Stackcut

{'type': 'object', 'required': ['services'], 'properties': {'services': {'type': 'array', 'items': {'type': 'object', 'required': ['vendor'], 'properties': {'name': {'type': 'string', 'maxLength': 200, 'description': 'detect.mjs output (ignored)'}, 'plan': {'type': 'string', 'maxLength': 100, 'description': "Their plan, e.g. 'Business Standard' (else read from the name or evidence)"}, 'seats': {'type': 'integer', 'maximum': 100000, 'minimum': 1, 'description': 'Paid seats'}, 'usage': {'type': 'object', 'properties': {'MAU': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'mau': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'mtu': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'apps': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'db_gb': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'files': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'seats': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'sites': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'videos': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'domains': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'inboxes': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'members': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'records': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'contacts': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'monitors': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'projects': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'sso_users': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'storage_gb': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'event_types': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'bandwidth_gb': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'history_days': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'sms_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'video_minutes': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'emails_per_day': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'vectors_stored': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'active_accounts': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'meeting_minutes': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'session_minutes': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'sso_connections': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'tasks_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'emails_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'errors_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'events_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'images_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'keywords_tracked': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'requests_per_day': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'scim_connections': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'tokens_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'call_participants': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'credits_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'gmv_usd_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'payouts_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'searches_per_hour': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'cpu_ms_per_request': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'disputes_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'proxy_gb_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'requests_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'searches_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'concurrent_sessions': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'pageviews_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'responses_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'tokens_in_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'characters_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'tokens_out_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'vcpu_hours_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'video_minutes_stored': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'credits_usd_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'gpu_seconds_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'revenue_usd_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'job_executions_per_day': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'object_reads_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'stream_hours_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'transactions_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'audio_minutes_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'browser_hours_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'cached_tokens_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'object_writes_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'phone_minutes_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'sandbox_hours_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'verifications_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'cache_commands_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'inbound_emails_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'job_executions_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'vector_queries_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'payout_volume_usd_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'vector_read_units_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'vector_write_units_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'video_minutes_delivered_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}}, 'description': 'Their usage, checked against each plan\'s caps (priced with published overage and add-ons). Units: seats, members, mau, emails_per_month, emails_per_day, contacts, domains, events_per_month, pageviews_per_month, errors_per_month, requests_per_month, requests_per_day, searches_per_month, cpu_ms_per_request, db_gb, storage_gb, bandwidth_gb, projects, sites, videos, video_minutes, responses_per_month, tasks_per_month, keywords_tracked, credits_per_month, history_days, apps, files, event_types, monitors, tokens_per_month, images_per_month, audio_minutes_per_month, characters_per_month, transactions_per_month, sandbox_hours_per_month, concurrent_sessions, session_minutes, call_participants, meeting_minutes, records, inboxes, tokens_in_per_month, tokens_out_per_month, cached_tokens_per_month, video_minutes_stored, video_minutes_delivered_per_month, gmv_usd_per_month, payouts_per_month, active_accounts, verifications_per_month, browser_hours_per_month, proxy_gb_per_month, job_executions_per_month, sso_connections, sso_users, inbound_emails_per_month, stream_hours_per_month, vcpu_hours_per_month, credits_usd_per_month, disputes_per_month, payout_volume_usd_per_month, object_writes_per_month, object_reads_per_month, job_executions_per_day, scim_connections, searches_per_hour, sms_per_month, vectors_stored, vector_queries_per_month, cache_commands_per_month, mtu, gpu_seconds_per_month, revenue_usd_per_month, phone_minutes_per_month, vector_read_units_per_month, vector_write_units_per_month (MAU is accepted for mau). Example: {"emails_per_month": 40000, "domains": 4, "db_gb": 3}. get_usage_questions says which units matter for a vendor and where the user finds each number.', 'additionalProperties': False}, 'vendor': {'type': 'string', 'maxLength': 200, 'minLength': 1, 'description': "Vendor id from the scan (e.g. 'sendgrid') or a product name as on the invoice ('Airtable', 'Slack Pro')"}, 'account': {'type': 'string', 'maxLength': 100, 'minLength': 1, 'description': "Billing account key (e.g. 'supabase-org-main'): lines with the same vendor and key share one bill; different keys are separate bills. Give the bill once"}, 'billing': {'type': 'object', 'properties': {'scope': {'enum': ['dedicated', 'shared', 'unknown'], 'type': 'string', 'maxLength': 2000}, 'source': {'type': 'string', 'maxLength': 1000, 'minLength': 1}, 'account_id': {'type': 'string', 'maxLength': 200, 'minLength': 1}, 'allocated_monthly_usd': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'avoidable_monthly_usd': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'avoidability_confirmed': {'type': 'boolean'}, 'commitment_months_remaining': {'type': 'number', 'maximum': 120, 'minimum': 0}}, 'description': 'Billing evidence: scope (dedicated, shared or unknown), account_id (a non-secret alias; the account key), allocated_monthly_usd (attribution only, never a saving), avoidable_monthly_usd with avoidability_confirmed (what leaving actually removes from the bill; 0 is valid), commitment_months_remaining (non-refundable months left; 0 only when cancellable now) and source (a reference, no private contents). With billing, a path is eligible only once the avoidable amount, scope, commitment and source are all given', 'additionalProperties': False}, 'project': {'type': 'string', 'maxLength': 100, 'minLength': 1, 'description': "Which of their projects or products this line is for (portfolio audits): lines of one vendor across projects are audited as one account. Give each project's own usage on its line and the account's bill once"}, 'category': {'type': 'string', 'maxLength': 100, 'description': 'detect.mjs output (ignored)'}, 'evidence': {'type': 'array', 'items': {'type': 'string', 'maxLength': 500}, 'maxItems': 50, 'description': "Scan evidence labels and usage facts in words ('db 1.5 GB', '40,000 emails/mo', '37 domains')"}, 'confirmed': {'type': 'boolean', 'description': 'true when the user confirmed they pay for this (with plan: its list price counts as confirmed spend). Scanner-only lines are unconfirmed'}, 'confidence': {'type': 'string', 'maxLength': 20, 'description': "detect.mjs output: 'low' (only a config file) means no paid plan is assumed"}, 'in_catalog': {'type': 'boolean', 'description': 'detect.mjs output (ignored)'}, 'service_id': {'type': 'string', 'maxLength': 200, 'minLength': 1, 'description': 'A distinct bill when the same vendor appears more than once (an account key, like account; lines with the same key are one bill)'}, 'last_active': {'type': 'string', 'maxLength': 100, 'description': "When this resource (project, app, account) was last used: an ISO date ('2026-03-10'), 'never', or '5 months ago'. 90+ days idle or never used gets a cleanup lever"}, 'shared_with': {'type': 'integer', 'maximum': 100000, 'minimum': 1, 'description': "How many products share this bill (one account, org or team), when only this product is audited: moving one product off it saves only what it adds to the bill, never the whole bill. monthly_spend_usd is then the whole account's bill"}, 'active_users': {'type': 'number', 'maximum': 1000000000, 'minimum': 0, 'description': 'People or accounts active in the last 30 days (0 = unused: cleanup levers and sanity checks)'}, 'features_used': {'type': 'array', 'items': {'type': 'string', 'maxLength': 200}, 'maxItems': 50, 'description': "Features the code or the user relies on; sizes and counts ('4,000 contacts') are read as usage"}, 'feature_counts': {'type': 'array', 'items': {'type': 'object'}, 'maxItems': 100, 'description': 'detect.mjs output (ignored)'}, 'files_referencing': {'type': 'integer', 'maximum': 1000000000000, 'minimum': 0, 'description': 'detect.mjs output: marks the line as scan-only (unconfirmed); never read as usage'}, 'monthly_spend_usd': {'type': 'number', 'maximum': 1000000, 'minimum': 0, 'description': 'What they pay per month for it, all seats, if known'}, 'revenue_usd_per_month': {'type': 'number', 'maximum': 1000000000, 'minimum': 0, 'description': "The product's revenue per month (context for sanity checks: no revenue, cost per user, fees vs revenue; never a cap)"}, 'replacement_validation': {'type': 'object', 'required': ['path_id', 'capacity_and_price_confirmed', 'source'], 'properties': {'source': {'type': 'string', 'maxLength': 1000, 'minLength': 1, 'description': 'Where the check comes from (usage report, pricing page, quote); no private contents'}, 'path_id': {'type': 'string', 'maxLength': 200, 'minLength': 1, 'description': 'The path id (from find_alternatives or audit_stack)'}, 'capacity_and_price_confirmed': {'type': 'boolean', 'description': 'true only after checking the price, capacity, burst limits and required add-ons'}}, 'description': "A replacement path the user checked themselves: its current price, capacity, burst limits and paid add-ons against their usage. It answers that path's capacity checks (never its must-haves) and ranks it first", 'additionalProperties': False}}, 'additionalProperties': False}, 'maxItems': 200, 'minItems': 1}, 'limit_paths': {'type': 'integer', 'default': 3, 'maximum': 8, 'minimum': 1}, 'active_users': {'type': 'number', 'maximum': 1000000000, 'minimum': 0, 'description': 'People or accounts active in the last 30 days (0 = unused: cleanup levers and sanity checks)'}, 'revenue_usd_per_month': {'type': 'number', 'maximum': 1000000000, 'minimum': 0, 'description': "The product's revenue per month (context for sanity checks: no revenue, cost per user, fees vs revenue; never a cap)"}}, 'additionalProperties': False}

