bump(databases-on-aws, deploy-on-aws): f16aaf2a → 187edde

Both plugins in awslabs/agent-plugins had their subpaths edited in commit
187edde (after the morning bump cron pinned them to f16aaf2a), so they fell
behind again on merge. Manual catch-up bump to current monorepo HEAD.

- databases-on-aws: 4 files changed under plugins/databases-on-aws/ (v1.1.0)
- deploy-on-aws:    7 files changed under plugins/deploy-on-aws/ (v1.2.0)

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

.claude-plugin/marketplace.json

@@ -19,7 +19,7 @@
         "url": "https://github.com/42Crunch-AI/claude-plugins.git",
         "path": "plugins/api-security-testing",
         "ref": "v1.5.5",
-        "sha": "1db609845441d4fa8862019191e4138e61f77e67"
+        "sha": "b404d99a3f0bc1f3e74a1638671e2e3319187e2c"
       },
       "homepage": "https://42crunch.com"
     },
@@ -35,7 +35,7 @@
         "url": "https://github.com/adobe/skills.git",
         "path": "plugins/creative-cloud/adobe-for-creativity",
         "ref": "main",
-        "sha": "e23271f65aa7572f567d085d6baec5c2408e2ad5"
+        "sha": "8d74ee6b6fdce4a1c46b98b5a66706c9393fc369"
       },
       "homepage": "https://github.com/adobe/skills/tree/main/plugins/creative-cloud/adobe-for-creativity"
     },
@@ -57,7 +57,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/SalesforceAIResearch/agentforce-adlc.git",
-        "sha": "1db738befed88c2ee6d068482cfd64a10c97e2ef"
+        "sha": "1584dd52f388482db78949456addfa29a4c9d9c3"
       },
       "homepage": "https://github.com/SalesforceAIResearch/agentforce-adlc"
     },
@@ -97,22 +97,6 @@
       },
       "homepage": "https://www.airtable.com"
     },
-    {
-      "name": "airwallex",
-      "description": "Airwallex CLI plugin for Claude — skills for payments, billing, invoicing, beneficiary creation, card provisioning, and cashflow management.",
-      "author": {
-        "name": "Airwallex"
-      },
-      "category": "productivity",
-      "source": {
-        "source": "git-subdir",
-        "url": "https://github.com/airwallex/airwallex-marketplace.git",
-        "path": "plugins/airwallex",
-        "ref": "master",
-        "sha": "a903ab7693a5f6d46f2fab6f895a2f96a879ee0f"
-      },
-      "homepage": "https://www.airwallex.com/docs"
-    },
     {
       "name": "alloydb",
       "description": "Create, connect, and interact with an AlloyDB for PostgreSQL database and data.",
@@ -123,7 +107,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/gemini-cli-extensions/alloydb.git",
-        "sha": "bbf4eb3664faf129ab8ff8c4b959d7e59c03d347"
+        "sha": "4a75653275b095fcacf1508796b0fee8cc758c07"
       },
       "homepage": "https://cloud.google.com/alloydb"
     },
@@ -136,7 +120,7 @@
         "url": "https://github.com/awslabs/agent-plugins.git",
         "path": "plugins/amazon-location-service",
         "ref": "main",
-        "sha": "fc54dfa24a1f05095b9fcbb4baa4750996bb171d"
+        "sha": "9d46cc0a092c0a8c01a5bd06a4349985cc6c8f08"
       },
       "homepage": "https://github.com/awslabs/agent-plugins"
     },
@@ -177,7 +161,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/apollographql/skills.git",
-        "sha": "9ccf13477e116ec095ba9b606212492ffbd42926"
+        "sha": "e1d07720e9bcfbf867fa2907192c94ec2ed421e1"
       },
       "homepage": "https://www.apollographql.com"
     },
@@ -219,7 +203,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/atlanhq/agent-toolkit.git",
-        "sha": "789507c02d2495235240d10d67aaac8b2051023a"
+        "sha": "b0efcc8e6adc64d052b634ac1103932390413fd9"
       },
       "homepage": "https://docs.atlan.com/"
     },
@@ -242,7 +226,7 @@
         "source": "url",
         "url": "https://github.com/BrainBlend-AI/atomic-agents.git",
         "path": "claude-plugin/atomic-agents",
-        "sha": "324399402b9b5965313de6a34ea09d6bb149a200"
+        "sha": "57d6099f499fe21572bdf943396630bd3d968550"
       },
       "homepage": "https://github.com/BrainBlend-AI/atomic-agents",
       "tags": [
@@ -261,7 +245,7 @@
         "url": "https://github.com/auth0/agent-skills.git",
         "path": "plugins/auth0",
         "ref": "main",
-        "sha": "9d93554c5d91bd087a46f4d6825f80c3eb981945"
+        "sha": "c38453f6a99bbfeaf73b5be81db987ec6af982da"
       },
       "homepage": "https://auth0.com/docs/quickstart/agent-skills"
     },
@@ -277,7 +261,7 @@
         "url": "https://github.com/aws/agent-toolkit-for-aws.git",
         "path": "plugins/aws-agents",
         "ref": "main",
-        "sha": "df13dea64baaa1b7031b25d1b2f380756131efec"
+        "sha": "ba1cc8ca4f063d88ca40c6acf3f670e6321b7a7f"
