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Kong Reviews

by com.kongreviews
OverviewDiscussionsAdmin

Server Details

Pick a tech stack from a PRD and see what it costs now and at scale, after startup perks.

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Status
Unhealthy
OAuth
Works in Glama
Last Tested
Transport
Streamable HTTP
URL
ChatGPT
–
Claude
–

TDQS

A3.6/5.0

Scored across 29 tools

Disambiguation3/5

Several clusters overlap heavily: recommend_stack, plan_stack, audit_stack, compare_architectures and extract_requirements all produce or feed stack recommendations, and get_pricing, estimate_cost, compare_vendors and find_cost_cliffs all answer 'what does vendor X cost'. The descriptions do explicitly route between them (recommend_stack says 'start here', plan_stack says 'use recommend_stack instead when you only have a plain-language description'), so an agent can resolve the conflict, but only by reading long guidance text. Boundaries like plan_stack vs project_stack and check_build vs get_build_pack remain fuzzier than ideal.

Naming Consistency5/5

Every one of the 29 names is snake_case with a leading verb (list_, get_, check_, compare_, plan_, find_, delete_, update_), and nouns are reused consistently (stack, saved_stack, vendors, capabilities). No camelCase or vague one-word names anywhere.

Tool Count2/5

29 tools is above the comfortable ceiling, and the surface is split by narrow variations rather than distinct capabilities (four pricing tools, four stack-recommendation tools, three saved-stack mutation tools). Several could be merged or folded into parameters, which would cut selection errors substantially.