{'type': 'object', 'required': ['needs'], 'properties': {'needs': {'type': 'array', 'items': {'type': 'object', 'required': ['job'], 'properties': {'job': {'type': 'string', 'maxLength': 200, 'minLength': 1, 'description': "A job id from list_stack_jobs (llm_inference, image_generation_api, video_delivery, object_storage, sandbox_compute, browser_automation, job_queue, auth_b2b, email_inbound, identity_verification, marketplace_payouts, database, auth, hosting, email_transactional, …) or plain words ('send email', 'video hosting (HLS)', 'KYC'). Unknown or ambiguous jobs come back in unsupported_jobs, never as an error"}, 'volume': {'type': 'object', 'required': ['amount', 'unit'], 'properties': {'unit': {'enum': ['seats', 'members', 'mau', 'emails_per_month', 'emails_per_day', 'contacts', 'domains', 'events_per_month', 'pageviews_per_month', 'errors_per_month', 'requests_per_month', 'requests_per_day', 'searches_per_month', 'cpu_ms_per_request', 'db_gb', 'storage_gb', 'bandwidth_gb', 'projects', 'sites', 'videos', 'video_minutes', 'responses_per_month', 'tasks_per_month', 'keywords_tracked', 'credits_per_month', 'history_days', 'apps', 'files', 'event_types', 'monitors', 'tokens_per_month', 'images_per_month', 'audio_minutes_per_month', 'characters_per_month', 'transactions_per_month', 'sandbox_hours_per_month', 'concurrent_sessions', 'session_minutes', 'call_participants', 'meeting_minutes', 'records', 'inboxes', 'tokens_in_per_month', 'tokens_out_per_month', 'cached_tokens_per_month', 'video_minutes_stored', 'video_minutes_delivered_per_month', 'gmv_usd_per_month', 'payouts_per_month', 'active_accounts', 'verifications_per_month', 'browser_hours_per_month', 'proxy_gb_per_month', 'job_executions_per_month', 'sso_connections', 'sso_users', 'inbound_emails_per_month', 'stream_hours_per_month', 'vcpu_hours_per_month', 'credits_usd_per_month', 'disputes_per_month', 'payout_volume_usd_per_month', 'object_writes_per_month', 'object_reads_per_month', 'job_executions_per_day', 'scim_connections', 'searches_per_hour', 'sms_per_month', 'vectors_stored', 'vector_queries_per_month', 'cache_commands_per_month', 'mtu', 'gpu_seconds_per_month', 'revenue_usd_per_month', 'phone_minutes_per_month', 'vector_read_units_per_month', 'vector_write_units_per_month', 'MAU', 'tokens', 'tokens_in', 'tokens_out', 'cached_tokens', 'images', 'video_minutes_delivered', 'gb_stored', 'gb_egress', 'transactions', 'gmv_usd', 'sandbox_seconds', 'sandbox_hours', 'vm_hours', 'vcpu_hours', 'browser_hours', 'proxy_gb', 'job_executions', 'verifications', 'inbound_emails', 'emails', 'events', 'errors', 'exceptions', 'requests', 'pageviews', 'searches', 'payouts', 'credits_usd', 'stream_hours', 'audio_minutes', 'characters', 'payout_volume_usd', 'disputes', 'object_writes', 'object_reads', 'sms', 'vectors', 'vector_queries', 'cache_commands', 'gpu_seconds', 'gpu_hours', 'revenue_usd', 'phone_minutes'], 'type': 'string', 'maxLength': 2000, 'description': 'A units.json unit, or an alias: tokens_in, tokens_out, images, gb_stored, gb_egress, transactions, gmv_usd, sandbox_seconds, sandbox_hours, vcpu_hours, browser_hours, job_executions, verifications, inbound_emails, video_minutes_delivered, sso_connections, sso_users, emails, events, requests, credits_usd, MAU (= mau). *_per_month units are monthly, *_per_day daily, *_gb and video_minutes_stored are totals.'}, 'amount': {'type': 'number', 'maximum': 1000000000000000, 'minimum': 0}}, 'additionalProperties': False}, 'volumes': {'type': 'array', 'items': {'type': 'object', 'required': ['amount', 'unit'], 'properties': {'unit': {'enum': ['seats', 'members', 'mau', 'emails_per_month', 'emails_per_day', 'contacts', 'domains', 'events_per_month', 'pageviews_per_month', 'errors_per_month', 'requests_per_month', 'requests_per_day', 'searches_per_month', 'cpu_ms_per_request', 'db_gb', 'storage_gb', 'bandwidth_gb', 'projects', 'sites', 'videos', 'video_minutes', 'responses_per_month', 'tasks_per_month', 'keywords_tracked', 'credits_per_month', 'history_days', 'apps', 'files', 'event_types', 'monitors', 'tokens_per_month', 'images_per_month', 'audio_minutes_per_month', 'characters_per_month', 'transactions_per_month', 'sandbox_hours_per_month', 'concurrent_sessions', 'session_minutes', 'call_participants', 'meeting_minutes', 'records', 'inboxes', 'tokens_in_per_month', 'tokens_out_per_month', 'cached_tokens_per_month', 'video_minutes_stored', 'video_minutes_delivered_per_month', 'gmv_usd_per_month', 