       },
       "homepage": "https://github.com/aws/agent-toolkit-for-aws"
     },
@@ -290,7 +274,7 @@
         "url": "https://github.com/awslabs/agent-plugins.git",
         "path": "plugins/aws-amplify",
         "ref": "main",
-        "sha": "fc54dfa24a1f05095b9fcbb4baa4750996bb171d"
+        "sha": "f16aaf2a4ec7d59963c4fdf91e7358bd485e992e"
       },
       "homepage": "https://github.com/awslabs/agent-plugins"
     },
@@ -306,7 +290,7 @@
         "url": "https://github.com/aws/agent-toolkit-for-aws.git",
         "path": "plugins/aws-core",
         "ref": "main",
-        "sha": "df13dea64baaa1b7031b25d1b2f380756131efec"
+        "sha": "ba1cc8ca4f063d88ca40c6acf3f670e6321b7a7f"
       },
       "homepage": "https://github.com/aws/agent-toolkit-for-aws"
     },
@@ -322,7 +306,7 @@
         "url": "https://github.com/aws/agent-toolkit-for-aws.git",
         "path": "plugins/aws-data-analytics",
         "ref": "main",
-        "sha": "df13dea64baaa1b7031b25d1b2f380756131efec"
+        "sha": "ba1cc8ca4f063d88ca40c6acf3f670e6321b7a7f"
       },
       "homepage": "https://github.com/aws/agent-toolkit-for-aws"
     },
@@ -351,13 +335,13 @@
         "url": "https://github.com/awslabs/agent-plugins.git",
         "path": "plugins/aws-serverless",
         "ref": "main",
-        "sha": "fc54dfa24a1f05095b9fcbb4baa4750996bb171d"
+        "sha": "f16aaf2a4ec7d59963c4fdf91e7358bd485e992e"
       },
       "homepage": "https://github.com/awslabs/agent-plugins"
     },
     {
       "name": "aws-startup-advisor",
-      "description": "Personalized architecture, cost, security, and migration guidance for startups. From day-one account setup and security baselines to production-ready infrastructure, cost optimization, and beyond. Includes AWS Activate Credits eligibility, 60+ exclusive startup offers, and multi-account multi-region support. Built on expertise from AWS Startup Solutions Architects and patterns from 350,000+ startups.",
+      "description": "Skills for startups building on AWS: an Activate knowledge base (FAQ, credits, programs, partner offers, sample architectures, 277+ learn articles), a prompt library of 29+ copy-paste prompts plus installable agents, and an interactive discovery workflow that scaffolds an AWS architecture.",
       "author": {
         "name": "Amazon Web Services"
       },
@@ -367,7 +351,7 @@
         "url": "https://github.com/awslabs/startups.git",
         "path": "advisor/plugins/aws-startup-advisor",
         "ref": "main",
-        "sha": "30808e64b08ba13aedcecade5a27bfbff06dba09"
+        "sha": "23a4f5eaf74a0f0fcf86f8a05bd36618a3f5faae"
       },
       "homepage": "https://github.com/awslabs/startups"
     },
@@ -378,7 +362,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/microsoft/azure-skills.git",
-        "sha": "58fd90942ab5045481bf1632fa0c2d7746367e13"
+        "sha": "7cb89c221ecc9eccb71580aaff3695408cdeef2b"
       },
       "homepage": "https://github.com/microsoft/azure-skills"
     },
@@ -416,7 +400,7 @@
         "url": "https://github.com/Bigdata-com/bigdata-plugins-marketplace.git",
         "path": "plugins/bigdata-com",
         "ref": "main",
-        "sha": "67c30be97a0a3f46bc6e8d56df449ae108eda9c5"
+        "sha": "c77a09caabdc8783adbcbf8bbe05a0f57da12b19"
       },
       "homepage": "https://docs.bigdata.com"
     },
@@ -444,7 +428,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/brightdata/skills.git",
-        "sha": "68651246ad1819b98a1fc15ce10239e55406ff37"
+        "sha": "da73549126e5834a9230ee5532d4917d43aedf11"
       },
       "homepage": "https://docs.brightdata.com"
     },
@@ -474,7 +458,7 @@
         "url": "https://github.com/carta/plugins.git",
         "path": "plugins/carta-cap-table",
         "ref": "main",
-        "sha": "ea02da68e7be8bf4bc2bffe8f1fd7253f8d0b101"
+        "sha": "f512df80dd54fd0a607ece2f18a9d226ca705019"
       },
       "homepage": "https://carta.com"
     },
@@ -490,7 +474,7 @@
         "url": "https://github.com/carta/plugins.git",
         "path": "plugins/carta-crm",
         "ref": "main",
-        "sha": "ea02da68e7be8bf4bc2bffe8f1fd7253f8d0b101"
+        "sha": "f512df80dd54fd0a607ece2f18a9d226ca705019"
       },
       "homepage": "https://carta.com"
     },
@@ -506,7 +490,7 @@
         "url": "https://github.com/carta/plugins.git",
         "path": "plugins/carta-investors",
         "ref": "main",
-        "sha": "ea02da68e7be8bf4bc2bffe8f1fd7253f8d0b101"
+        "sha": "e66d331cd8e669ee121c96ee35b0c91acd828970"
       },
       "homepage": "https://carta.com"
     },
