Stackcut

Choose the most cost-effective stack

choose_stack

Read-onlyIdempotent

Use when the user is picking vendors for something they're building: 'cheapest database for 20k users', 'Resend or Postmark at 60,000 emails a month?', 'what will auth cost at 10k MAU?'. Give each job with its volumes and must-have features; every tier of every indexed vendor is priced at those volumes and the cheapest valid tier wins. A pick 'fits' only when every volume is within published caps or priced overage, no published limit is broken, each must-have is included in that plan or priced as its add-on, and the price was checked within 120 days; anything else comes back as a check or a question. total keeps proven, estimated and unpriced jobs apart. Pass scales (MAU) for cost curves and break-evens; with no MAU elsewhere, the smallest scale is the MAU priced. budget_monthly_usd tests a budget. For a whole product brief, use plan_stack_from_spec. Stackcut stores the arguments of tool calls to improve its recommendations (vendor names, prices, seats, features, usage numbers, billing amounts and project descriptions; account keys only as a one-way hash, billing and validation sources not at all; never IP addresses). Tool results are summarized; exit tools log only result counts, qualification flags and public evidence statuses, not answer contents. Don't send personal data or secrets.

Input Schema

Name	Required	Description	Default
`needs`	Yes
`prefer`	No	managed leaves out self-hosted options	cheapest
`scales`	No	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`	No	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`	No	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	mau
`limit_per_job`	No
`unit_economics`	No	Revenue model for gross margin per scale: price_usd with conversion_rate, or revenue_per_mau
`budget_monthly_usd`	No

Schema Changelog

Changes observed during successful MCP inspections.

Changed3 schema fields changedOct 8, 2026

changedInput schema / properties / needs / items / properties / per_user / items / properties / unit / enum

Previous value: -[
-  "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",
-  "identified_events_per_month",
-  "boards",
-  "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"
-]New value: +[
+  "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",
+  "identified_events_per_month",
+  "boards",
+  "hosts",
+  "tickets_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"
+]

changedInput schema / properties / needs / items / properties / volume / properties / unit / enum

Previous value: -[
-  "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",
-  "identified_events_per_month",
-  "boards",
-  "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"
-]New value: +[
+  "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",
+  "identified_events_per_month",
+  "boards",
+  "hosts",
+  "tickets_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"
+]

changedInput schema / properties / needs / items / properties / volumes / items / properties / unit / enum

Previous value: -[
-  "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",
-  "identified_events_per_month",
-  "boards",
-  "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"
-]New value: +[
+  "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",
+  "identified_events_per_month",
+  "boards",
+  "hosts",
+  "tickets_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"
+]

Changed3 schema fields changedOct 5, 2026

changedInput schema / properties / needs / items / properties / per_user / items / properties / unit / enum

Previous value: -[
-  "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"
-]New value: +[
+  "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",
+  "identified_events_per_month",
+  "boards",
+  "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"
+]

changedInput schema / properties / needs / items / properties / volume / properties / unit / enum

Previous value: -[
-  "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"
-]New value: +[
+  "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",
+  "identified_events_per_month",
+  "boards",
+  "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"
+]

changedInput schema / properties / needs / items / properties / volumes / items / properties / unit / enum

Previous value: -[
-  "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"
-]New value: +[
+  "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",
+  "identified_events_per_month",
+  "boards",
+  "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"
+]

Changed8 schema fields changedSep 26, 2026

addedInput schema / properties / budget_monthly_usd / maximum
```
Added value: +1000000000000
```

addedInput schema / properties / needs / items / properties / peak_volume

Added value: +{
+  "additionalProperties": false,
+  "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",
+  "properties": {
+    "amount": {
+      "maximum": 1000000000000,
+      "minimum": 0,
+      "type": "number"
+    },
+    "unit": {
+      "enum": [
+        "emails_per_day",
+        "requests_per_day",
+        "requests_per_second"
+      ],
+      "maxLength": 2000,
+      "type": "string"
+    }
+  },
+  "required": [
+    "amount",
+    "unit"
+  ],
+  "type": "object"
+}

addedInput schema / properties / needs / items / properties / per_user / items / properties / unit / maxLength
```
Added value: +2000
```
addedInput schema / properties / needs / items / properties / volume / properties / unit / maxLength
```
Added value: +2000
```
addedInput schema / properties / needs / items / properties / volumes / items / properties / unit / maxLength
```
Added value: +2000
```
addedInput schema / properties / prefer / maxLength
```
Added value: +2000
```
addedInput schema / properties / scale_by / maxLength
```
Added value: +2000
```
addedInput schema / properties / unit_economics / properties / billing / maxLength
```
Added value: +2000
```