'payouts_per_month', 'active_accounts', 'verifications_per_month', 'browser_hours_per_month', 'proxy_gb_per_month', 'job_executions_per_month', 'sso_connections', 'sso_users', 'inbound_emails_per_month', 'stream_hours_per_month', 'vcpu_hours_per_month', 'credits_usd_per_month', 'disputes_per_month', 'payout_volume_usd_per_month', 'object_writes_per_month', 'object_reads_per_month', 'job_executions_per_day', 'scim_connections', 'searches_per_hour', 'sms_per_month', 'vectors_stored', 'vector_queries_per_month', 'cache_commands_per_month', 'mtu', 'gpu_seconds_per_month', 'revenue_usd_per_month', 'phone_minutes_per_month', 'vector_read_units_per_month', 'vector_write_units_per_month', 'MAU', 'tokens', 'tokens_in', 'tokens_out', 'cached_tokens', 'images', 'video_minutes_delivered', 'gb_stored', 'gb_egress', 'transactions', 'gmv_usd', 'sandbox_seconds', 'sandbox_hours', 'vm_hours', 'vcpu_hours', 'browser_hours', 'proxy_gb', 'job_executions', 'verifications', 'inbound_emails', 'emails', 'events', 'errors', 'exceptions', 'requests', 'pageviews', 'searches', 'payouts', 'credits_usd', 'stream_hours', 'audio_minutes', 'characters', 'payout_volume_usd', 'disputes', 'object_writes', 'object_reads', 'sms', 'vectors', 'vector_queries', 'cache_commands', 'gpu_seconds', 'gpu_hours', 'revenue_usd', 'phone_minutes'], 'type': 'string', 'maxLength': 2000, 'description': 'A units.json unit, or an alias: tokens_in, tokens_out, images, gb_stored, gb_egress, transactions, gmv_usd, sandbox_seconds, sandbox_hours, vcpu_hours, browser_hours, job_executions, verifications, inbound_emails, video_minutes_delivered, sso_connections, sso_users, emails, events, requests, credits_usd, MAU (= mau). *_per_month units are monthly, *_per_day daily, *_gb and video_minutes_stored are totals.'}, 'amount': {'type': 'number', 'maximum': 1000000000000000, 'minimum': 0}}, 'additionalProperties': False}, 'maxItems': 8, 'minItems': 1, 'description': "Several dimensions at once, e.g. [{amount: 15000000, unit: 'tokens_in'}, {amount: 7500000, unit: 'tokens_out'}]"}, 'features': {'type': 'array', 'items': {'type': 'string', 'maxLength': 200, 'minLength': 1}, 'maxItems': 20, 'description': "Must-haves, e.g. ['Custom domain', 'CAPTCHA solving', 'platform holds funds', 'refunds enabled', 'unbounded sessions', '2 vCPU / 4 GiB', 'gpt-6-sol']. Sizes and counts ('30 GB database') are checked as volumes; a model or plan name pins that model; SSO, SOC 2, audit logs and region needs are listed as unverified requirements"}, 'per_user': {'type': 'array', 'items': {'type': 'object', 'required': ['amount', 'unit'], 'properties': {'unit': {'enum': ['seats', 'members', 'mau', 'emails_per_month', 'emails_per_day', 'contacts', 'domains', 'events_per_month', 'pageviews_per_month', 'errors_per_month', 'requests_per_month', 'requests_per_day', 'searches_per_month', 'cpu_ms_per_request', 'db_gb', 'storage_gb', 'bandwidth_gb', 'projects', 'sites', 'videos', 'video_minutes', 'responses_per_month', 'tasks_per_month', 'keywords_tracked', 'credits_per_month', 'history_days', 'apps', 'files', 'event_types', 'monitors', 'tokens_per_month', 'images_per_month', 'audio_minutes_per_month', 'characters_per_month', 'transactions_per_month', 'sandbox_hours_per_month', 'concurrent_sessions', 'session_minutes', 'call_participants', 'meeting_minutes', 'records', 'inboxes', 'tokens_in_per_month', 'tokens_out_per_month', 'cached_tokens_per_month', 'video_minutes_stored', 'video_minutes_delivered_per_month', 'gmv_usd_per_month', 'payouts_per_month', 'active_accounts', 'verifications_per_month', 'browser_hours_per_month', 'proxy_gb_per_month', 'job_executions_per_month', 'sso_connections', 'sso_users', 'inbound_emails_per_month', 'stream_hours_per_month', 'vcpu_hours_per_month', 'credits_usd_per_month', 'disputes_per_month', 'payout_volume_usd_per_month', 'object_writes_per_month', 'object_reads_per_month', 'job_executions_per_day', 'scim_connections', 'searches_per_hour', 'sms_per_month', 'vectors_stored', 'vector_queries_per_month', 'cache_commands_per_month', 'mtu', 'gpu_seconds_per_month', 'revenue_usd_per_month', 'phone_minutes_per_month', 'vector_read_units_per_month', 'vector_write_units_per_month', 'MAU', 'tokens', 'tokens_in', 'tokens_out', 'cached_tokens', 'images', 'video_minutes_delivered', 'gb_stored', 'gb_egress', 'transactions', 'gmv_usd', 'sandbox_seconds', 'sandbox_hours', 'vm_hours', 'vcpu_hours', 'browser_hours', 'proxy_gb', 'job_executions', 'verifications', 