@@ -522,7 +506,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/cap-js/mcp-server.git",
-        "sha": "b78913198fe1021f0d8b36b0e4ba0ca27003452f"
+        "sha": "92dc99f5ba0c56957ed5d390484693a69ebd1206"
       },
       "homepage": "https://cap.cloud.sap/"
     },
@@ -533,7 +517,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/ChromeDevTools/chrome-devtools-mcp.git",
-        "sha": "89718901174be7c0c58a1a2b29281ab2f053cd53"
+        "sha": "2e039c09e1a273581d9b51081a0feb8a57791947"
       },
       "homepage": "https://github.com/ChromeDevTools/chrome-devtools-mcp"
     },
@@ -627,7 +611,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/ClickHouse/clickhouse-claude-code-plugin.git",
-        "sha": "1f30864b720960a797e5c7f6138d328bec3984cb"
+        "sha": "36889764f504cb92ab71ffe54b4c55488290ed7f"
       },
       "homepage": "https://github.com/ClickHouse/clickhouse-claude-code-plugin"
     },
@@ -748,7 +732,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/CodSpeedHQ/codspeed.git",
-        "sha": "f79d57d207f039e44a31a976564715f7731e71b6"
+        "sha": "407dd3c930b8dc5e5655a2d91a65d88f01829955"
       },
       "homepage": "https://codspeed.io"
     },
@@ -785,7 +769,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/get-convex/convex-backend-skill.git",
-        "sha": "002f9c834cdb834ddef1e4867d87cb6e80f0acba"
+        "sha": "ece93250d560f0ce32a24223dea92b33050b2a66"
       },
       "homepage": "https://github.com/get-convex/convex-backend-skill",
       "keywords": [
@@ -816,7 +800,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/CrowdStrike/foundry-skills.git",
-        "sha": "b3f4ecb48333d6007117a29650daa1989a228b5c"
+        "sha": "fb25d60ecdbc0129071802dad210a65168ca55a9"
       },
       "homepage": "https://github.com/CrowdStrike/foundry-skills"
     },
@@ -862,7 +846,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/dash0hq/dash0-agent-plugin.git",
-        "sha": "8801a21931d80c543c0f51a4b7eef4cd1311c1b5"
+        "sha": "d1ad56f86f2a9ae74eccf1df2bb2985c963005b1"
       },
       "homepage": "https://dash0.com/"
     },
@@ -887,7 +871,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/gemini-cli-extensions/data-agent-kit-starter-pack.git",
-        "sha": "fb9086456d5fbc780edf86f0ac413345ba628173"
+        "sha": "86eb482b33d943aa4242ae6f06d627ec12064d46"
       },
       "homepage": "https://github.com/gemini-cli-extensions/data-agent-kit-starter-pack"
     },
@@ -910,7 +894,7 @@
         "url": "https://github.com/awslabs/agent-plugins.git",
         "path": "plugins/databases-on-aws",
         "ref": "main",
-        "sha": "fc54dfa24a1f05095b9fcbb4baa4750996bb171d"
+        "sha": "187edde6e122116b43211049195627a5069bda80"
       },
       "homepage": "https://github.com/awslabs/agent-plugins"
     },
@@ -924,7 +908,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/datadog-labs/claude-code-plugin.git",
-        "sha": "96c28a8ce6f258ed54c9a17f16ee206deb8e3f28"
+        "sha": "eeb2f746a857f8d97f69cd0968fb63874541c112"
       },
       "homepage": "https://www.datadoghq.com/"
     },
@@ -952,7 +936,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/datarobot-oss/datarobot-agent-skills.git",
-        "sha": "90a33c0c87362f28be88c14c0ef0f3469e6d2596"
+        "sha": "4c3dfbd259bc2c6c815f7575d27ca26bc09d0d17"
       },
       "homepage": "https://datarobot.com"
     },
@@ -978,7 +962,7 @@
         "url": "https://github.com/awslabs/agent-plugins.git",
         "path": "plugins/deploy-on-aws",
         "ref": "main",
-        "sha": "fc54dfa24a1f05095b9fcbb4baa4750996bb171d"
+        "sha": "187edde6e122116b43211049195627a5069bda80"
       },
       "homepage": "https://github.com/awslabs/agent-plugins"
     },
@@ -994,7 +978,7 @@
         "url": "https://github.com/wonderwhy-er/DesktopCommanderMCP.git",
         "path": "plugins/claude",
         "ref": "main",
-        "sha": "cf857bf061cb3b0e8673717dcac1f0fa2ecbdd40"
+        "sha": "9c44119a480ec6460f82d59aeb90cf274bc3dd7b"
       },
       "homepage": "https://desktopcommander.app"
     },
@@ -1014,7 +998,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/dominodatalab/domino-claude-plugin.git",
-        "sha": "56c3fc39d2f2f26d58d0f27d4dad138b0edec456"
+        "sha": "47c6e0a7daa11b21eb6e12779c9d679569e8ffe2"
       },
       "homepage": "https://www.domino.ai"
     },
@@ -1042,7 +1026,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/DuendeSoftware/duende-skills.git",
-        "sha": "72e39de9f10c5dafaa7f32f58fcdbd5a8f3e5c14"
+        "sha": "2c803785061db150d8ecea098327b404b74dbf6a"
       },
       "homepage": "https://duendesoftware.com"