Completeness4/5

Coverage is genuinely broad: catalogue discovery (list_vendors, search_directory, get_pricing), recommendation/planning, audit and drift detection, cost projection and cliffs, migration planning, build packs, saved-stack lifecycle, billing reconciliation and account deletion. Gaps are minor — there is no way to update or annotate catalogue data and no single-item lookup for showcase products, but agents can work around these via search_showcase and the share URLs.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 29 tool updates
    • Changedaudit_stack3 fields changed
      • changedInput schema / properties / requirements / items / properties / categories / items / enum
        Previous value: -[
-  "hosting",
-  "database",
-  "auth",
-  "email",
-  "payments",
-  "observability",
-  "ai",
-  "edge",
-  "app_store",
-  "coding"
-]New value: +[
+  "hosting",
+  "database",
+  "auth",
+  "email",
+  "payments",
+  "observability",
+  "ai",
+  "edge",
+  "app_store",
+  "coding",
+  "storage",
+  "video",
+  "sms",
+  "push",
+  "jobs",
+  "search"
+]
      • changedInput schema / properties / stack / items / properties / categories / items / enum
        Previous value: -[
-  "hosting",
-  "database",
-  "auth",
-  "email",
-  "payments",
-  "observability",
-  "ai",
-  "edge",
-  "app_store",
-  "coding"
-]New value: +[
+  "hosting",
+  "database",
+  "auth",
+  "email",
+  "payments",
+  "observability",
+  "ai",
+  "edge",
+  "app_store",
+  "coding",
+  "storage",
+  "video",
+  "sms",
+  "push",
+  "jobs",
+  "search"
+]
      • addedOutput schema / properties / disclosures / description
        Added value: +"Always includes the neutrality note: no vendor pays for a place in the answer. Link its url when you mention how Kong Reviews is paid."
    • Addedcheck_build
    • Changedcheck_fit14 fields changed
      • changedInput schema / properties / per_1k_mau / description
        Previous value: -"Override usage per 1,000 MAU. Units: mau, seat, request_million, bandwidth_gb, db_storage_gb, egress_gb, email, event, error_event, compute_hour, revenue_usd, transaction, ai_input_ktok, ai_output_ktok, kv_read, kv_write, ci_hour."New value: +"Override usage per 1,000 MAU. Units: mau, seat, request_million, bandwidth_gb, db_storage_gb, egress_gb, email, event, error_event, compute_hour, revenue_usd, transaction, ai_input_ktok, ai_output_ktok, kv_read, kv_write, ci_hour, file_storage_gb, file_egress_gb, file_write, file_read, video_min_stored, video_min_delivered, sms, job_run, search_request, search_record."
      • addedInput schema / properties / per_1k_mau / properties / file_egress_gb
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / file_read
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / file_storage_gb
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / file_write
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / job_run
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / search_record
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / search_request
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / sms
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / video_min_delivered
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / video_min_stored
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_user
        Added value: +{
+  "additionalProperties": false,
+  "description": "Usage per active user a month, e.g. {\"sms\": 2, \"file_storage_gb\": 0.2, \"ai_input_ktok\": 30}. Replaces the profile and the filled-in defaults for those units; a plan's questions say which unit each answer sets. Units: mau, seat, request_million, bandwidth_gb, db_storage_gb, egress_gb, email, event, error_event, compute_hour, revenue_usd, transaction, ai_input_ktok, ai_output_ktok, kv_read, kv_write, ci_hour, file_storage_gb, file_egress_gb, file_write, file_read, video_min_stored, video_min_delivered, sms, job_run, search_request, search_record.",
+  "properties": {
+    "ai_input_ktok": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "ai_output_ktok": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "bandwidth_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "ci_hour": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "compute_hour": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "db_storage_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "egress_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "email": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "error_event": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "event": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "file_egress_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "file_read": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "file_storage_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "file_write": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "job_run": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "kv_read": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "kv_write": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "mau": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "request_million": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "revenue_usd": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "search_record": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "search_request": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "seat": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "sms": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "transaction": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "video_min_delivered": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "video_min_stored": {
+      "minimum": 0,
+      "type": "number"
+    }
+  },
+  "type": "object"
+}
      • changedInput schema / properties / requirements / items / properties / categories / items / enum
        Previous value: -[
-  "hosting",
-  "database",
-  "auth",
-  "email",
-  "payments",
-  "observability",
-  "ai",
-  "edge",
-  "app_store",
-  "coding"
-]New value: +[
+  "hosting",
+  "database",
+  "auth",
+  "email",
+  "payments",
+  "observability",
+  "ai",
+  "edge",
+  "app_store",
+  "coding",
+  "storage",
+  "video",
+  "sms",
+  "push",
+  "jobs",
+  "search"
+]
      • addedOutput schema / properties / disclosures / description
        Added value: +"Always includes the neutrality note: no vendor pays for a place in the answer. Link its url when you mention how Kong Reviews is paid."
    • Changedcompare_architectures3 fields changed
      • changedInput schema / properties / categories / items / enum
        Previous value: -[
-  "hosting",
-  "database",
-  "auth",
-  "email",
-  "payments",
-  "observability",
-  "ai",
-  "edge",
-  "app_store",
-  "coding"
-]New value: +[
+  "hosting",
+  "database",
+  "auth",
+  "email",
+  "payments",
+  "observability",
+  "ai",
+  "edge",
+  "app_store",
+  "coding",
+  "storage",
+  "video",
+  "sms",
+  "push",
+  "jobs",
+  "search"
+]
      • changedInput schema / properties / requirements / items / properties / categories / items / enum
        Previous value: -[
-  "hosting",
-  "database",
-  "auth",
-  "email",
-  "payments",
-  "observability",
-  "ai",
-  "edge",
-  "app_store",
-  "coding"
-]New value: +[
+  "hosting",
+  "database",
+  "auth",
+  "email",
+  "payments",
+  "observability",
+  "ai",
+  "edge",
+  "app_store",
+  "coding",
+  "storage",
+  "video",
+  "sms",
+  "push",
+  "jobs",
+  "search"
+]
      • addedOutput schema / properties / disclosures / description
        Added value: +"Always includes the neutrality note: no vendor pays for a place in the answer. Link its url when you mention how Kong Reviews is paid."
    • Changedcompare_vendors15 fields changed
      • changedInput schema / properties / category / enum
        Previous value: -[
-  "hosting",
-  "database",
-  "auth",
-  "email",
-  "payments",
-  "observability",
-  "ai",
-  "edge",
-  "app_store",
-  "coding"
-]New value: +[
+  "hosting",
+  "database",
+  "auth",
+  "email",
+  "payments",
+  "observability",
+  "ai",
+  "edge",
+  "app_store",
+  "coding",
+  "storage",
+  "video",
+  "sms",
+  "push",
+  "jobs",
+  "search"
+]
      • changedInput schema / properties / per_1k_mau / description
        Previous value: -"Override usage per 1,000 MAU. Units: mau, seat, request_million, bandwidth_gb, db_storage_gb, egress_gb, email, event, error_event, compute_hour, revenue_usd, transaction, ai_input_ktok, ai_output_ktok, kv_read, kv_write, ci_hour."New value: +"Override usage per 1,000 MAU. Units: mau, seat, request_million, bandwidth_gb, db_storage_gb, egress_gb, email, event, error_event, compute_hour, revenue_usd, transaction, ai_input_ktok, ai_output_ktok, kv_read, kv_write, ci_hour, file_storage_gb, file_egress_gb, file_write, file_read, video_min_stored, video_min_delivered, sms, job_run, search_request, search_record."
      • addedInput schema / properties / per_1k_mau / properties / file_egress_gb
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / file_read
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / file_storage_gb
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / file_write
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / job_run
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / search_record
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / search_request
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / sms
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / video_min_delivered
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / video_min_stored
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_user
        Added value: +{
+  "additionalProperties": false,
+  "description": "Usage per active user a month, e.g. {\"sms\": 2, \"file_storage_gb\": 0.2, \"ai_input_ktok\": 30}. Replaces the profile and the filled-in defaults for those units; a plan's questions say which unit each answer sets. Units: mau, seat, request_million, bandwidth_gb, db_storage_gb, egress_gb, email, event, error_event, compute_hour, revenue_usd, transaction, ai_input_ktok, ai_output_ktok, kv_read, kv_write, ci_hour, file_storage_gb, file_egress_gb, file_write, file_read, video_min_stored, video_min_delivered, sms, job_run, search_request, search_record.",
+  "properties": {
