elicitation.mdx
- python-sdk/fastmcp-server-event_store.mdx
- python-sdk/fastmcp-server-http.mdx
- python-sdk/fastmcp-server-lifespan.mdx
- python-sdk/fastmcp-server-low_level.mdx
- python-sdk/fastmcp-server-middleware-authorization.mdx
- python-sdk/fastmcp-server-middleware-caching.mdx
- python-sdk/fastmcp-server-middleware-dereference.mdx
- python-sdk/fastmcp-server-middleware-error_handling.mdx
- python-sdk/fastmcp-server-middleware-logging.mdx
- python-sdk/fastmcp-server-middleware-middleware.mdx
- python-sdk/fastmcp-server-middleware-ping.mdx
- python-sdk/fastmcp-server-middleware-rate_limiting.mdx
- python-sdk/fastmcp-server-middleware-response_limiting.mdx
- python-sdk/fastmcp-server-middleware-timing.mdx
- python-sdk/fastmcp-server-middleware-tool_injection.mdx
- python-sdk/fastmcp-server-mixins-lifespan.mdx
- python-sdk/fastmcp-server-mixins-mcp_operations.mdx
- python-sdk/fastmcp-server-mixins-transport.mdx
- python-sdk/fastmcp-server-openapi-server.mdx
- python-sdk/fastmcp-server-providers-aggregate.mdx
- python-sdk/fastmcp-server-providers-base.mdx
- python-sdk/fastmcp-server-providers-fastmcp_provider.mdx
- python-sdk/fastmcp-server-providers-filesystem.mdx
- python-sdk/fastmcp-server-providers-filesystem_discovery.mdx
- python-sdk/fastmcp-server-providers-local_provider-decorators-prompts.mdx
- python-sdk/fastmcp-server-providers-local_provider-decorators-resources.mdx
- python-sdk/fastmcp-server-providers-local_provider-decorators-tools.mdx
- python-sdk/fastmcp-server-providers-local_provider-local_provider.mdx
- python-sdk/fastmcp-server-providers-openapi-components.mdx
- python-sdk/fastmcp-server-providers-openapi-provider.mdx
- python-sdk/fastmcp-server-providers-openapi-routing.mdx
- python-sdk/fastmcp-server-providers-proxy.mdx
- python-sdk/fastmcp-server-providers-skills-claude_provider.mdx
- python-sdk/fastmcp-server-providers-skills-directory_provider.mdx
- python-sdk/fastmcp-server-providers-skills-skill_provider.mdx
- python-sdk/fastmcp-server-providers-skills-vendor_providers.mdx
- python-sdk/fastmcp-server-sampling-run.mdx
- python-sdk/fastmcp-server-sampling-sampling_tool.mdx
- python-sdk/fastmcp-server-server.mdx
- python-sdk/fastmcp-server-tasks-capabilities.mdx
- python-sdk/fastmcp-server-tasks-config.mdx
- python-sdk/fastmcp-server-tasks-elicitation.mdx
- python-sdk/fastmcp-server-tasks-handlers.mdx
- python-sdk/fastmcp-server-tasks-keys.mdx
- python-sdk/fastmcp-server-tasks-notifications.mdx
- python-sdk/fastmcp-server-tasks-requests.mdx
- python-sdk/fastmcp-server-tasks-routing.mdx
- python-sdk/fastmcp-server-tasks-subscriptions.mdx
- python-sdk/fastmcp-server-telemetry.mdx
- python-sdk/fastmcp-server-transforms-__init__.mdx
- python-sdk/fastmcp-server-transforms-namespace.mdx
- python-sdk/fastmcp-server-transforms-prompts_as_tools.mdx
- python-sdk/fastmcp-server-transforms-resources_as_tools.mdx
- python-sdk/fastmcp-server-transforms-tool_transform.mdx
- python-sdk/fastmcp-server-transforms-version_filter.mdx
- python-sdk/fastmcp-server-transforms-visibility.mdx
- python-sdk/fastmcp-settings.mdx
- python-sdk/fastmcp-telemetry.mdx
- python-sdk/fastmcp-tools-function_parsing.mdx
- python-sdk/fastmcp-tools-function_tool.mdx
- python-sdk/fastmcp-tools-tool.mdx
- python-sdk/fastmcp-tools-tool_transform.mdx
- python-sdk/fastmcp-utilities-async_utils.mdx
- python-sdk/fastmcp-utilities-auth.mdx
- python-sdk/fastmcp-utilities-cli.mdx
- python-sdk/fastmcp-utilities-components.mdx
- python-sdk/fastmcp-utilities-exceptions.mdx
- python-sdk/fastmcp-utilities-http.mdx
- python-sdk/fastmcp-utilities-inspect.mdx
- python-sdk/fastmcp-utilities-json_schema.mdx
- python-sdk/fastmcp-utilities-json_schema_type.mdx
- python-sdk/fastmcp-utilities-lifespan.mdx
- python-sdk/fastmcp-utilities-logging.mdx
- python-sdk/fastmcp-utilities-mcp_server_config-v1-environments-base.mdx
- python-sdk/fastmcp-utilities-mcp_server_config-v1-environments-uv.mdx
- python-sdk/fastmcp-utilities-mcp_server_config-v1-mcp_server_config.mdx
- python-sdk/fastmcp-utilities-mcp_server_config-v1-sources-base.mdx
- python-sdk/fastmcp-utilities-mcp_server_config-v1-sources-filesystem.mdx
- python-sdk/fastmcp-utilities-openapi-director.mdx
- python-sdk/fastmcp-utilities-openapi-formatters.mdx
- python-sdk/fastmcp-utilities-openapi-json_schema_converter.mdx
- python-sdk/fastmcp-utilities-openapi-models.mdx
- python-sdk/fastmcp-utilities-openapi-parser.mdx
- python-sdk/fastmcp-utilities-openapi-schemas.mdx
- python-sdk/fastmcp-utilities-pagination.mdx
- python-sdk/fastmcp-utilities-skills.mdx
- python-sdk/fastmcp-utilities-tests.mdx
- python-sdk/fastmcp-utilities-timeout.mdx
- python-sdk/fastmcp-utilities-types.mdx
- python-sdk/fastmcp-utilities-ui.mdx
- python-sdk/fastmcp-utilities-version_check.mdx
- python-sdk/fastmcp-utilities-versions.mdx
- servers/resources.mdx
- servers/tools.mdx
- updates.mdx
- v2/changelog.mdx
- v2/clients/sampling.mdx
- v2/community/showcase.mdx
- v2/development/contributing.mdx
- v2/servers/resources.mdx
- v2/servers/tools.mdx
- v2/updates.mdx

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