     },
@@ -1117,7 +1101,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/voxel51/fiftyone-skills.git",
-        "sha": "d34365bd643b889d67dafcc120a8c525699fb54c"
+        "sha": "6c002d680529e35a2e04adc34c03b564a3991728"
       },
       "homepage": "https://docs.voxel51.com/"
     },
@@ -1146,7 +1130,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/firecrawl/firecrawl-claude-plugin.git",
-        "sha": "6768fb78185aab9e5b5a04777f84703863fb025b"
+        "sha": "e71cec486062680f0c8f8823afcb3558ad81ce60"
       },
       "homepage": "https://github.com/firecrawl/firecrawl-claude-plugin.git"
     },
@@ -1249,7 +1233,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/huggingface/skills.git",
-        "sha": "14cea99d5cd028974dbdd8bc12118882cd7a1b67"
+        "sha": "df627be1837523c91ac6df472e3dc543d3107bd9"
       },
       "homepage": "https://github.com/huggingface/skills.git"
     },
@@ -1263,7 +1247,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/hunter-io/claude-plugin.git",
-        "sha": "69c4e59ee573f4ccd8aa38bbc89e356bc8e7f876"
+        "sha": "9b6146520c48f9dcc6092f106e5c1a5762ca3e7a"
       },
       "homepage": "https://hunter.io"
     },
@@ -1277,7 +1261,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/heygen-com/hyperframes.git",
-        "sha": "8228932e17e3371d5cf77ac5d5988f5322892dad"
+        "sha": "bc3701f5905c5ba7c8cf03c3bbe3a49162d2b1f1"
       },
       "homepage": "https://hyperframes.heygen.com"
     },
@@ -1442,7 +1426,7 @@
         "url": "https://github.com/pydantic/skills.git",
         "path": "plugins/logfire",
         "ref": "main",
-        "sha": "e412b6d8d4b6199ac577c5ee8653dcff840b3e92"
+        "sha": "eb17c0da94de81488825c0198475233dc1f06393"
       },
       "homepage": "https://github.com/pydantic/skills/tree/main/plugins/logfire"
     },
@@ -1480,20 +1464,6 @@
       },
       "homepage": "https://www.ory.sh"
     },
-    {
-      "name": "lusha",
-      "description": "Prospect, enrich, and build call-ready lead lists using Lusha's B2B intelligence platform — verified phone numbers, company signals, and lookalike targeting.",
-      "author": {
-        "name": "Lusha"
-      },
-      "category": "productivity",
-      "source": {
-        "source": "url",
-        "url": "https://github.com/lusha-oss/lusha-mcp-plugin.git",
-        "sha": "8fc71d5473ea40e01a92001787f0f3caaf5ca30e"
-      },
-      "homepage": "https://www.lusha.com"
-    },
     {
       "name": "mapbox",
       "description": "Mapbox skills and MCP servers for building location-aware applications with AI. Includes geospatial tools, style management, and patterns for web, iOS, Android, and AI agent frameworks.",
@@ -1504,7 +1474,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/mapbox/mapbox-agent-skills.git",
-        "sha": "75ac667cae24c7ad7bdbbac55ac0a64d2df1543e"
+        "sha": "fc705cd9a4f823e10d5d4ee5adad4c6cd16de0a9"
       },
       "homepage": "https://www.mapbox.com"
     },
@@ -1531,7 +1501,7 @@
         "url": "https://github.com/modelcontextprotocol/ext-apps.git",
         "path": "plugins/mcp-apps",
         "ref": "main",
-        "sha": "a9907802937f1da067cbc4aa48b283cd4cfa7dc8"
+        "sha": "9a37ad71827d076af06978fa7f7f510449687061"
       },
       "homepage": "https://modelcontextprotocol.io"
     },
@@ -1584,22 +1554,6 @@
       },
       "homepage": "https://github.com/microsoftdocs/mcp"
     },
-    {
-      "name": "migration-to-aws",
-      "description": "Plan a migration from Google Cloud Platform (and OpenAI/Gemini AI workloads) to AWS. Analyzes your Infrastructure-as-Code files, app code, and GCP billing data to discover resources, design an AWS architecture, estimate costs, and generate migration artifacts — including AI-provider mapping to Amazon Bedrock. Processing is local; your data stays in your environment.",
-      "author": {
-        "name": "Amazon Web Services"
-      },
-      "category": "development",
-      "source": {
-        "source": "git-subdir",
-        "url": "https://github.com/awslabs/startups.git",
-        "path": "migrate/plugins/migration-to-aws",
-        "ref": "main",
-        "sha": "30808e64b08ba13aedcecade5a27bfbff06dba09"
-      },
-      "homepage": "https://github.com/awslabs/startups"
-    },
     {
       "name": "mintlify",
       "description": "Build beautiful documentation sites with Mintlify. Convert non-markdown files into properly formatted MDX pages, add and modify content with correct component use, and automate documentation updates.",
@@ -1623,7 +1577,7 @@
         "url": "https://github.com/miroapp/miro-ai.git",