'inbound_emails', 'emails', 'events', 'errors', 'exceptions', 'requests', 'pageviews', 'searches', 'payouts', 'credits_usd', 'stream_hours', 'audio_minutes', 'characters', 'payout_volume_usd', 'disputes', 'object_writes', 'object_reads', 'sms', 'vectors', 'vector_queries', 'cache_commands', 'gpu_seconds', 'gpu_hours', 'revenue_usd', 'phone_minutes'], 'type': 'string', 'maxLength': 2000, 'description': 'A units.json unit, or an alias: tokens_in, tokens_out, images, gb_stored, gb_egress, transactions, gmv_usd, sandbox_seconds, sandbox_hours, vcpu_hours, browser_hours, job_executions, verifications, inbound_emails, video_minutes_delivered, sso_connections, sso_users, emails, events, requests, credits_usd, MAU (= mau). *_per_month units are monthly, *_per_day daily, *_gb and video_minutes_stored are totals.'}, 'amount': {'type': 'number', 'maximum': 1000000000000000, 'minimum': 0}}, 'additionalProperties': False}, 'maxItems': 8, 'minItems': 1, 'description': "Volumes per monthly active user per month, e.g. [{amount: 6, unit: 'images'}]; multiplied by MAU (from scales, a mau volume or the project text)"}, 'peak_volume': {'type': 'object', 'required': ['amount', 'unit'], 'properties': {'unit': {'enum': ['emails_per_day', 'requests_per_day', 'requests_per_second'], 'type': 'string', 'maxLength': 2000}, 'amount': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}}, 'description': "Peak or burst requirement (1.6.0), e.g. {amount: 1500, unit: 'emails_per_day'} for a launch day. Checked against a tier's published daily cap where the index has one; otherwise it stays an open check (the index doesn't prove burst or rate limits), so no option is a plain fit", 'additionalProperties': False}, 'sandbox_size': {'type': 'object', 'properties': {'vcpu': {'type': 'number', 'maximum': 512, 'minimum': 0.1}, 'ram_gib': {'type': 'number', 'maximum': 4096, 'minimum': 0.1}}, 'description': 'Sandbox size for sandbox_compute', 'additionalProperties': False}, 'avg_amount_usd': {'type': 'number', 'maximum': 10000000, 'minimum': 0, 'description': 'Average payment in USD; with transactions it prices payment fees'}}, 'additionalProperties': False}, 'maxItems': 12, 'minItems': 1}, 'prefer': {'enum': ['cheapest', 'managed', 'open_source'], 'type': 'string', 'default': 'cheapest', 'maxLength': 2000, 'description': 'managed leaves out self-hosted options'}, 'scales': {'type': 'array', 'items': {'type': 'number', 'maximum': 1000000000, 'minimum': 0.001}, 'maxItems': 6, 'minItems': 1, 'description': 'Price the stack at several scales, e.g. [1000, 20000, 200000] MAU (scale_by mau) or [1, 10, 100] (scale_by multiplier): per-job cost curve, tier changes and break-even points between options'}, 'project': {'type': 'string', 'maxLength': 4000, 'description': "What is being built. Volumes written here ('1,200,000 preview images/mo', '20k MAU') are used and echoed as assumptions. Say 'personal' or 'hobby' if it is non-commercial; otherwise plans that forbid commercial use (e.g. Vercel Hobby) are blocked."}, 'scale_by': {'enum': ['mau', 'multiplier'], 'type': 'string', 'default': 'mau', 'maxLength': 2000, 'description': 'mau: scales are monthly active users (per_user volumes × MAU; other monthly volumes and sizes grow in proportion to the MAU they were given at); multiplier: every monthly volume and size is multiplied'}, 'limit_per_job': {'type': 'integer', 'default': 4, 'maximum': 10, 'minimum': 1}, 'unit_economics': {'type': 'object', 'properties': {'billing': {'enum': ['monthly', 'one_time'], 'type': 'string', 'default': 'monthly', 'maxLength': 2000, 'description': 'one_time: price_usd per purchase, conversion_rate = purchases per MAU per month'}, 'price_usd': {'type': 'number', 'maximum': 1000000, 'minimum': 0, 'description': 'What a paying user pays'}, 'conversion_rate': {'type': 'number', 'maximum': 1, 'minimum': 0, 'description': 'Share of MAU who pay, e.g. 0.03'}, 'revenue_per_mau': {'type': 'number', 'maximum': 10000, 'minimum': 0, 'description': 'Average monthly revenue per MAU (instead of price_usd × conversion_rate)'}, 'variable_cost_alert_pct': {'type': 'number', 'default': 20, 'maximum': 100, 'minimum': 1, 'description': 'Flag jobs whose monthly cost is above this % of revenue'}}, 'description': 'Revenue model for gross margin per scale: price_usd with conversion_rate, or revenue_per_mau', 'additionalProperties': False}, 'budget_monthly_usd': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}}, 'additionalProperties': False}