+    "ai_input_ktok": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "ai_output_ktok": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "bandwidth_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "ci_hour": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "compute_hour": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "db_storage_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "egress_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "email": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "error_event": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "event": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "file_egress_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "file_read": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "file_storage_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "file_write": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "job_run": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "kv_read": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "kv_write": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "mau": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "request_million": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "revenue_usd": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "search_record": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "search_request": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "seat": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "sms": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "transaction": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "video_min_delivered": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "video_min_stored": {
+      "minimum": 0,
+      "type": "number"
+    }
+  },
+  "type": "object"
+}
      • changedInput schema / properties / requirements / items / properties / categories / items / enum
        Previous value: -[
-  "hosting",
-  "database",
-  "auth",
-  "email",
-  "payments",
-  "observability",
-  "ai",
-  "edge",
-  "app_store",
-  "coding"
-]New value: +[
+  "hosting",
+  "database",
+  "auth",
+  "email",
+  "payments",
+  "observability",
+  "ai",
+  "edge",
+  "app_store",
+  "coding",
+  "storage",
+  "video",
+  "sms",
+  "push",
+  "jobs",
+  "search"
+]
      • addedOutput schema / properties / disclosures / description
        Added value: +"Always includes the neutrality note: no vendor pays for a place in the answer. Link its url when you mention how Kong Reviews is paid."
    • Changeddelete_account1 field changed
      • addedOutput schema / properties / disclosures / description
        Added value: +"Always includes the neutrality note: no vendor pays for a place in the answer. Link its url when you mention how Kong Reviews is paid."
    • Changeddelete_saved_stack1 field changed
      • addedOutput schema / properties / disclosures / description
        Added value: +"Always includes the neutrality note: no vendor pays for a place in the answer. Link its url when you mention how Kong Reviews is paid."
    • Changeddetect_stack1 field changed
      • addedOutput schema / properties / disclosures / description
        Added value: +"Always includes the neutrality note: no vendor pays for a place in the answer. Link its url when you mention how Kong Reviews is paid."
    • Changeddiff_stack2 fields changed
      • changedInput schema / properties / requirements / items / properties / categories / items / enum
        Previous value: -[
-  "hosting",
-  "database",
-  "auth",
-  "email",
-  "payments",
-  "observability",
-  "ai",
-  "edge",
-  "app_store",
-  "coding"
-]New value: +[
+  "hosting",
+  "database",
+  "auth",
+  "email",
+  "payments",
+  "observability",
+  "ai",
+  "edge",
+  "app_store",
+  "coding",
+  "storage",
+  "video",
+  "sms",
+  "push",
+  "jobs",
+  "search"
+]
      • addedOutput schema / properties / disclosures / description
        Added value: +"Always includes the neutrality note: no vendor pays for a place in the answer. Link its url when you mention how Kong Reviews is paid."
    • Changedestimate_cost24 fields changed
      • changedInput schema / properties / per_1k_mau / description
        Previous value: -"Override usage per 1,000 MAU. Units: mau, seat, request_million, bandwidth_gb, db_storage_gb, egress_gb, email, event, error_event, compute_hour, revenue_usd, transaction, ai_input_ktok, ai_output_ktok, kv_read, kv_write, ci_hour."New value: +"Override usage per 1,000 MAU. Units: mau, seat, request_million, bandwidth_gb, db_storage_gb, egress_gb, email, event, error_event, compute_hour, revenue_usd, transaction, ai_input_ktok, ai_output_ktok, kv_read, kv_write, ci_hour, file_storage_gb, file_egress_gb, file_write, file_read, video_min_stored, video_min_delivered, sms, job_run, search_request, search_record."
      • addedInput schema / properties / per_1k_mau / properties / file_egress_gb
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / file_read
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / file_storage_gb
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / file_write
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / job_run
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / search_record
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / search_request
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / sms
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / video_min_delivered
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / video_min_stored
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_user
        Added value: +{
+  "additionalProperties": false,
+  "description": "Usage per active user a month, e.g. {\"sms\": 2, \"file_storage_gb\": 0.2, \"ai_input_ktok\": 30}. Replaces the profile and the filled-in defaults for those units; a plan's questions say which unit each answer sets. Units: mau, seat, request_million, bandwidth_gb, db_storage_gb, egress_gb, email, event, error_event, compute_hour, revenue_usd, transaction, ai_input_ktok, ai_output_ktok, kv_read, kv_write, ci_hour, file_storage_gb, file_egress_gb, file_write, file_read, video_min_stored, video_min_delivered, sms, job_run, search_request, search_record.",
+  "properties": {
+    "ai_input_ktok": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "ai_output_ktok": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "bandwidth_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "ci_hour": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "compute_hour": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "db_storage_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "egress_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "email": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "error_event": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "event": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "file_egress_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "file_read": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "file_storage_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "file_write": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "job_run": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "kv_read": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "kv_write": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "mau": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "request_million": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "revenue_usd": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "search_record": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "search_request": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "seat": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "sms": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "transaction": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "video_min_delivered": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "video_min_stored": {
+      "minimum": 0,
+      "type": "number"
+    }
+  },
+  "type": "object"
+}
      • changedInput schema / properties / usage / description
        Previous value: -"Exact monthly usage by unit (mau, seat, request_million, bandwidth_gb, db_storage_gb, egress_gb, email, event, error_event, compute_hour, revenue_usd, transaction, ai_input_ktok, ai_output_ktok, kv_read, kv_write, ci_hour); overrides values derived from mau."New value: +"Exact monthly usage by unit (mau, seat, request_million, bandwidth_gb, db_storage_gb, egress_gb, email, event, error_event, compute_hour, revenue_usd, transaction, ai_input_ktok, ai_output_ktok, kv_read, kv_write, ci_hour, file_storage_gb, file_egress_gb, file_write, file_read, video_min_stored, video_min_delivered, sms, job_run, search_request, search_record); overrides values derived from mau."
      • addedInput schema / properties / usage / properties / file_egress_gb
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / usage / properties / file_read
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / usage / properties / file_storage_gb
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / usage / properties / file_write
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / usage / properties / job_run
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / usage / properties / search_record
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / usage / properties / search_request
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / usage / properties / sms
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / usage / properties / video_min_delivered
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / usage / properties / video_min_stored
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedOutput schema / properties / disclosures / description
        Added value: +"Always includes the neutrality note: no vendor pays for a place in the answer. Link its url when you mention how Kong Reviews is paid."
    • Changedevaluate_change16 fields changed
      • changedInput schema / properties / category / enum
        Previous value: -[
-  "hosting",
-  "database",
-  "auth",
-  "email",
-  "payments",
-  "observability",
-  "ai",
-  "edge",
-  "app_store",
-  "coding"
-]New value: +[
+  "hosting",
+  "database",
+  "auth",
+  "email",
+  "payments",
+  "observability",
+  "ai",
+  "edge",
+  "app_store",
+  "coding",
+  "storage",
+  "video",
+  "sms",
+  "push",
+  "jobs",
+  "search"
+]
      • addedInput schema / properties / migration_features
        Added value: +{
+  "description": "Features of the current host the app uses (feature ids from plan_migration or detect_stack's netlify_features), so a migration playbook prices the work. Leave switching.hours out to use them.",