         "path": "claude-plugins/miro",
         "ref": "main",
-        "sha": "9d7c3dc0a9a365b298e3808c741c53e2e80d86d1"
+        "sha": "da5405f866d823c7121ad6c38256f11c60501dbe"
       },
       "homepage": "https://miro.com"
     },
@@ -1634,7 +1588,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/mongodb/agent-skills.git",
-        "sha": "9ea7387c7a1638604542c6efd52e5efc6a7fc393"
+        "sha": "bcd651808429ac1ca1e9f294cee61e42028d27de"
       },
       "homepage": "https://www.mongodb.com/docs/mcp-server/overview/"
     },
@@ -1727,7 +1681,7 @@
         "url": "https://github.com/NVIDIA/skills.git",
         "path": "plugins/nvidia-skills",
         "ref": "main",
-        "sha": "e695a8397463bbb64d787b3cd88d3c58889be633"
+        "sha": "62b685a20ac45285cafd1e22782abbed33172c17"
       },
       "homepage": "https://github.com/NVIDIA/skills"
     },
@@ -1743,7 +1697,7 @@
         "url": "https://github.com/oracle-samples/oracle-aidp-samples.git",
         "path": "ai/claude-code-plugins/oracle-ai-data-platform-workbench-spark-connectors",
         "ref": "main",
-        "sha": "dcd5a5a19537bf9aaa9dd4f48514bc4402bfbc40"
+        "sha": "6e59f24cd3e8870649e7f9b2e3e106502b43fd5f"
       },
       "homepage": "https://docs.oracle.com/en/cloud/paas/ai-data-platform/index.html"
     },
@@ -1759,7 +1713,7 @@
         "url": "https://github.com/growthxai/output.git",
         "path": "coding_assistants/claude/plugins/outputai",
         "ref": "main",
-        "sha": "d3c9b1f472358527386f7cc2bb6d4833d9bfe034"
+        "sha": "0eeffece25b6f471c48b705a214471164b8c5946"
       },
       "homepage": "https://output.ai"
     },
@@ -1807,7 +1761,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/gopigment/ai-plugins.git",
-        "sha": "abf36e64750d1323a4cc5fe79161597668231224"
+        "sha": "4bf16c80558416b9d69fa6531af8588fb2fcbe27"
       },
       "homepage": "https://www.pigment.com"
     },
@@ -1869,7 +1823,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/PostHog/ai-plugin.git",
-        "sha": "a487311487bc369ee75e70c893d0a0c5ed478ba8"
+        "sha": "1b743cdbc568de81da5f41503e5c7caa35a4b270"
       },
       "homepage": "https://posthog.com/docs/model-context-protocol"
     },
@@ -1879,7 +1833,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/gitroomhq/postiz-agent.git",
-        "sha": "41c5a9dbd6b2776863e7c05c22e7a385c208321c"
+        "sha": "238aede6c72672b3201ae0ee533ec0cd53eb51d1"
       },
       "homepage": "https://postiz.com/agent"
     },
@@ -1924,7 +1878,7 @@
         "url": "https://github.com/pydantic/skills.git",
         "path": "plugins/ai",
         "ref": "main",
-        "sha": "e412b6d8d4b6199ac577c5ee8653dcff840b3e92"
+        "sha": "eb17c0da94de81488825c0198475233dc1f06393"
       },
       "homepage": "https://github.com/pydantic/skills/tree/main/plugins/ai"
     },
@@ -1962,7 +1916,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/qdrant/skills.git",
-        "sha": "cace39df5cc46f7f0c192ced7391d767749142a0"
+        "sha": "ea62a9857dabcc169597549da7681bd6d4cd13e9"
       },
       "homepage": "https://skills.qdrant.tech"
     },
@@ -2001,7 +1955,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/quarkusio/quarkus-agent-mcp.git",
-        "sha": "01847d5d2eca02bc5751cce18deb41ad76a7a873"
+        "sha": "32cad78bd9040efe31794cfc10f70caf2a724dd9"
       },
       "homepage": "https://quarkus.io"
     },
@@ -2014,7 +1968,7 @@
         "url": "https://github.com/railwayapp/railway-skills.git",
         "path": "plugins/railway",
         "ref": "main",
-        "sha": "831130cda8a659e8c47addd28be2744e9e67d31c"
+        "sha": "7718b39037adb6fb33948ff751be7f7086f2da83"
       },
       "homepage": "https://docs.railway.com/ai/claude-code-plugin"
     },
@@ -2037,7 +1991,7 @@
         "source": "url",
         "url": "https://github.com/RevenueCat/rc-claude-code-plugin.git",
         "path": "revenuecat",
-        "sha": "b34f9bebe02ceb7e3f32e6d7d081cdfb2e7c37a6"
+        "sha": "81262a339601c4b64b909c370225cbd7917ade1f"
       },
       "homepage": "https://www.revenuecat.com"
     },
@@ -2063,7 +2017,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/Digital-Process-Tools/claude-remember.git",
-        "sha": "a4ff96f38622f7c4920dc349d59cc980663336f4"
+        "sha": "c2c82ab5fd2f4f5c0cddc9c7d8a749655dec4cb9"
       },
       "homepage": "https://github.com/Digital-Process-Tools/claude-remember"
     },
@@ -2077,7 +2031,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/resend/resend-skills.git",
-        "sha": "0f598ef55623e37a76f972e93a53ffa91c1dc9d1"