Changed3 schema fields changedSep 26, 2026

changedInput schema / properties / needs / items / properties / per_user / items / properties / unit / enum

Previous value: -[
-  "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",
-  "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"
-]New value: +[
+  "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"
+]

changedInput schema / properties / needs / items / properties / volume / properties / unit / enum

Previous value: -[
-  "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",
-  "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"
-]New value: +[
+  "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"
+]

changedInput schema / properties / needs / items / properties / volumes / items / properties / unit / enum

Previous value: -[
-  "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",
-  "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"
-]New value: +[
+  "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"
+]

Changed20 schema fields changedSep 26, 2026

addedInput schema / properties / needs / items / properties / avg_amount_usd

Added value: +{
+  "description": "Average payment in USD; with transactions it prices payment fees",
+  "maximum": 10000000,
+  "minimum": 0,
+  "type": "number"
+}

changedInput schema / properties / needs / items / properties / features / description

Previous value: -"Must-have features, e.g. ['Postgres database', 'Auth']"New value: +"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"

addedInput schema / properties / needs / items / properties / features / items / maxLength
```
Added value: +200
```
addedInput schema / properties / needs / items / properties / features / items / minLength
```
Added value: +1
```
addedInput schema / properties / needs / items / properties / features / maxItems
```
Added value: +20
```

changedInput schema / properties / needs / items / properties / job / description

Previous value: -"A category id from list_stack_jobs (e.g. database, auth, hosting, email_transactional) or plain words ('send email', 'postgres')"New value: +"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"

addedInput schema / properties / needs / items / properties / job / maxLength
```
Added value: +200
```
addedInput schema / properties / needs / items / properties / job / minLength
```
Added value: +1
```

addedInput schema / properties / needs / items / properties / per_user

Added value: +{
+  "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)",
+  "items": {
+    "additionalProperties": false,
+    "properties": {
+      "amount": {
+        "maximum": 1000000000000000,
+        "minimum": 0,
+        "type": "number"
+      },
+      "unit": {
+        "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.",
+        "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",
+          "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"
+        ],
+        "type": "string"
+      }
+    },
+    "required": [
+      "amount",
+      "unit"
+    ],
+    "type": "object"
+  },
+  "maxItems": 8,
+  "minItems": 1,
+  "type": "array"
+}

addedInput schema / properties / needs / items / properties / sandbox_size

Added value: +{
+  "additionalProperties": false,
+  "description": "Sandbox size for sandbox_compute",
+  "properties": {
+    "ram_gib": {
+      "maximum": 4096,
+      "minimum": 0.1,
+      "type": "number"
+    },
+    "vcpu": {
+      "maximum": 512,
+      "minimum": 0.1,
+      "type": "number"
+    }
+  },
+  "type": "object"
+}

addedInput schema / properties / needs / items / properties / volume / properties / amount / maximum
```
Added value: +1000000000000000
```

addedInput schema / properties / needs / items / properties / volume / properties / unit / description

Added value: +"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."

changedInput schema / properties / needs / items / properties / volume / properties / unit / enum

Previous value: -[
-  "MAU",
-  "emails_per_month",
-  "events_per_month",
-  "requests_per_month",
-  "seats"
-]New value: +[
+  "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",
+  "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"
+]

addedInput schema / properties / needs / items / properties / volumes

Added value: +{
+  "description": "Several dimensions at once, e.g. [{amount: 15000000, unit: 'tokens_in'}, {amount: 7500000, unit: 'tokens_out'}]",
+  "items": {
+    "additionalProperties": false,
+    "properties": {
+      "amount": {
+        "maximum": 1000000000000000,
+        "minimum": 0,
+        "type": "number"
+      },
+      "unit": {
+        "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.",
+        "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",
+          "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"
+        ],
+        "type": "string"
+      }
+    },
+    "required": [
+      "amount",
+      "unit"
+    ],
+    "type": "object"
+  },
+  "maxItems": 8,
+  "minItems": 1,
+  "type": "array"
+}

addedInput schema / properties / prefer / description

Added value: +"managed leaves out self-hosted options"

changedInput schema / properties / project / description

Previous value: -"What is being built, one line"New value: +"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."