+  "items": {
+    "type": "string"
+  },
+  "maxItems": 30,
+  "type": "array"
+}
      • changedInput schema / properties / per_1k_mau / description
        Previous value: -"Override usage per 1,000 MAU. Units: mau, seat, request_million, bandwidth_gb, db_storage_gb, egress_gb, email, event, error_event, compute_hour, revenue_usd, transaction, ai_input_ktok, ai_output_ktok, kv_read, kv_write, ci_hour."New value: +"Override usage per 1,000 MAU. Units: mau, seat, request_million, bandwidth_gb, db_storage_gb, egress_gb, email, event, error_event, compute_hour, revenue_usd, transaction, ai_input_ktok, ai_output_ktok, kv_read, kv_write, ci_hour, file_storage_gb, file_egress_gb, file_write, file_read, video_min_stored, video_min_delivered, sms, job_run, search_request, search_record."
      • addedInput schema / properties / per_1k_mau / properties / file_egress_gb
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / file_read
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / file_storage_gb
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / file_write
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / job_run
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / search_record
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / search_request
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / sms
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / video_min_delivered
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / video_min_stored
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_user
        Added value: +{
+  "additionalProperties": false,
+  "description": "Usage per active user a month, e.g. {\"sms\": 2, \"file_storage_gb\": 0.2, \"ai_input_ktok\": 30}. Replaces the profile and the filled-in defaults for those units; a plan's questions say which unit each answer sets. Units: mau, seat, request_million, bandwidth_gb, db_storage_gb, egress_gb, email, event, error_event, compute_hour, revenue_usd, transaction, ai_input_ktok, ai_output_ktok, kv_read, kv_write, ci_hour, file_storage_gb, file_egress_gb, file_write, file_read, video_min_stored, video_min_delivered, sms, job_run, search_request, search_record.",
+  "properties": {
+    "ai_input_ktok": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "ai_output_ktok": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "bandwidth_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "ci_hour": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "compute_hour": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "db_storage_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "egress_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "email": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "error_event": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "event": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "file_egress_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "file_read": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "file_storage_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "file_write": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "job_run": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "kv_read": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "kv_write": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "mau": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "request_million": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "revenue_usd": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "search_record": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "search_request": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "seat": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "sms": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "transaction": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "video_min_delivered": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "video_min_stored": {
+      "minimum": 0,
+      "type": "number"
+    }
+  },
+  "type": "object"
+}
      • changedInput schema / properties / requirements / items / properties / categories / items / enum
        Previous value: -[
-  "hosting",
-  "database",
-  "auth",
-  "email",
-  "payments",
-  "observability",
-  "ai",
-  "edge",
-  "app_store",
-  "coding"
-]New value: +[
+  "hosting",
+  "database",
+  "auth",
+  "email",
+  "payments",
+  "observability",
+  "ai",
+  "edge",
+  "app_store",
+  "coding",
+  "storage",
+  "video",
+  "sms",
+  "push",
+  "jobs",
+  "search"
+]
      • addedOutput schema / properties / disclosures / description
        Added value: +"Always includes the neutrality note: no vendor pays for a place in the answer. Link its url when you mention how Kong Reviews is paid."
    • Changedextract_requirements1 field changed
      • addedOutput schema / properties / disclosures / description
        Added value: +"Always includes the neutrality note: no vendor pays for a place in the answer. Link its url when you mention how Kong Reviews is paid."
    • Changedfind_cost_cliffs13 fields changed
      • changedInput schema / properties / per_1k_mau / description
        Previous value: -"Override usage per 1,000 MAU. Units: mau, seat, request_million, bandwidth_gb, db_storage_gb, egress_gb, email, event, error_event, compute_hour, revenue_usd, transaction, ai_input_ktok, ai_output_ktok, kv_read, kv_write, ci_hour."New value: +"Override usage per 1,000 MAU. Units: mau, seat, request_million, bandwidth_gb, db_storage_gb, egress_gb, email, event, error_event, compute_hour, revenue_usd, transaction, ai_input_ktok, ai_output_ktok, kv_read, kv_write, ci_hour, file_storage_gb, file_egress_gb, file_write, file_read, video_min_stored, video_min_delivered, sms, job_run, search_request, search_record."
      • addedInput schema / properties / per_1k_mau / properties / file_egress_gb
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / file_read
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / file_storage_gb
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / file_write
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / job_run
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / search_record
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / search_request
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / sms
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / video_min_delivered
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / video_min_stored
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_user
        Added value: +{
+  "additionalProperties": false,
+  "description": "Usage per active user a month, e.g. {\"sms\": 2, \"file_storage_gb\": 0.2, \"ai_input_ktok\": 30}. Replaces the profile and the filled-in defaults for those units; a plan's questions say which unit each answer sets. Units: mau, seat, request_million, bandwidth_gb, db_storage_gb, egress_gb, email, event, error_event, compute_hour, revenue_usd, transaction, ai_input_ktok, ai_output_ktok, kv_read, kv_write, ci_hour, file_storage_gb, file_egress_gb, file_write, file_read, video_min_stored, video_min_delivered, sms, job_run, search_request, search_record.",
+  "properties": {
+    "ai_input_ktok": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "ai_output_ktok": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "bandwidth_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "ci_hour": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "compute_hour": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "db_storage_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "egress_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "email": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "error_event": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "event": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "file_egress_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "file_read": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "file_storage_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "file_write": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "job_run": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "kv_read": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "kv_write": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "mau": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "request_million": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "revenue_usd": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "search_record": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "search_request": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "seat": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "sms": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "transaction": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "video_min_delivered": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "video_min_stored": {
+      "minimum": 0,
+      "type": "number"
+    }
+  },
+  "type": "object"
+}
      • addedOutput schema / properties / disclosures / description
        Added value: +"Always includes the neutrality note: no vendor pays for a place in the answer. Link its url when you mention how Kong Reviews is paid."
    • Changedfind_perks1 field changed
      • addedOutput schema / properties / disclosures / description
        Added value: +"Always includes the neutrality note: no vendor pays for a place in the answer. Link its url when you mention how Kong Reviews is paid."
    • Addedget_build_pack
    • Changedget_pricing1 field changed
      • addedOutput schema / properties / disclosures / description
        Added value: +"Always includes the neutrality note: no vendor pays for a place in the answer. Link its url when you mention how Kong Reviews is paid."
    • Changedget_saved_stack1 field changed
      • addedOutput schema / properties / disclosures / description
        Added value: +"Always includes the neutrality note: no vendor pays for a place in the answer. Link its url when you mention how Kong Reviews is paid."
    • Changedlist_capabilities1 field changed
      • addedOutput schema / properties / disclosures / description
        Added value: +"Always includes the neutrality note: no vendor pays for a place in the answer. Link its url when you mention how Kong Reviews is paid."
    • Changedlist_saved_stacks1 field changed
      • addedOutput schema / properties / disclosures / description