+        "sha": "376d1c3fb37cc7d22ab21cce836f4d6f323922de"
       },
       "homepage": "https://resend.com"
     },
@@ -2165,19 +2119,6 @@
         }
       }
     },
-    {
-      "name": "sagemaker-ai",
-      "description": "Build, train, and deploy AI models with deep AWS AI/ML expertise brought directly into your coding assistants, covering the surface area of Amazon SageMaker AI.",
-      "category": "development",
-      "source": {
-        "source": "git-subdir",
-        "url": "https://github.com/awslabs/agent-plugins.git",
-        "path": "plugins/sagemaker-ai",
-        "ref": "main",
-        "sha": "fc54dfa24a1f05095b9fcbb4baa4750996bb171d"
-      },
-      "homepage": "https://github.com/awslabs/agent-plugins"
-    },
     {
       "name": "sanity",
       "description": "Sanity content platform integration with MCP server, agent skills, and slash commands. Query and author content, build and optimize GROQ queries, design schemas, and set up Visual Editing.",
@@ -2188,7 +2129,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/sanity-io/agent-toolkit.git",
-        "sha": "7e04973754975e73b306b1d4dbae561160d797e9"
+        "sha": "d7545f5cc6f8fb39554083b52ad074a6d912db9f"
       },
       "homepage": "https://www.sanity.io"
     },
@@ -2204,7 +2145,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/cap-js/mcp-server.git",
-        "sha": "b78913198fe1021f0d8b36b0e4ba0ca27003452f"
+        "sha": "92dc99f5ba0c56957ed5d390484693a69ebd1206"
       },
       "homepage": "https://cap.cloud.sap/"
     },
@@ -2222,7 +2163,7 @@
         "url": "https://github.com/SAP/open-ux-tools.git",
         "path": "packages/fiori-mcp-server",
         "ref": "main",
-        "sha": "b326a9a52b1da51effed574587e31fe5a2755b96"
+        "sha": "7432d23a7b5c3bd1c0a01cf76696bf0c417ecd1f"
       },
       "homepage": "https://github.com/SAP/open-ux-tools/tree/main/packages/fiori-mcp-server"
     },
@@ -2261,7 +2202,7 @@
     {
       "name": "security-guidance",
       "description": "Security review for Claude-generated code. Pattern-based warnings on edits, LLM-powered diff review on Stop, and an agentic commit reviewer that catches injection, XSS, SSRF, hardcoded secrets, and 25+ other vulnerability classes.",
-      "version": "2.0.3",
+      "version": "2.0.1",
       "author": {
         "name": "Anthropic",
         "email": "support@anthropic.com"
@@ -2289,7 +2230,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/getsentry/sentry-for-claude.git",
-        "sha": "849303a8411c242d250885ffe714235a3bc2f5fe"
+        "sha": "d6123be331e2224b037e1ffefd27c806e7566dcf"
       },
       "homepage": "https://github.com/getsentry/sentry-for-claude/tree/main"
     },
@@ -2305,7 +2246,7 @@
         "url": "https://github.com/getsentry/cli.git",
         "path": "plugins/sentry-cli",
         "ref": "main",
-        "sha": "5b78ddaf28252cb514007526025b138569445fd4"
+        "sha": "db90767935558db16c45036f89e68edaa1dde106"
       },
       "homepage": "https://sentry.io"
     },
@@ -2331,7 +2272,7 @@
         "url": "https://github.com/ServiceNow/sdk.git",
         "path": "providers/claude/plugin",
         "ref": "master",
-        "sha": "35ef6130d8a49e67b531bde2f987808426273d15"
+        "sha": "06adf37ca78c270a57f93e7b9dfbb7bf16e24611"
       },
       "homepage": "https://servicenow.github.io/sdk/"
     },
@@ -2392,7 +2333,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/slackapi/slack-mcp-plugin.git",
-        "sha": "38fb959299386a6d2c202511ef7e76909a072663"
+        "sha": "7b9458950d38bb01ddb48b669f9fa89bcdfd98b8"
       },
       "homepage": "https://github.com/slackapi/slack-mcp-plugin/tree/main"
     },
@@ -2422,7 +2363,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/SonarSource/sonarqube-agent-plugins.git",
-        "sha": "712b93281f4e67c16ed9b81dde090e1f73f8bfc8"
+        "sha": "c64e09af314406a8d8806d57cd11cda81578ce20"
       },
       "homepage": "https://www.sonarsource.com"
     },
@@ -2468,7 +2409,7 @@
         "url": "https://github.com/stripe/ai.git",
         "path": "providers/claude/plugin",
         "ref": "main",
-        "sha": "e27ee0091ed20f7557f3241e00ade3d4846af9d6"
+        "sha": "99425a010474c6aab745a975d06764e323c2c4d4"
       },
       "homepage": "https://github.com/stripe/ai/tree/main/providers/claude/plugin"
     },
@@ -2502,7 +2443,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/obra/superpowers.git",
-        "sha": "6fd4507659784c351abbd2bc264c7162cfd386dc"
+        "sha": "f2cbfbefebbfef77321e4c9abc9e949826bea9d7"
       },
       "homepage": "https://github.com/obra/superpowers.git"