{'type': 'object', 'required': ['vendor'], 'properties': {'plan': {'type': 'string', 'maxLength': 100, 'description': "Their plan, e.g. 'Essential' (else read from the vendor name)"}, 'limit': {'type': 'integer', 'default': 8, 'maximum': 20, 'minimum': 1}, 'seats': {'type': 'integer', 'maximum': 100000, 'minimum': 1, 'description': 'Paid seats; per-seat prices on both sides scale with it'}, 'usage': {'type': 'object', 'properties': {'MAU': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'mau': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'mtu': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'apps': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'db_gb': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'files': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'seats': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'sites': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'videos': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'domains': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'inboxes': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'members': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'records': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'contacts': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'monitors': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'projects': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'sso_users': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'storage_gb': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'event_types': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'bandwidth_gb': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'history_days': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'sms_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'video_minutes': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'emails_per_day': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'vectors_stored': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'active_accounts': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'meeting_minutes': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'session_minutes': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'sso_connections': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'tasks_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'emails_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'errors_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'events_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'images_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'keywords_tracked': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'requests_per_day': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'scim_connections': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'tokens_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'call_participants': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'credits_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'gmv_usd_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'payouts_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'searches_per_hour': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'cpu_ms_per_request': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'disputes_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'proxy_gb_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'requests_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'searches_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'concurrent_sessions': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'pageviews_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'responses_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'tokens_in_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'characters_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'tokens_out_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'vcpu_hours_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'video_minutes_stored': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'credits_usd_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'gpu_seconds_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'revenue_usd_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'job_executions_per_day': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'object_reads_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'stream_hours_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'transactions_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'audio_minutes_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'browser_hours_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'cached_tokens_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'object_writes_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'phone_minutes_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'sandbox_hours_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'verifications_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'cache_commands_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'inbound_emails_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'job_executions_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'vector_queries_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'payout_volume_usd_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'vector_read_units_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'vector_write_units_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'video_minutes_delivered_per_month': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}}, 'description': 'Their usage, checked against each plan\'s caps (priced with published overage and add-ons). Units: seats, members, mau, emails_per_month, emails_per_day, contacts, domains, events_per_month, pageviews_per_month, errors_per_month, requests_per_month, requests_per_day, searches_per_month, cpu_ms_per_request, db_gb, storage_gb, bandwidth_gb, projects, sites, videos, video_minutes, responses_per_month, tasks_per_month, keywords_tracked, credits_per_month, history_days, apps, files, event_types, monitors, tokens_per_month, images_per_month, audio_minutes_per_month, characters_per_month, transactions_per_month, sandbox_hours_per_month, concurrent_sessions, session_minutes, call_participants, meeting_minutes, records, inboxes, tokens_in_per_month, tokens_out_per_month, cached_tokens_per_month, video_minutes_stored, video_minutes_delivered_per_month, gmv_usd_per_month, payouts_per_month, active_accounts, verifications_per_month, browser_hours_per_month, proxy_gb_per_month, job_executions_per_month, sso_connections, sso_users, inbound_emails_per_month, stream_hours_per_month, vcpu_hours_per_month, credits_usd_per_month, disputes_per_month, payout_volume_usd_per_month, object_writes_per_month, object_reads_per_month, job_executions_per_day, scim_connections, searches_per_hour, sms_per_month, vectors_stored, vector_queries_per_month, cache_commands_per_month, mtu, gpu_seconds_per_month, revenue_usd_per_month, phone_minutes_per_month, vector_read_units_per_month, vector_write_units_per_month (MAU is accepted for mau). Example: {"emails_per_month": 40000, "domains": 4, "db_gb": 3}. get_usage_questions says which units matter for a vendor and where the user finds each number.', 'additionalProperties': False}, 'vendor': {'type': 'string', 'maxLength': 200, 'minLength': 1, 'description': "Product name as on the invoice, e.g. 'Typeform', 'Slack Pro', 'HubSpot Sales Hub Starter'"}, 'billing': {'type': 'object', 'properties': {'scope': {'enum': ['dedicated', 'shared', 'unknown'], 'type': 'string', 'maxLength': 2000}, 'source': {'type': 'string', 'maxLength': 1000, 'minLength': 1}, 'account_id': {'type': 'string', 'maxLength': 200, 'minLength': 1}, 'allocated_monthly_usd': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'avoidable_monthly_usd': {'type': 'number', 'maximum': 1000000000000, 'minimum': 0}, 'avoidability_confirmed': {'type': 'boolean'}, 'commitment_months_remaining': {'type': 'number', 'maximum': 120, 'minimum': 0}}, 'description': 'Billing evidence: scope (dedicated, shared or unknown), account_id (a non-secret alias; the account key), allocated_monthly_usd (attribution only, never a saving), avoidable_monthly_usd with avoidability_confirmed (what leaving actually removes from the bill; 0 is valid), commitment_months_remaining (non-refundable months left; 0 only when cancellable now) and source (a reference, no private contents). With billing, a path is eligible only once the avoidable amount, scope, commitment and source are all given', 'additionalProperties': False}, 'evidence': {'type': 'array', 'items': {'type': 'string', 'maxLength': 500}, 'maxItems': 50, 'description': "Usage facts in words, read best effort: 'db 1.5 GB', '40,000 emails/mo', '37 domains', '3,000 MAU', 'shared by 40 projects'"}, 'confirmed': {'type': 'boolean', 'description': 'true when the user confirmed they pay for this (with plan: its list price counts as confirmed spend). Scanner-only lines are unconfirmed'}, 'last_active': {'type': 'string', 'maxLength': 100, 'description': "When this resource (project, app, account) was last used: an ISO date ('2026-03-10'), 'never', or '5 months ago'. 90+ days idle or never used gets a cleanup lever"}, 'shared_with': {'type': 'integer', 'maximum': 100000, 'minimum': 1, 'description': "How many products share this bill (one account, org or team), when only this product is audited: moving one product off it saves only what it adds to the bill, never the whole bill. monthly_spend_usd is then the whole account's bill"}, 'active_users': {'type': 'number', 'maximum': 1000000000, 'minimum': 0, 'description': 'People or accounts active in the last 30 days (0 = unused: cleanup levers and sanity checks)'}, 'features_used': {'type': 'array', 'items': {'type': 'string', 'maxLength': 200}, 'maxItems': 50, 'description': "Features they actually use; sizes and counts ('4,000 contacts', 'videos over 5 minutes') are read as usage"}, 'monthly_spend_usd': {'type': 'number', 'maximum': 1000000, 'minimum': 0, 'description': 'What they pay per month today, all seats (replaces the modeled baseline)'}, 'revenue_usd_per_month': {'type': 'number', 'maximum': 1000000000, 'minimum': 0, 'description': "The product's revenue per month (context for sanity checks: no revenue, cost per user, fees vs revenue; never a cap)"}, 'replacement_validation': {'type': 'object', 'required': ['path_id', 'capacity_and_price_confirmed', 'source'], 'properties': {'source': {'type': 'string', 'maxLength': 1000, 'minLength': 1, 'description': 'Where the check comes from (usage report, pricing page, quote); no private contents'}, 'path_id': {'type': 'string', 'maxLength': 200, 'minLength': 1, 'description': 'The path id (from find_alternatives or audit_stack)'}, 'capacity_and_price_confirmed': {'type': 'boolean', 'description': 'true only after checking the price, capacity, burst limits and required add-ons'}}, 'description': "A replacement path the user checked themselves: its current price, capacity, burst limits and paid add-ons against their usage. It answers that path's capacity checks (never its must-haves) and ranks it first", 'additionalProperties': False}}, 'additionalProperties': False}