        Added value: +"Always includes the neutrality note: no vendor pays for a place in the answer. Link its url when you mention how Kong Reviews is paid."
    • Changedlist_vendors2 fields changed
      • changedInput schema / properties / category / enum
        Previous value: -[
-  "hosting",
-  "database",
-  "auth",
-  "email",
-  "payments",
-  "observability",
-  "ai",
-  "edge",
-  "app_store",
-  "coding"
-]New value: +[
+  "hosting",
+  "database",
+  "auth",
+  "email",
+  "payments",
+  "observability",
+  "ai",
+  "edge",
+  "app_store",
+  "coding",
+  "storage",
+  "video",
+  "sms",
+  "push",
+  "jobs",
+  "search"
+]
      • addedOutput schema / properties / disclosures / description
        Added value: +"Always includes the neutrality note: no vendor pays for a place in the answer. Link its url when you mention how Kong Reviews is paid."
    • Addedplan_migration
    • Changedplan_stack21 fields changed
      • addedInput schema / properties / accounts
        Added value: +{
+  "additionalProperties": false,
+  "description": "For a business product counted in customers (\"50 clinics now, 500 next year\"): customers now and at the forecast, and people using it at each (default 10). Users are worked out from these when mau_now is not given.",
+  "properties": {
+    "forecast": {
+      "maximum": 10000000,
+      "minimum": 0,
+      "type": "number"
+    },
+    "now": {
+      "maximum": 10000000,
+      "minimum": 0,
+      "type": "number"
+    },
+    "users_per_account": {
+      "maximum": 100000,
+      "minimum": 1,
+      "type": "number"
+    }
+  },
+  "type": "object"
+}
      • addedInput schema / properties / build_tool
        Added value: +{
+  "description": "The build tool the user named, as a coding vendor id (lovable, bolt, replit, base44, v0, cursor, claude-code, github-copilot…): the plan uses it. An app builder that hosts the app and runs its database and sign-in (Lovable, Bolt, Replit, Base44) covers those, so they are not planned separately.",
+  "maxLength": 40,
+  "type": "string"
+}
      • addedInput schema / properties / builder_profile
        Added value: +{
+  "description": "Who builds it. developer picks an AI coding agent, non_developer an app builder (and counts setup work double). Given without categories, the plan adds the build tool (coding).",
+  "enum": [
+    "developer",
+    "non_developer",
+    "unknown"
+  ],
+  "type": "string"
+}
      • changedInput schema / properties / categories / items / enum
        Previous value: -[
-  "hosting",
-  "database",
-  "auth",
-  "email",
-  "payments",
-  "observability",
-  "ai",
-  "edge",
-  "app_store",
-  "coding"
-]New value: +[
+  "hosting",
+  "database",
+  "auth",
+  "email",
+  "payments",
+  "observability",
+  "ai",
+  "edge",
+  "app_store",
+  "coding",
+  "storage",
+  "video",
+  "sms",
+  "push",
+  "jobs",
+  "search"
+]
      • addedInput schema / properties / confirmed
        Added value: +{
+  "description": "Ids of questions whose assumption the user confirmed as right (e.g. [\"region\", \"builder\"]), so the plan stops asking them. A question answered with a figure goes in its own argument instead (per_user, revenue_per_mau_usd…).",
+  "items": {
+    "maxLength": 40,
+    "type": "string"
+  },
+  "maxItems": 20,
+  "type": "array"
+}
      • addedInput schema / properties / needs
        Added value: +{
+  "description": "Needs the plan should list even though they are not priced (directory category ids such as maps, vector_db, speech), from recommend_stack's requirements_read.needs.",
+  "items": {
+    "properties": {
+      "id": {
+        "maxLength": 40,
+        "type": "string"
+      },
+      "label": {
+        "maxLength": 80,
+        "type": "string"
+      },
+      "source": {
+        "maxLength": 500,
+        "type": "string"
+      }
+    },
+    "required": [
+      "id"
+    ],
+    "type": "object"
+  },
+  "maxItems": 20,
+  "type": "array"
+}
      • changedInput schema / properties / per_1k_mau / description
        Previous value: -"Override usage per 1,000 MAU. Units: mau, seat, request_million, bandwidth_gb, db_storage_gb, egress_gb, email, event, error_event, compute_hour, revenue_usd, transaction, ai_input_ktok, ai_output_ktok, kv_read, kv_write, ci_hour."New value: +"Override usage per 1,000 MAU. Units: mau, seat, request_million, bandwidth_gb, db_storage_gb, egress_gb, email, event, error_event, compute_hour, revenue_usd, transaction, ai_input_ktok, ai_output_ktok, kv_read, kv_write, ci_hour, file_storage_gb, file_egress_gb, file_write, file_read, video_min_stored, video_min_delivered, sms, job_run, search_request, search_record."
      • addedInput schema / properties / per_1k_mau / properties / file_egress_gb
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / file_read
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / file_storage_gb
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / file_write
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / job_run
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / search_record
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / search_request
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / sms
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / video_min_delivered
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / video_min_stored
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_user
        Added value: +{
+  "additionalProperties": false,
+  "description": "Usage per active user a month, e.g. {\"sms\": 2, \"file_storage_gb\": 0.2, \"ai_input_ktok\": 30}. Replaces the profile and the filled-in defaults for those units; a plan's questions say which unit each answer sets. Units: mau, seat, request_million, bandwidth_gb, db_storage_gb, egress_gb, email, event, error_event, compute_hour, revenue_usd, transaction, ai_input_ktok, ai_output_ktok, kv_read, kv_write, ci_hour, file_storage_gb, file_egress_gb, file_write, file_read, video_min_stored, video_min_delivered, sms, job_run, search_request, search_record.",
+  "properties": {
+    "ai_input_ktok": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "ai_output_ktok": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "bandwidth_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "ci_hour": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "compute_hour": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "db_storage_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "egress_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "email": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "error_event": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "event": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "file_egress_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "file_read": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "file_storage_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "file_write": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "job_run": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "kv_read": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "kv_write": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "mau": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "request_million": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "revenue_usd": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "search_record": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "search_request": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "seat": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "sms": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "transaction": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "video_min_delivered": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "video_min_stored": {
+      "minimum": 0,
+      "type": "number"
+    }
+  },
+  "type": "object"
+}
      • addedInput schema / properties / ranking
        Added value: +{
+  "description": "balanced (default): monthly cost plus a small monthly weight for lock-in, setup work before first use and unverified seed prices, so a slightly cheaper vendor that is hard to leave or slow to set up can lose. cost: price alone. simplest: fewest vendors and least setup (one vendor covering several categories wins unless the others are much cheaper). Each plan lists the other two as alternatives when their picks differ.",
+  "enum": [
+    "balanced",
+    "cost",
+    "simplest"
+  ],
+  "type": "string"
+}
      • changedInput schema / properties / requirements / items / properties / categories / items / enum
        Previous value: -[
-  "hosting",
-  "database",
-  "auth",
-  "email",
-  "payments",
-  "observability",
-  "ai",
-  "edge",
-  "app_store",
-  "coding"
-]New value: +[
+  "hosting",
+  "database",
+  "auth",
+  "email",
+  "payments",
+  "observability",
+  "ai",
+  "edge",
+  "app_store",
+  "coding",
+  "storage",
+  "video",
+  "sms",
+  "push",
+  "jobs",
+  "search"
+]
      • addedOutput schema / properties / disclosures / description
        Added value: +"Always includes the neutrality note: no vendor pays for a place in the answer. Link its url when you mention how Kong Reviews is paid."
    • Changedproject_stack14 fields changed
      • changedInput schema / properties / per_1k_mau / description
        Previous value: -"Override usage per 1,000 MAU. Units: mau, seat, request_million, bandwidth_gb, db_storage_gb, egress_gb, email, event, error_event, compute_hour, revenue_usd, transaction, ai_input_ktok, ai_output_ktok, kv_read, kv_write, ci_hour."New value: +"Override usage per 1,000 MAU. Units: mau, seat, request_million, bandwidth_gb, db_storage_gb, egress_gb, email, event, error_event, compute_hour, revenue_usd, transaction, ai_input_ktok, ai_output_ktok, kv_read, kv_write, ci_hour, file_storage_gb, file_egress_gb, file_write, file_read, video_min_stored, video_min_delivered, sms, job_run, search_request, search_record."
      • addedInput schema / properties / per_1k_mau / properties / file_egress_gb
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / file_read
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / file_storage_gb
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / file_write
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / job_run
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / search_record
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / search_request
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / sms
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / video_min_delivered