     },
@@ -2536,7 +2477,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/JetBrains/teamcity-cli.git",
-        "sha": "3cc3013c0f8106ffc845b34fb322d763803bcb0e"
+        "sha": "9436b94b228579ba952aba809357776c3db9ce1a"
       },
       "homepage": "https://www.jetbrains.com/teamcity/"
     },
@@ -2567,7 +2508,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/togethercomputer/skills.git",
-        "sha": "9772f2a2f83e2184c341dd2650ac4c7efb76c33b"
+        "sha": "a1277729f7914d886df213de922865d30a214a9d"
       },
       "homepage": "https://www.together.ai"
     },
@@ -2629,7 +2570,7 @@
         "url": "https://github.com/UI5/plugins-coding-agents.git",
         "path": "plugins/ui5",
         "ref": "main",
-        "sha": "767ac53cb056a0c900374ccea0df96c54b769eb2"
+        "sha": "7acd8328399a221e161ae5bb04a5675696f92920"
       },
       "homepage": "https://github.com/UI5/plugins-coding-agents"
     },
@@ -2647,24 +2588,10 @@
         "url": "https://github.com/UI5/plugins-coding-agents.git",
         "path": "plugins/ui5-typescript-conversion",
         "ref": "main",
-        "sha": "767ac53cb056a0c900374ccea0df96c54b769eb2"
+        "sha": "7acd8328399a221e161ae5bb04a5675696f92920"
       },
       "homepage": "https://github.com/UI5/plugins-coding-agents"
     },
-    {
-      "name": "vanta",
-      "description": "The Vanta plugin connects Claude Code to Vanta's security and compliance platform through the Vanta MCP server. It combines Vanta's test-specific remediation intelligence with your local repository context to help you fix compliance failures faster.",
-      "author": {
-        "name": "Vanta"
-      },
-      "category": "security",
-      "source": {
-        "source": "url",
-        "url": "https://github.com/VantaInc/vanta-mcp-plugin.git",
-        "sha": "345d86b55faa649e955b7ea5569cf52d8425c2d5"
-      },
-      "homepage": "https://help.vanta.com/en/articles/14094979-connecting-to-vanta-mcp#h_887ce3f337"
-    },
     {
       "name": "vanta-mcp-plugin",
       "description": "The Vanta plugin connects Claude Code to Vanta's security and compliance platform through the Vanta MCP server. It combines Vanta's test-specific remediation intelligence with your local repository context to help you fix compliance failures faster.",
@@ -2700,7 +2627,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/explorium-ai/vibeprospecting-plugin.git",
-        "sha": "7ed0c4e2965ee315132c3c714609b46b23b5edc0"
+        "sha": "c00b11db4efc3e7b7aaffc10d71db33c806d5607"
       },
       "homepage": "https://www.vibeprospecting.ai/product/claude-plugin"
     },
@@ -2725,7 +2652,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/wix/skills.git",
-        "sha": "f99715fc149208608a148c0fe0ed16c0f80ee734"
+        "sha": "c5b343f2dadba06da91ee6de07272161fb68d40d"
       },
       "homepage": "https://dev.wix.com/docs/wix-cli/guides/development/about-wix-skills"
     },
@@ -2818,7 +2745,7 @@
       "source": {
         "source": "url",
         "url": "https://github.com/Zoominfo/zoominfo-mcp-plugin.git",
-        "sha": "cfdebda5f3ce24d0d964cc0b3e9e5dd9ea9d507d"
+        "sha": "678c0d1b584b77fb8e0cdc14138fc1afc5a21cf2"
       },
       "homepage": "https://www.zoominfo.com"
     },

plugins/security-guidance/.claude-plugin/plugin.json

@@ -1,6 +1,6 @@
 {
   "name": "security-guidance",
-  "version": "2.0.3",
+  "version": "2.0.1",
   "description": "Security review for Claude-generated code. Pattern-based warnings on edits, LLM-powered diff review on Stop, and an agentic commit reviewer that catches injection, XSS, SSRF, hardcoded secrets, and 25+ other vulnerability classes.",
   "author": {
     "name": "David Dworken",

plugins/security-guidance/hooks/ensure_agent_sdk.py

@@ -65,41 +65,21 @@ SDK_BOOTSTRAP_PHASE_CODES = {
     "main": 4,  # uncaught exception above main()
 }
 SDK_BOOTSTRAP_ERR_CODES = {
-    "pip_no_match":         1,
-    "dns_fail":             2,
-    "conn_refused":         3,
-    "ssl_verify":           4,
-    "perm_denied":          5,
-    "no_pip":               6,
-    "disk_full":            7,
-    "proxy_auth":           8,
-    "stderr_timeout":       9,   # pip stderr containing "timeout"/"timed out"
-    "subprocess_timeout":   10,  # subprocess.TimeoutExpired (>120s)
-    # Venv-stage specific categories added after PR #2112 telemetry surfaced
-    # 2,406 phase=2/err=99 sessions in the first 3h of v2.0.1 — venv phase
-    # failing in ways the original pip-flavored patterns didn't catch. These
-    # all split out of what was previously collapsing to _uncategorized.