{'type': 'object', 'required': ['recipe_id'], 'properties': {'recipe_id': {'type': 'string', 'maxLength': 200, 'minLength': 1}}, 'additionalProperties': False}

{'type': 'object', 'required': [], 'properties': {'vendors': {'type': 'array', 'items': {'type': 'string', 'maxLength': 200, 'minLength': 1}, 'maxItems': 200, 'description': 'Only these vendors, by id or name (default: all)'}}, 'additionalProperties': False}

{'type': 'object', 'required': ['service'], 'properties': {'service': {'type': 'string', 'maxLength': 200, 'minLength': 1, 'description': "The subscription, e.g. 'YouTube TV', 'Adobe Creative Cloud', 'disneyplus.com'"}, 'billed_by': {'enum': ['direct_web', 'direct_app', 'apple_app_store', 'google_play', 'amazon', 'roku', 'paypal', 'carrier_or_isp', 'reseller_or_partner', 'sales_contract', 'unknown'], 'type': 'string', 'maxLength': 2000, 'description': "Who charges them (their card statement or receipt says): the company itself (direct_web), Apple, Google Play, Amazon, a phone/TV provider, a partner, or a business contract. Leave out or 'unknown' to get every route and the question to ask"}, 'renewal_date': {'type': 'string', 'pattern': '^\\d{4}-\\d{2}-\\d{2}$', 'maxLength': 2000, 'description': 'Next renewal date, YYYY-MM-DD: adds the last safe day to cancel from the documented notice period'}}, 'additionalProperties': False}

{'type': 'object', 'required': ['code'], 'properties': {'code': {'type': 'string', 'maxLength': 200, 'description': 'The agent code from stackcut.io, e.g. sca_…'}}, 'additionalProperties': False}

{'type': 'object', 'required': ['id'], 'properties': {'id': {'type': 'string', 'maxLength': 200, 'minLength': 1, 'description': "Recipe id from search_recipes, e.g. 'crm-pipeline'"}}, 'additionalProperties': False}

{'type': 'object', 'required': ['vendors'], 'properties': {'context': {'type': 'string', 'maxLength': 2000, 'description': "Optional: what is already known, in words (e.g. 'about 40,000 emails/mo, 4 domains'); units it states are marked as given and not asked again"}, 'vendors': {'type': 'array', 'items': {'type': 'string', 'maxLength': 200, 'minLength': 1}, 'maxItems': 30, 'minItems': 1, 'description': "Vendors they pay for, by name or id, e.g. ['Resend', 'Supabase Pro']"}}, 'additionalProperties': False}