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_1k_mau / properties / video_min_stored
        Added value: +{
+  "minimum": 0,
+  "type": "number"
+}
      • addedInput schema / properties / per_user
        Added value: +{
+  "additionalProperties": false,
+  "description": "Usage per active user a month, e.g. {\"sms\": 2, \"file_storage_gb\": 0.2, \"ai_input_ktok\": 30}. Replaces the profile and the filled-in defaults for those units; a plan's questions say which unit each answer sets. Units: mau, seat, request_million, bandwidth_gb, db_storage_gb, egress_gb, email, event, error_event, compute_hour, revenue_usd, transaction, ai_input_ktok, ai_output_ktok, kv_read, kv_write, ci_hour, file_storage_gb, file_egress_gb, file_write, file_read, video_min_stored, video_min_delivered, sms, job_run, search_request, search_record.",
+  "properties": {
+    "ai_input_ktok": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "ai_output_ktok": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "bandwidth_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "ci_hour": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "compute_hour": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "db_storage_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "egress_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "email": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "error_event": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "event": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "file_egress_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "file_read": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "file_storage_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "file_write": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "job_run": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "kv_read": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "kv_write": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "mau": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "request_million": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "revenue_usd": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "search_record": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "search_request": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "seat": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "sms": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "transaction": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "video_min_delivered": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "video_min_stored": {
+      "minimum": 0,
+      "type": "number"
+    }
+  },
+  "type": "object"
+}
      • changedInput schema / properties / vendors / maxItems
        Previous value: -12New value: +20
      • addedOutput schema / properties / disclosures / description
        Added value: +"Always includes the neutrality note: no vendor pays for a place in the answer. Link its url when you mention how Kong Reviews is paid."
    • Changedrecommend_stack8 fields changed
      • addedInput schema / properties / build_tool
        Added value: +{
+  "description": "The build tool the user named, as a coding vendor id (lovable, bolt, replit, base44, v0, cursor, claude-code, github-copilot…): the plan uses it. An app builder that hosts the app and runs its database and sign-in (Lovable, Bolt, Replit, Base44) covers those, so they are not planned separately.",
+  "maxLength": 40,
+  "type": "string"
+}
      • addedInput schema / properties / builder_profile
        Added value: +{
+  "description": "Who builds it. developer picks an AI coding agent, non_developer an app builder (and counts setup work double). Given without categories, the plan adds the build tool (coding).",
+  "enum": [
+    "developer",
+    "non_developer",
+    "unknown"
+  ],
+  "type": "string"
+}
      • changedInput schema / properties / categories / description
        Previous value: -"Plan these categories. Default: what the description needs (a web app gets hosting, database, sign-in, email, payments and observability; an on-device app only what it names)."New value: +"Plan these categories. Default: a build tool (an AI app builder or coding agent) plus what the description needs (a web app gets hosting, database, sign-in, email, payments and observability; an on-device app only what it names; a one-sentence idea such as a pantry tracker what that kind of app usually needs)."
      • changedInput schema / properties / categories / items / enum
        Previous value: -[
-  "hosting",
-  "database",
-  "auth",
-  "email",
-  "payments",
-  "observability",
-  "ai",
-  "edge",
-  "app_store",
-  "coding"
-]New value: +[
+  "hosting",
+  "database",
+  "auth",
+  "email",
+  "payments",
+  "observability",
+  "ai",
+  "edge",
+  "app_store",
+  "coding",
+  "storage",
+  "video",
+  "sms",
+  "push",
+  "jobs",
+  "search"
+]
      • addedInput schema / properties / confirmed
        Added value: +{
+  "description": "Ids of questions whose assumption the user confirmed as right (e.g. [\"region\", \"builder\"]), so the plan stops asking them. A question answered with a figure goes in its own argument instead (per_user, revenue_per_mau_usd…).",
+  "items": {
+    "maxLength": 40,
+    "type": "string"
+  },
+  "maxItems": 20,
+  "type": "array"
+}
      • addedInput schema / properties / per_user
        Added value: +{
+  "additionalProperties": false,
+  "description": "Usage per active user a month, e.g. {\"sms\": 2, \"file_storage_gb\": 0.2, \"ai_input_ktok\": 30}. Replaces the profile and the filled-in defaults for those units; a plan's questions say which unit each answer sets. Units: mau, seat, request_million, bandwidth_gb, db_storage_gb, egress_gb, email, event, error_event, compute_hour, revenue_usd, transaction, ai_input_ktok, ai_output_ktok, kv_read, kv_write, ci_hour, file_storage_gb, file_egress_gb, file_write, file_read, video_min_stored, video_min_delivered, sms, job_run, search_request, search_record.",
+  "properties": {
+    "ai_input_ktok": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "ai_output_ktok": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "bandwidth_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "ci_hour": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "compute_hour": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "db_storage_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "egress_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "email": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "error_event": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "event": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "file_egress_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "file_read": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "file_storage_gb": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "file_write": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "job_run": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "kv_read": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "kv_write": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "mau": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "request_million": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "revenue_usd": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "search_record": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "search_request": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "seat": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "sms": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "transaction": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "video_min_delivered": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "video_min_stored": {
+      "minimum": 0,
+      "type": "number"
+    }
+  },
+  "type": "object"
+}
      • addedInput schema / properties / ranking
        Added value: +{
+  "description": "balanced (default): monthly cost plus a small monthly weight for lock-in, setup work before first use and unverified seed prices, so a slightly cheaper vendor that is hard to leave or slow to set up can lose. cost: price alone. simplest: fewest vendors and least setup (one vendor covering several categories wins unless the others are much cheaper). Each plan lists the other two as alternatives when their picks differ.",
+  "enum": [
+    "balanced",
+    "cost",
+    "simplest"
+  ],
+  "type": "string"
+}
      • addedOutput schema / properties / disclosures / description
        Added value: +"Always includes the neutrality note: no vendor pays for a place in the answer. Link its url when you mention how Kong Reviews is paid."
    • Changedrecord_bills1 field changed
      • addedOutput schema / properties / disclosures / description
        Added value: +"Always includes the neutrality note: no vendor pays for a place in the answer. Link its url when you mention how Kong Reviews is paid."
    • Changedsave_stack1 field changed
      • addedOutput schema / properties / disclosures / description
        Added value: +"Always includes the neutrality note: no vendor pays for a place in the answer. Link its url when you mention how Kong Reviews is paid."
    • Changedsearch_directory2 fields changed
      • addedInput schema / properties / include_closed
        Added value: +{
+  "description": "true: include services that have shut down (left out by default; an exact id always finds one).",
+  "type": "boolean"
+}
      • addedOutput schema / properties / disclosures / description
        Added value: +"Always includes the neutrality note: no vendor pays for a place in the answer. Link its url when you mention how Kong Reviews is paid."
    • Changedsearch_showcase2 fields changed
      • changedInput schema / properties / category / enum
        Previous value: -[
-  "ai",
-  "productivity",
-  "developer_tools",
-  "finance",
-  "health",
-  "education",
-  "commerce",
-  "social",
-  "design",
-  "media",
-  "travel",
-  "marketing",
-  "other"
-]New value: +[
+  "ai",
+  "commerce",
+  "customer_support",
+  "data_analytics",
+  "design",
+  "developer_tools",
+  "education",
+  "energy",
+  "finance",
+  "government",
+  "hardware",
+  "health",
+  "hr",
+  "industrial",
+  "legal",
+  "marketing",
+  "media",
+  "productivity",
+  "sales",
+  "security",
+  "social",
+  "travel",
+  "other"
+]
      • addedOutput schema / properties / disclosures / description