addedInput schema / properties / project / maxLength
```
Added value: +4000
```

addedInput schema / properties / scale_by

Added value: +{
+  "default": "mau",
+  "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",
+  "enum": [
+    "mau",
+    "multiplier"
+  ],
+  "type": "string"
+}

addedInput schema / properties / scales

Added value: +{
+  "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",
+  "items": {
+    "maximum": 1000000000,
+    "minimum": 0.001,
+    "type": "number"
+  },
+  "maxItems": 6,
+  "minItems": 1,
+  "type": "array"
+}

addedInput schema / properties / unit_economics

Added value: +{
+  "additionalProperties": false,
+  "description": "Revenue model for gross margin per scale: price_usd with conversion_rate, or revenue_per_mau",
+  "properties": {
+    "billing": {
+      "default": "monthly",
+      "description": "one_time: price_usd per purchase, conversion_rate = purchases per MAU per month",
+      "enum": [
+        "monthly",
+        "one_time"
+      ],
+      "type": "string"
+    },
+    "conversion_rate": {
+      "description": "Share of MAU who pay, e.g. 0.03",
+      "maximum": 1,
+      "minimum": 0,
+      "type": "number"
+    },
+    "price_usd": {
+      "description": "What a paying user pays",
+      "maximum": 1000000,
+      "minimum": 0,
+      "type": "number"
+    },
+    "revenue_per_mau": {
+      "description": "Average monthly revenue per MAU (instead of price_usd × conversion_rate)",
+      "maximum": 10000,
+      "minimum": 0,
+      "type": "number"
+    },
+    "variable_cost_alert_pct": {
+      "default": 20,
+      "description": "Flag jobs whose monthly cost is above this % of revenue",
+      "maximum": 100,
+      "minimum": 1,
+      "type": "number"
+    }
+  },
+  "type": "object"
+}

First observedSep 25, 2026

TDQS

A4.5/5.0

Behavior5/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnly/idempotent/non-destructive/closed-world, and the description still adds substantial context beyond them: the exact 'fit' criteria, what comes back as a check versus a question, how 'total' separates proven/estimated/unpriced jobs, and a detailed data-handling disclosure (arguments stored, account keys one-way hashed, never IP addresses, results summarized, exit tools log counts not contents). This is unusually rich transparency for a read-only tool.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Front-loaded with the usage trigger, then the pricing mechanism, then result semantics, parameter hints, the sibling route and data handling. Sentences are dense and mostly earn their place, though the long parenthetical data-handling clause is heavier than the surrounding content and could be trimmed.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a complex tool with nested objects and no output schema, the description covers the essentials an agent needs: what inputs to supply, how results are classified (fit/check/question), and how totals are partitioned. Gaps remain around limit_per_job and unit_economics output, but nothing critical to a correct call is missing.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 63% and the schema itself documents most units, features and unit_economics fields, so the baseline is 3. The description adds genuine meaning for 'scales' (smallest scale becomes the priced MAU when no MAU is given) and briefly for 'budget_monthly_usd', but says nothing about limit_per_job, prefer, peak_volume or unit_economics, leaving several parameters to the schema alone.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb+resource+goal ('choosing vendors ... the cheapest valid tier wins') and anchors it with three concrete user-utterance examples ('cheapest database for 20k users', 'Resend or Postmark at 60,000 emails a month?'). It also explicitly distinguishes itself from the sibling 'plan_stack_from_spec', so an agent can route between them without opening schemas.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines5/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Gives a clear when-to-use trigger ('picking vendors for something they're building'), an explicit when-not with the alternative named ('For a whole product brief, use plan_stack_from_spec'), and points to 'scales' for cost curves/break-evens and 'budget_monthly_usd' for budget checks. Alternative routing is fully spelled out.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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