{'type': 'object', 'required': ['id'], 'properties': {'id': {'type': 'string', 'maxLength': 200, 'minLength': 1, 'description': "Workflow id from search_workflow_recipes, e.g. 'portfolio-shared-billing'"}}, 'additionalProperties': False}

{'type': 'object', 'required': [], 'properties': {'limit': {'type': 'integer', 'default': 10, 'maximum': 50, 'minimum': 1}, 'metric': {'enum': ['savings', 'payback', 'popular'], 'type': 'string', 'default': 'savings', 'maxLength': 2000}, 'category': {'type': 'string', 'maxLength': 100, 'minLength': 1}, 'path_type': {'enum': ['switch', 'downgrade', 'open_source', 'per_use', 'agent_skill', 'build', 'bundled'], 'type': 'string', 'maxLength': 2000}, 'include_partial': {'type': 'boolean', 'default': False}}, 'additionalProperties': False}

{'type': 'object', 'required': [], 'properties': {}, 'additionalProperties': False}

{'type': 'object', 'required': [], 'properties': {}, 'additionalProperties': False}

{'type': 'object', 'required': ['spec'], 'properties': {'spec': {'type': 'string', 'maxLength': 20000, 'minLength': 1, 'description': 'The product brief (markdown or plain text, up to 20,000 characters): what it does, who uses it, how it makes money, any numbers you know (users, conversion, prices, volumes). Never paste secrets or personal data.'}, 'prefer': {'enum': ['cheapest', 'managed', 'open_source'], 'type': 'string', 'default': 'cheapest', 'maxLength': 2000}, 'scales': {'type': 'array', 'items': {'type': 'number', 'maximum': 1000000000, 'minimum': 1}, 'default': [1000, 20000, 200000], 'maxItems': 5, 'minItems': 1, 'description': 'MAU targets to price, default [1000, 20000, 200000]'}, 'add_jobs': {'type': 'array', 'items': {'type': 'string', 'maxLength': 200, 'minLength': 1}, 'maxItems': 12, 'description': "Jobs to add that the brief doesn't mention"}, 'overrides': {'type': 'array', 'items': {'type': 'object', 'required': ['job', 'unit', 'amount'], 'properties': {'job': {'type': 'string', 'maxLength': 200, 'minLength': 1}, 'unit': {'enum': ['seats', 'members', 'mau', 'emails_per_month', 'emails_per_day', 'contacts', 'domains', 'events_per_month', 'pageviews_per_month', 'errors_per_month', 'requests_per_month', 'requests_per_day', 'searches_per_month', 'cpu_ms_per_request', 'db_gb', 'storage_gb', 'bandwidth_gb', 'projects', 'sites', 'videos', 'video_minutes', 'responses_per_month', 'tasks_per_month', 'keywords_tracked', 'credits_per_month', 'history_days', 'apps', 'files', 'event_types', 'monitors', 'tokens_per_month', 'images_per_month', 'audio_minutes_per_month', 'characters_per_month', 'transactions_per_month', 'sandbox_hours_per_month', 'concurrent_sessions', 'session_minutes', 'call_participants', 'meeting_minutes', 'records', 'inboxes', 'tokens_in_per_month', 'tokens_out_per_month', 'cached_tokens_per_month', 'video_minutes_stored', 'video_minutes_delivered_per_month', 'gmv_usd_per_month', 'payouts_per_month', 'active_accounts', 'verifications_per_month', 'browser_hours_per_month', 'proxy_gb_per_month', 'job_executions_per_month', 'sso_connections', 'sso_users', 'inbound_emails_per_month', 'stream_hours_per_month', 'vcpu_hours_per_month', 'credits_usd_per_month', 'disputes_per_month', 'payout_volume_usd_per_month', 'object_writes_per_month', 'object_reads_per_month', 'job_executions_per_day', 'scim_connections', 'searches_per_hour', 'sms_per_month', 'vectors_stored', 'vector_queries_per_month', 'cache_commands_per_month', 'mtu', 'gpu_seconds_per_month', 'revenue_usd_per_month', 'phone_minutes_per_month', 'vector_read_units_per_month', 'vector_write_units_per_month', 'MAU', 'tokens', 'tokens_in', 'tokens_out', 'cached_tokens', 'images', 'video_minutes_delivered', 'gb_stored', 'gb_egress', 'transactions', 'gmv_usd', 'sandbox_seconds', 'sandbox_hours', 'vm_hours', 'vcpu_hours', 'browser_hours', 'proxy_gb', 'job_executions', 'verifications', 'inbound_emails', 'emails', 'events', 'errors', 'exceptions', 'requests', 'pageviews', 'searches', 'payouts', 'credits_usd', 'stream_hours', 'audio_minutes', 'characters', 'payout_volume_usd', 'disputes', 'object_writes', 'object_reads', 'sms', 'vectors', 'vector_queries', 'cache_commands', 'gpu_seconds', 'gpu_hours', 'revenue_usd', 'phone_minutes'], 'type': 'string', 'maxLength': 2000}, 'basis': {'enum': ['per_user', 'total'], 'type': 'string', 'default': 'per_user', 'maxLength': 2000}, 'amount': {'type': 'number', 'maximum': 1000000000000000, 'minimum': 0}}, 'additionalProperties': False}, 'maxItems': 40, 'description': 'Edit the derived assumptions: a volume per MAU per month (per_user) or a fixed monthly total for a job'}, 'exclude_jobs': {'type': 'array', 'items': {'type': 'string', 'maxLength': 200, 'minLength': 1}, 'maxItems': 20, 'description': 'Derived jobs to drop (job ids)'}, 'limit_per_job': {'type': 'integer', 'default': 3, 'maximum': 10, 'minimum': 1}, 'unit_economics': {'type': 'object', 'properties': {'billing': {'enum': ['monthly', 'one_time'], 'type': 'string', 'default': 'monthly', 'maxLength': 2000, 'description': 'one_time: price_usd per purchase, conversion_rate = purchases per MAU per month'}, 'price_usd': {'type': 'number', 'maximum': 1000000, 'minimum': 0, 'description': 'What a paying user pays'}, 'conversion_rate': {'type': 'number', 'maximum': 1, 'minimum': 0, 'description': 'Share of MAU who pay, e.g. 0.03'}, 'revenue_per_mau': {'type': 'number', 'maximum': 10000, 'minimum': 0, 'description': 'Average monthly revenue per MAU (instead of price_usd × conversion_rate)'}, 'variable_cost_alert_pct': {'type': 'number', 'default': 20, 'maximum': 100, 'minimum': 1, 'description': 'Flag jobs whose monthly cost is above this % of revenue'}}, 'description': 'Revenue model for gross margin per scale: price_usd with conversion_rate, or revenue_per_mau', 'additionalProperties': False}}, 'additionalProperties': False}