        Added value: +"Always includes the neutrality note: no vendor pays for a place in the answer. Link its url when you mention how Kong Reviews is paid."
    • Changedupdate_saved_stack5 fields changed
      • addedInput schema / properties / answers
        Added value: +{
+  "additionalProperties": false,
+  "description": "Answers to the plan's questions (from get_saved_stack), kept with the stack so a re-plan doesn't ask again. Plans only. Re-prices the stack.",
+  "properties": {
+    "builder_profile": {
+      "enum": [
+        "developer",
+        "non_developer"
+      ],
+      "type": "string"
+    },
+    "confirmed": {
+      "description": "Question ids whose assumption is right, e.g. [\"region\", \"builder\"].",
+      "items": {
+        "maxLength": 40,
+        "type": "string"
+      },
+      "maxItems": 20,
+      "type": "array"
+    },
+    "data_in_eu": {
+      "description": "true: user data has to stay in the EU. false: no region requirement.",
+      "type": "boolean"
+    },
+    "per_user": {
+      "additionalProperties": false,
+      "description": "Usage per active user a month, e.g. {\"sms\": 2, \"file_storage_gb\": 0.2, \"ai_input_ktok\": 30}. Replaces the profile and the filled-in defaults for those units; a plan's questions say which unit each answer sets. Units: mau, seat, request_million, bandwidth_gb, db_storage_gb, egress_gb, email, event, error_event, compute_hour, revenue_usd, transaction, ai_input_ktok, ai_output_ktok, kv_read, kv_write, ci_hour, file_storage_gb, file_egress_gb, file_write, file_read, video_min_stored, video_min_delivered, sms, job_run, search_request, search_record.",
+      "properties": {
+        "ai_input_ktok": {
+          "minimum": 0,
+          "type": "number"
+        },
+        "ai_output_ktok": {
+          "minimum": 0,
+          "type": "number"
+        },
+        "bandwidth_gb": {
+          "minimum": 0,
+          "type": "number"
+        },
+        "ci_hour": {
+          "minimum": 0,
+          "type": "number"
+        },
+        "compute_hour": {
+          "minimum": 0,
+          "type": "number"
+        },
+        "db_storage_gb": {
+          "minimum": 0,
+          "type": "number"
+        },
+        "egress_gb": {
+          "minimum": 0,
+          "type": "number"
+        },
+        "email": {
+          "minimum": 0,
+          "type": "number"
+        },
+        "error_event": {
+          "minimum": 0,
+          "type": "number"
+        },
+        "event": {
+          "minimum": 0,
+          "type": "number"
+        },
+        "file_egress_gb": {
+          "minimum": 0,
+          "type": "number"
+        },
+        "file_read": {
+          "minimum": 0,
+          "type": "number"
+        },
+        "file_storage_gb": {
+          "minimum": 0,
+          "type": "number"
+        },
+        "file_write": {
+          "minimum": 0,
+          "type": "number"
+        },
+        "job_run": {
+          "minimum": 0,
+          "type": "number"
+        },
+        "kv_read": {
+          "minimum": 0,
+          "type": "number"
+        },
+        "kv_write": {
+          "minimum": 0,
+          "type": "number"
+        },
+        "mau": {
+          "minimum": 0,
+          "type": "number"
+        },
+        "request_million": {
+          "minimum": 0,
+          "type": "number"
+        },
+        "revenue_usd": {
+          "minimum": 0,
+          "type": "number"
+        },
+        "search_record": {
+          "minimum": 0,
+          "type": "number"
+        },
+        "search_request": {
+          "minimum": 0,
+          "type": "number"
+        },
+        "seat": {
+          "minimum": 0,
+          "type": "number"
+        },
+        "sms": {
+          "minimum": 0,
+          "type": "number"
+        },
+        "transaction": {
+          "minimum": 0,
+          "type": "number"
+        },
+        "video_min_delivered": {
+          "minimum": 0,
+          "type": "number"
+        },
+        "video_min_stored": {
+          "minimum": 0,
+          "type": "number"
+        }
+      },
+      "type": "object"
+    },
+    "revenue_per_mau_usd": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "transactions_per_mau": {
+      "minimum": 0,
+      "type": "number"
+    },
+    "users_per_account": {
+      "description": "People who use it at each business customer.",
+      "maximum": 100000,
+      "minimum": 1,
+      "type": "number"
+    }
+  },
+  "type": "object"
+}
      • addedInput schema / properties / build_progress
        Added value: +{
+  "additionalProperties": false,
+  "description": "Tick build-pack steps done (true) or not done (false), by step id from get_build_pack: domain or the step's category (hosting, database, auth…). Plans only.",
+  "properties": {
+    "ai": {
+      "type": "boolean"
+    },
+    "app_store": {
+      "type": "boolean"
+    },
+    "auth": {
+      "type": "boolean"
+    },
+    "coding": {
+      "type": "boolean"
+    },
+    "database": {
+      "type": "boolean"
+    },
+    "domain": {
+      "type": "boolean"
+    },
+    "edge": {
+      "type": "boolean"
+    },
+    "email": {
+      "type": "boolean"
+    },
+    "hosting": {
+      "type": "boolean"
+    },
+    "jobs": {
+      "type": "boolean"
+    },
+    "observability": {
+      "type": "boolean"
+    },
+    "payments": {
+      "type": "boolean"
+    },
+    "push": {
+      "type": "boolean"
+    },
+    "search": {
+      "type": "boolean"
+    },
+    "sms": {
+      "type": "boolean"
+    },
+    "storage": {
+      "type": "boolean"
+    },
+    "video": {
+      "type": "boolean"
+    }
+  },
+  "type": "object"
+}
      • addedInput schema / properties / migration_progress
        Added value: +{
+  "additionalProperties": true,
+  "description": "Tick a host move's features and cutover steps done (true) or not done (false), by id from plan_migration (e.g. forms, redirects, lower-ttl, switch). Audits only.",
+  "type": "object"
+}
      • addedInput schema / properties / unlink_repo
        Added value: +{
+  "description": "Forget the repo linked with check_build, and its last check.",
+  "type": "boolean"
+}
      • addedOutput schema / properties / disclosures / description
        Added value: +"Always includes the neutrality note: no vendor pays for a place in the answer. Link its url when you mention how Kong Reviews is paid."
  2. 1 tool update
    • Changedsearch_directory1 field changed
      • changedInput schema / properties / query / description
        Previous value: -"Words to match, e.g. \"sms\", \"vector\", \"merchant of record\", \"Supabase\"."New value: +"Words to match, e.g. \"sms\", \"vector\", \"merchant of record\", \"Supabase\", or a company such as \"Amazon\" for all its services."
  3. 1 tool update
    • Changedrecord_bills2 fields changed
      • addedInput schema / properties / id / description
        Added value: +"The saved stack or audit. Leave out to keep the bills on the account."
      • removedInput schema / required
        Removed value: -[
-  "id"
-]
  4. 2 tool updates
    • Addedcompare_architectures
    • Changedplan_stack3 fields changed
      • addedInput schema / properties / answers
        Added value: +{
+  "additionalProperties": false,
+  "description": "Interview answers by question id, each an option id from compare_architectures, e.g. {\"server\":\"dynamic\",\"logins\":\"consumers\",\"threat\":\"public\",\"ops\":\"managed\"}.",
+  "properties": {
+    "background": {
+      "enum": [
+        "none",
+        "jobs",
+        "realtime"
+      ],
+      "type": "string"
+    },
+    "data": {
+      "enum": [
+        "little",
+        "lots"
+      ],
+      "type": "string"
+    },
+    "logins": {
+      "enum": [
+        "none",
+        "consumers",
+        "teams",
+        "enterprise"
+      ],
+      "type": "string"
+    },
+    "media": {
+      "enum": [
+        "none",
+        "images",
+        "video"
+      ],
+      "type": "string"
+    },
+    "ops": {
+      "enum": [
+        "managed",
+        "some",
+        "admin"
+      ],
+      "type": "string"
+    },
+    "sensitivity": {
+      "enum": [
+        "low",
+        "eu",
+        "business",
+        "health"
+      ],
+      "type": "string"
+    },
+    "server": {
+      "enum": [
+        "static",
+        "mixed",
+        "dynamic",
+        "none",
+        "proxy",
+        "full"
+      ],
+      "type": "string"
+    },
+    "threat": {
+      "enum": [
+        "low",
+        "public",
+        "target"
+      ],
+      "type": "string"
+    },
+    "uptime": {
+      "enum": [
+        "fine",
+        "costly",
+        "critical"
+      ],
+      "type": "string"
+    }
+  },
+  "type": "object"
+}
      • addedInput schema / properties / architecture
        Added value: +{
+  "description": "Plan with only this architecture's vendors, from compare_architectures (e.g. serverless_nextjs, cloudflare_edge, vps_cloudflare).",
+  "enum": [
+    "static_cdn",
+    "frontend_baas",
+    "serverless_nextjs",
+    "cloudflare_edge",
+    "managed_containers",
+    "single_vps",
+    "vps_cloudflare",
+    "firebase",
+    "on_device"
+  ],
+  "type": "string"
+}
      • addedInput schema / properties / platforms
        Added value: +{
+  "description": "Where the app runs; with architecture, a phone-only app leaves out web hosting.",
+  "items": {
+    "enum": [
+      "web",
+      "ios",
+      "android",
+      "desktop"
+    ],
+    "type": "string"
+  },
+  "type": "array"
+}
  5. 1 tool update
    • Changedrecord_bills2 fields changed
      • addedInput schema / properties / invoice_text
        Added value: +{
+  "description": "One invoice's text, copied from the PDF or the email.",
+  "maxLength": 60000,
+  "type": "string"
+}
      • addedInput schema / properties / preview
        Added value: +{
+  "description": "With invoice_text: read it and show what was found, without saving.",
+  "type": "boolean"
+}
  6. 5 tool updates
    • Addeddiff_stack
    • Changedget_saved_stack1 field changed
      • addedInput schema / properties / bills_month
        Added value: +{
+  "description": "Month (YYYY-MM) for the bills comparison; default the newest with bills.",
+  "maxLength": 20,
+  "type": "string"
+}
    • Addedrecord_bills
    • Changedsave_stack1 field changed
      • changedInput schema / properties / share_url / description
        Previous value: -"share_url returned by recommend_stack or plan_stack."New value: +"share_url returned by recommend_stack, plan_stack or audit_stack."
