> ## Documentation Index > Fetch the complete documentation index at: https://docs.famulor.io/llms.txt > Use this file to discover all available pages before exploring further. # Preview or run a Milian AI automation action > Requires automations:write. dry_run=true is a free configuration preview. Set false explicitly to run analysis and charge workspace credits. Each live invocation is a separate paid request. Processing preserves the workspace AI region; unavailable regions fail without global fallback. Uncertain answers have null values. Technical failures return success=false. Also available as run_automation_ai_action over MCP. Save the same action/config in a graph using POST or PATCH /automations/{id}. ## OpenAPI ````yaml /api-reference/openapi.json post /automations/ai-actions openapi: 3.1.0 info: title: Famulor API version: 1.0.0 description: >- REST API for Famulor. Authenticate with an API key (`fam_...`, created under **Settings → API Keys**) or an OAuth 2.0 access token (`fam_at_...`) as a Bearer token. Every response uses a consistent envelope: `{ "data": ... , "meta": { ... } }` on success and `{ "error": { "code", "message" } }` on failure. List endpoints paginate with `?limit=` (default 50, max 200) and `?offset=`; `meta.pagination.total` carries the total match count. REST operations require API Access through the workspace plan or a recurring add-on. Without it, regular operations return `403 api_access_required`. The invoice-payment and billing-portal operations remain available with a valid `billing:write` credential after a failed plan payment so an authorized owner, admin, or billing member can recover billing. The same customer-facing capabilities are available as MCP tools at `https://app.famulor.io/mcp` (Model Context Protocol, streamable HTTP) using the same credentials, scopes, and workspace access. MCP availability is controlled separately by Connect AI / MCP, not by API Access. servers: - url: https://app.famulor.io/api/v1 description: Hosted platform. - url: https://{domain}/api/v1 description: White-label tenant domain — same paths, tenant branding. variables: domain: default: app.famulor.io description: Your white-label tenant domain. security: - bearerAuth: [] tags: - name: Account description: Self-inspection of the calling credential. - name: Migrations description: Preview and import data from supported legacy platforms. - name: Assistants description: Create and manage voice assistants. - name: Tools description: >- Reusable tools (HTTP APIs and external MCP servers) assistants can call mid-conversation. - name: Voices description: Browse the text-to-speech voice library. - name: Calls description: Start outbound calls and read call history, transcripts and recordings. - name: History description: Unified conversation history across calls, messaging and assistant emails. - name: Campaigns description: Outbound calling campaigns with a compliant power dialer. - name: Leads description: Manage Audience contacts across campaigns, channels and Call QA metrics. - name: Segments description: >- Saved, dynamic lead filters — reusable audience definitions used for Audience search and campaign lead assignment. - name: Suppression description: Cross-channel marketing opt-outs and active workspace suppression records. - name: Callbacks description: >- Scheduled callbacks booked by the Schedule callback tool across voice, chat, and email. - name: Phone Numbers description: Marketplace numbers and customer-provided numbers. - name: Famulor Loop description: >- Personal business-phone access, directory, presence, devices, and Loop call recents. - name: SIP Trunks description: Bring your own SIP provider and numbers. - name: Carrier Connections description: Connect a supported carrier account and import its existing phone numbers. - name: Knowledge Bases description: RAG knowledge bases and documents for assistants. - name: Settings description: Workspace-level settings such as caller-memory defaults. - name: Billing description: Balance and minutes ledger of the key owner. - name: Automations description: >- Native workspace automations — list, create, update, trigger. Plan gate: automation_platform. - name: Milian Missions description: Recurring jobs that Milian runs unattended on schedule. - name: Integrations description: >- Calendar integrations (Cal.com, Calendly, Acuity Scheduling, Google Calendar, Outlook, native booking engine). Assign them to assistants to provide availability and booking tools, plus provider-supported appointment lookup, cancellation, and rescheduling. - name: Bookings description: >- Native booking engine — event types with weekly