{'type': 'object', 'required': ['service', 'billed_by', 'outcome'], 'properties': {'step': {'type': 'integer', 'maximum': 50, 'minimum': 1, 'description': 'For blocked or steps_changed: the step number where it stopped matching'}, 'outcome': {'enum': ['cancelled', 'kept_for_less', 'blocked', 'steps_changed'], 'type': 'string', 'maxLength': 2000}, 'service': {'type': 'string', 'maxLength': 200, 'minLength': 1, 'description': 'The service, as passed to get_exit_plan'}, 'billed_by': {'enum': ['direct_web', 'direct_app', 'apple_app_store', 'google_play', 'amazon', 'roku', 'paypal', 'carrier_or_isp', 'reseller_or_partner', 'sales_contract'], 'type': 'string', 'maxLength': 2000}}, 'additionalProperties': False}

{'type': 'object', 'required': ['recipe_id', 'path_id', 'outcome'], 'properties': {'outcome': {'enum': ['picked', 'switched', 'reverted'], 'type': 'string', 'maxLength': 2000}, 'path_id': {'type': 'string', 'maxLength': 200, 'minLength': 1}, 'recipe_id': {'type': 'string', 'maxLength': 200, 'minLength': 1}}, 'additionalProperties': False}

{'type': 'object', 'required': [], 'properties': {'limit': {'type': 'integer', 'default': 20, 'maximum': 100, 'minimum': 1}, 'query': {'type': 'string', 'maxLength': 200, 'description': "A name or domain, e.g. 'peacock', 'vpn'"}, 'category': {'enum': ['streaming_video', 'music_audio', 'news_magazines', 'dating', 'cloud_storage', 'productivity', 'ai_tools', 'design_creative', 'developer_tools', 'marketing_sales', 'communication', 'security_privacy', 'education_learning', 'health_fitness', 'gaming', 'shopping_memberships', 'finance_apps', 'other_digital'], 'type': 'string', 'maxLength': 2000}}, 'additionalProperties': False}

{'type': 'object', 'required': [], 'properties': {'sort': {'enum': ['savings', 'popular', 'relevance'], 'type': 'string', 'default': 'relevance', 'maxLength': 2000}, 'limit': {'type': 'integer', 'default': 10, 'maximum': 25, 'minimum': 1}, 'query': {'type': 'string', 'maxLength': 300, 'description': "Free text, e.g. 'client approval portal' or 'semrush backlinks'"}, 'vendor': {'type': 'string', 'maxLength': 200, 'minLength': 1, 'description': "Product currently paid for, e.g. 'Airtable', 'Salesforce', 'Semrush Pro'"}, 'feature': {'type': 'string', 'maxLength': 200, 'minLength': 1, 'description': "A feature they rely on, e.g. 'rank tracking', 'e-signatures'"}, 'category': {'type': 'string', 'maxLength': 100, 'minLength': 1, 'description': "Category name from list_categories, e.g. 'CRM', 'SEO data'"}, 'path_type': {'enum': ['switch', 'downgrade', 'open_source', 'per_use', 'agent_skill', 'build', 'bundled'], 'type': 'string', 'maxLength': 2000, 'description': 'Only recipes offering this kind of replacement'}}, 'additionalProperties': False}

{'type': 'object', 'required': [], 'properties': {'limit': {'type': 'integer', 'default': 10, 'maximum': 25, 'minimum': 1}, 'query': {'type': 'string', 'maxLength': 500, 'description': "The job in words, e.g. 'shared billing across projects' or 'queue retries worker'"}, 'vendor': {'type': 'string', 'maxLength': 200, 'minLength': 1, 'description': "Only runbooks tagged for this vendor id, e.g. 'stripe', 'supabase'"}}, 'additionalProperties': False}

{'type': 'object', 'required': [], 'properties': {'vendors': {'type': 'array', 'items': {'type': 'string', 'maxLength': 200, 'minLength': 1}, 'maxItems': 200, 'minItems': 1, 'description': "A first pass without a manifest: the tools the team pays for, e.g. ['Notion', 'Asana', 'Loom']."}, 'decision': {'enum': ['cut_spend', 'consolidate', 'replace_one', 'choose_stack', 'check_in'], 'type': 'string', 'maxLength': 2000, 'description': 'With vendors: what the audit is for (default cut_spend).'}, 'manifest': {'type': 'object', 'description': "A stack manifest (JSON Schema at https://stackcut.io/schemas/stack-manifest-1.json; manifest_version '1'): goal, org, builder, services (vendor, plan, monthly_spend_usd, seats, active_users, features_used, usage, renewal_date, …), workflows, unknowns."}, 'team_size': {'type': 'integer', 'maximum': 1000000, 'minimum': 1, 'description': 'With vendors: people on the team.'}, 'max_questions': {'type': 'integer', 'maximum': 20, 'minimum': 1, 'description': 'Most questions to return (default 8).'}}, 'additionalProperties': False}