    • Addedupdate_saved_stack
  7. 1 tool update
    • Changedsearch_showcase3 fields changed
      • changedInput schema / properties / category / enum
        Previous value: -[
-  "ai",
-  "productivity",
-  "developer_tools",
-  "finance",
-  "health",
-  "education",
-  "commerce",
-  "social",
-  "design",
-  "travel",
-  "marketing",
-  "other"
-]New value: +[
+  "ai",
+  "productivity",
+  "developer_tools",
+  "finance",
+  "health",
+  "education",
+  "commerce",
+  "social",
+  "design",
+  "media",
+  "travel",
+  "marketing",
+  "other"
+]
      • addedInput schema / properties / sort / description
        Added value: +"stars: most GitHub stars first."
      • changedInput schema / properties / sort / enum
        Previous value: -[
-  "featured",
-  "newest",
-  "name"
-]New value: +[
+  "featured",
+  "newest",
+  "name",
+  "stars"
+]
  8. 11 tool updates
    • Changedaudit_stack2 fields changed
      • changedInput schema / properties / requirements / items / properties / categories / items / enum
        Previous value: -[
-  "hosting",
-  "database",
-  "auth",
-  "email",
-  "payments",
-  "observability",
-  "ai",
-  "edge",
-  "app_store"
-]New value: +[
+  "hosting",
+  "database",
+  "auth",
+  "email",
+  "payments",
+  "observability",
+  "ai",
+  "edge",
+  "app_store",
+  "coding"
+]
      • changedInput schema / properties / stack / items / properties / categories / items / enum
        Previous value: -[
-  "hosting",
-  "database",
-  "auth",
-  "email",
-  "payments",
-  "observability",
-  "ai",
-  "edge",
-  "app_store"
-]New value: +[
+  "hosting",
+  "database",
+  "auth",
+  "email",
+  "payments",
+  "observability",
+  "ai",
+  "edge",
+  "app_store",
+  "coding"
+]
    • Changedcheck_fit2 fields changed
      • changedInput schema / properties / profile_id / description
        Previous value: -"Usage profile: b2b_saas (default), consumer_app, booking_marketplace, content_site."New value: +"Usage profile: b2b_saas (default), consumer_app, booking_marketplace, content_site, ios_on_device. Defaults to the app type's profile."
      • changedInput schema / properties / requirements / items / properties / categories / items / enum
        Previous value: -[
-  "hosting",
-  "database",
-  "auth",
-  "email",
-  "payments",
-  "observability",
-  "ai",
-  "edge",
-  "app_store"
-]New value: +[
+  "hosting",
+  "database",
+  "auth",
+  "email",
+  "payments",
+  "observability",
+  "ai",
+  "edge",
+  "app_store",
+  "coding"
+]
    • Changedcompare_vendors3 fields changed
      • changedInput schema / properties / category / enum
        Previous value: -[
-  "hosting",
-  "database",
-  "auth",
-  "email",
-  "payments",
-  "observability",
-  "ai",
-  "edge",
-  "app_store"
-]New value: +[
+  "hosting",
+  "database",
+  "auth",
+  "email",
+  "payments",
+  "observability",
+  "ai",
+  "edge",
+  "app_store",
+  "coding"
+]
      • changedInput schema / properties / profile_id / description
        Previous value: -"Usage profile: b2b_saas (default), consumer_app, booking_marketplace, content_site."New value: +"Usage profile: b2b_saas (default), consumer_app, booking_marketplace, content_site, ios_on_device. Defaults to the app type's profile."
      • changedInput schema / properties / requirements / items / properties / categories / items / enum
        Previous value: -[
-  "hosting",
-  "database",
-  "auth",
-  "email",
-  "payments",
-  "observability",
-  "ai",
-  "edge",
-  "app_store"
-]New value: +[
+  "hosting",
+  "database",
+  "auth",
+  "email",
+  "payments",
+  "observability",
+  "ai",
+  "edge",
+  "app_store",
+  "coding"
+]
    • Changedestimate_cost1 field changed
      • changedInput schema / properties / profile_id / description
        Previous value: -"Usage profile: b2b_saas (default), consumer_app, booking_marketplace, content_site."New value: +"Usage profile: b2b_saas (default), consumer_app, booking_marketplace, content_site, ios_on_device. Defaults to the app type's profile."
    • Changedevaluate_change3 fields changed
      • changedInput schema / properties / category / enum
        Previous value: -[
-  "hosting",
-  "database",
-  "auth",
-  "email",
-  "payments",
-  "observability",
-  "ai",
-  "edge",
-  "app_store"
-]New value: +[
+  "hosting",
+  "database",
+  "auth",
+  "email",
+  "payments",
+  "observability",
+  "ai",
+  "edge",
+  "app_store",
+  "coding"
+]
      • changedInput schema / properties / profile_id / description
        Previous value: -"Usage profile: b2b_saas (default), consumer_app, booking_marketplace, content_site."New value: +"Usage profile: b2b_saas (default), consumer_app, booking_marketplace, content_site, ios_on_device. Defaults to the app type's profile."
      • changedInput schema / properties / requirements / items / properties / categories / items / enum
        Previous value: -[
-  "hosting",
-  "database",
-  "auth",
-  "email",
-  "payments",
-  "observability",
-  "ai",
-  "edge",
-  "app_store"
-]New value: +[
+  "hosting",
+  "database",
+  "auth",
+  "email",
+  "payments",
+  "observability",
+  "ai",
+  "edge",
+  "app_store",
+  "coding"
+]
    • Changedfind_cost_cliffs1 field changed
      • changedInput schema / properties / profile_id / description
        Previous value: -"Usage profile: b2b_saas (default), consumer_app, booking_marketplace, content_site."New value: +"Usage profile: b2b_saas (default), consumer_app, booking_marketplace, content_site, ios_on_device. Defaults to the app type's profile."
    • Changedlist_vendors1 field changed
      • changedInput schema / properties / category / enum
        Previous value: -[
-  "hosting",
-  "database",
-  "auth",
-  "email",
-  "payments",
-  "observability",
-  "ai",
-  "edge",
-  "app_store"
-]New value: +[
+  "hosting",
+  "database",
+  "auth",
+  "email",
+  "payments",
+  "observability",
+  "ai",
+  "edge",
+  "app_store",
+  "coding"
+]
    • Changedplan_stack6 fields changed
      • addedInput schema / properties / app_type
        Added value: +{
+  "description": "Kind of app, from Product Hunt's categories: productivity, engineering_development, design_creative, finance, marketing_sales, data_analysis, platforms, no_code, product_addons, llms, ai_agents, voice_ai, social_community, health_fitness, family, lifestyle, web3, ecommerce, travel, physical_products, booking_marketplace, content_site, ios_on_device. Sets the usage profile and, when users are not given, typical users at launch and after the forecast period.",
+  "type": "string"
+}
      • changedInput schema / properties / categories / items / enum
        Previous value: -[
-  "hosting",
-  "database",
-  "auth",
-  "email",
-  "payments",
-  "observability",
-  "ai",
-  "edge",
-  "app_store"
-]New value: +[
+  "hosting",
+  "database",
+  "auth",
+  "email",
+  "payments",
+  "observability",
+  "ai",
+  "edge",
+  "app_store",
+  "coding"
+]
      • addedInput schema / properties / mau_now / description
        Added value: +"Monthly active users now. Without it, a new product of the app type at launch."
      • changedInput schema / properties / profile_id / description
        Previous value: -"Usage profile: b2b_saas (default), consumer_app, booking_marketplace, content_site."New value: +"Usage profile: b2b_saas (default), consumer_app, booking_marketplace, content_site, ios_on_device. Defaults to the app type's profile."
      • changedInput schema / properties / requirements / items / properties / categories / items / enum
        Previous value: -[
-  "hosting",
-  "database",
-  "auth",
-  "email",
-  "payments",
-  "observability",
-  "ai",
-  "edge",
-  "app_store"
-]New value: +[
+  "hosting",
+  "database",
+  "auth",
+  "email",
+  "payments",
+  "observability",
+  "ai",
+  "edge",
+  "app_store",
+  "coding"
+]
      • removedInput schema / required
        Removed value: -[
-  "mau_now"
-]
    • Changedproject_stack1 field changed
      • changedInput schema / properties / profile_id / description
        Previous value: -"Usage profile: b2b_saas (default), consumer_app, booking_marketplace, content_site."New value: +"Usage profile: b2b_saas (default), consumer_app, booking_marketplace, content_site, ios_on_device. Defaults to the app type's profile."
    • Changedrecommend_stack3 fields changed
      • addedInput schema / properties / app_type
        Added value: +{
+  "description": "Kind of app, from Product Hunt's categories: productivity, engineering_development, design_creative, finance, marketing_sales, data_analysis, platforms, no_code, product_addons, llms, ai_agents, voice_ai, social_community, health_fitness, family, lifestyle, web3, ecommerce, travel, physical_products, booking_marketplace, content_site, ios_on_device. Sets the usage profile and, when users are not given, typical users at launch and after the forecast period.",
+  "type": "string"
+}
      • changedInput schema / properties / categories / items / enum
        Previous value: -[
-  "hosting",
-  "database",
-  "auth",
-  "email",
-  "payments",
-  "observability",
-  "ai",
-  "edge",
-  "app_store"
-]New value: +[
+  "hosting",
+  "database",
+  "auth",
+  "email",
+  "payments",
+  "observability",
+  "ai",
+  "edge",
+  "app_store",
+  "coding"
+]
      • changedInput schema / properties / profile_id / description
        Previous value: -"Usage profile: b2b_saas (default), consumer_app, booking_marketplace, content_site."New value: +"Usage profile: b2b_saas (default), consumer_app, booking_marketplace, content_site, ios_on_device. Defaults to the app type's profile."
    • Addedsearch_showcase
  9. 1 tool update
    • Addedsearch_directory
  10. 2 tool updates
    • Addedaudit_stack
    • Addeddetect_stack
  11. 18 tool updates
    • First observedcheck_fit
    • First observedcompare_vendors
    • First observeddelete_account
    • First observeddelete_saved_stack
    • First observedestimate_cost
    • First observedevaluate_change
    • First observedextract_requirements
    • First observedfind_cost_cliffs
    • First observedfind_perks
    • First observedget_pricing
    • First observedget_saved_stack
    • First observedlist_capabilities
    • First observedlist_saved_stacks
    • First observedlist_vendors
    • First observedplan_stack
    • First observedproject_stack
    • First observedrecommend_stack
    • First observedsave_stack

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