availability, public booking pages at /book/{workspace}/{slug}, and the bookings they produce. - name: Dashboards description: >- Custom analytics dashboards, reusable widgets, and tenant-scoped performance analytics. Requires the custom_dashboards plan feature. - name: Catalog description: >- Read-only platform catalogs — available models, supported assistant languages, and prompt templates. - name: Simulations description: Assistant simulation tests (plan-gated). - name: Versions description: Assistant configuration version history. - name: Caller IDs description: Outbound caller ID verification. - name: Widgets description: Web widget connectors. - name: Messaging description: >- Telegram, Slack, and Messenger text bots linked to assistants (Chat SDK). Includes conversation delay, inactivity end, and conversation-ended webhooks. - name: QA description: Cohort AI Quality Assurance runs over call transcripts. - name: White Label description: >- Manage white-label customer accounts, defaults, credit transfers and customer plan offers. Each endpoint documents its required scope and workspace eligibility. - name: API Keys description: >- Self-service API keys for the calling workspace or a same-brand workspace where the credential's user is owner/admin. A key can only mint further keys with a scope subset of its own. - name: Workspaces description: >- List visible workspaces, create an additional workspace for the key owner, and mint a dedicated credential for a selected owner/admin workspace. - name: SMS description: Outbound SMS from workspace phone numbers. paths: /automations/ai-actions: post: tags: - Automations summary: Preview or run a Milian AI automation action description: >- Requires automations:write. dry_run=true is a free configuration preview. Set false explicitly to run analysis and charge workspace credits. Each live invocation is a separate paid request. Processing preserves the workspace AI region; unavailable regions fail without global fallback. Uncertain answers have null values. Technical failures return success=false. Also available as run_automation_ai_action over MCP. Save the same action/config in a graph using POST or PATCH /automations/{id}. operationId: runAutomationAiAction requestBody: required: true content: application/json: schema: type: object required: - action - config additionalProperties: false properties: action: type: string enum: - ai.classify - ai.check_condition - ai.score - ai.detect_labels - ai.analyze config: type: object required: - input - questions additionalProperties: false properties: input: type: string description: >- Text or a template resolving against context; maximum 32 KB after resolution. questions: type: array minItems: 1 maxItems: 32 items: type: object required: - id - type - instructions additionalProperties: false properties: id: type: string pattern: ^[a-z][a-z0-9_]{0,47}$ type: type: string enum: - choice - boolean - score instructions: type: string minLength: 1 maxLength: 2000 options: type: array minItems: 2 maxItems: 32 items: type: object required: - value - description properties: value: type: string description: type: string levels: type: array minItems: 2 maxItems: 10 items: type: string min_probability: type: number minimum: 0.51 maximum: 1 default: 0.9 min_confidence: type: number minimum: 0 maximum: 1 default: 0.8 context: type: object additionalProperties: true dry_run: type: boolean default: true responses: '200': description: >- Success envelope. Execution returns success, optional error and data. data includes accepted/uncertain status, results by question key, nullable values and credits. Preview returns dry_run=true without model usage. '401': description: Authentication required '403': description: Missing scope or automation access components: securitySchemes: bearerAuth: type: http scheme: bearer bearerFormat: API key description: >- API key (`fam_...`, created under **Settings → API Keys**) or an OAuth 2.0 access token (`fam_at_...`). REST operations also require API Access for the credential's workspace. Keys can be restricted to scopes such as `assistants:read`, `calls:write`, `campaigns:write`, `automations:read`, `dashboards:read`, `dashboards:write`, `leads:write`, `segments:write`, `loop:read`, `loop:write`, `phone_numbers:write`, `sip_trunks:write`, `knowledge:write`, `voices:read`, `billing:read`, `billing:write`, `settings:write`, `platform:read`, `platform:write`; a `*:write` scope implies the matching `*:read`. Automation and dashboard endpoints also accept the legacy `calls:*` scope. Keys without scope restrictions have full access within the workspace's available capabilities. ````