-    "venv_ensurepip_fail":  11,  # Debian/Ubuntu missing python3-venv;
-                                 # stderr mentions ensurepip non-zero exit
-                                 # or "ensurepip is not available"
-    "venv_path_too_long":   12,  # Windows MAX_PATH (260) or POSIX
-                                 # ENAMETOOLONG — venv writes deep paths
-                                 # under state_dir/agent-sdk-venv/Lib/...
-    "venv_no_module":       13,  # `python3 -m venv` itself missing — "No
-                                 # module named 'venv'" / "No module named venv"
-    "venv_already_exists":  14,  # Errno 17 / "file exists" — sentinel race
-                                 # past O_EXCL or stale dir survived --clear
-    "venv_setup_failed":    15,  # Generic "virtual environment was not
-                                 # created successfully" — catches the long
-                                 # tail of venv setup failures that don't
-                                 # match a more specific category above
-    # 16–98 reserved for future categories; APPEND-ONLY.
+    "pip_no_match":       1,
+    "dns_fail":           2,
+    "conn_refused":       3,
+    "ssl_verify":         4,
+    "perm_denied":        5,
+    "no_pip":             6,
+    "disk_full":          7,
+    "proxy_auth":         8,
+    "stderr_timeout":     9,  # pip stderr containing "timeout"/"timed out"
+    "subprocess_timeout": 10, # subprocess.TimeoutExpired (>120s)
+    # 11–98 reserved for future categories; APPEND-ONLY.
     # 99 catches everything else (including "exc:<TypeName>" and "other:<tail>"
     # — the original string is debug-loggable but the integer is what makes
-    # it to telemetry). For the "other:" tail, `sdk_bootstrap_stderr_sig`
-    # carries a bounded integer hash so we can still distinguish patterns
-    # in BQ aggregation.
-    "_uncategorized":       99,
+    # it to telemetry).
+    "_uncategorized":     99,
 }
 
 
@@ -127,37 +107,6 @@ def _encode_err_kind(s):
     return SDK_BOOTSTRAP_ERR_CODES["_uncategorized"]
 
 
-def _encode_stderr_sig(err_kind):
-    """Bounded integer hash of the stderr tail captured in "other:<tail>"
-    err_kinds. Lets us distinguish patterns INSIDE the _uncategorized
-    (code 99) bucket without unbounded cardinality.
-
-    Returns 0 for non-"other:" err_kinds (so the field auto-omits from
-    emit_metrics on categorized failures — see the emit block in main()).
-
-    Strategy: take the tail's first ~30 chars (post-lowercase, post-trim),
-    SHA-1, fold the first 2 bytes to 0–999. Different stderr messages
-    cluster into different buckets; same stderr always maps to the same
-    bucket. Cardinality is bounded at 1000, well below any "high
-    cardinality" alarm — and a real failure mode typically produces
-    near-identical stderr across thousands of machines, so 1000 buckets
-    is comfortably wide.
-
-    Why first ~30 chars: stderr like "ERROR: Command failed: <full
-    path>" varies the tail wildly (paths) but the categorization signal
-    is in the leading words. Dropping the suffix focuses the hash on
-    the discriminative part.
-    """
-    if not err_kind or not err_kind.startswith("other:"):
-        return 0
-    import hashlib
-    tail = err_kind[len("other:"):].strip().lower()[:30]
-    if not tail:
-        return 0
-    h = hashlib.sha1(tail.encode("utf-8", errors="replace")).digest()
-    return int.from_bytes(h[:2], "big") % 1000
-
-
 def _sdk_on_syspath() -> bool:
     # find_spec is ~10ms; actually importing the SDK pulls in
     # transitive deps and costs ~800ms — too heavy for a
@@ -296,34 +245,7 @@ def main() -> tuple[int, str, str]:
         else:
             stderr_str = str(stderr_b)
         s = stderr_str.lower()
-        # Venv-specific patterns checked FIRST — they overlap with some pip
-        # patterns (e.g. "no module named ensurepip" could match no_pip OR
-        # venv_ensurepip_fail; the venv-stage interpretation is the right
-        # one when err_phase=="venv"). Order is venv-most-specific →
-        # pip-historical → generic.
-        if err_phase == "venv" and (
-            "ensurepip is not available" in s
-            or ("ensurepip" in s and "returned non-zero" in s)
-            or "the virtual environment was not created" in s and "ensurepip" in s
-        ):
-            err_kind = "venv_ensurepip_fail"
-        elif err_phase == "venv" and (
-            "[errno 36]" in s
-            or "file name too long" in s
-            or "path too long" in s
-        ):
-            err_kind = "venv_path_too_long"
-        elif err_phase == "venv" and (
-            "no module named venv" in s
-            or "no module named 'venv'" in s
-        ):
-            err_kind = "venv_no_module"
-        elif err_phase == "venv" and (
-            "[errno 17]" in s
-            or ("file exists" in s and "venv" in s)
-        ):
-            err_kind = "venv_already_exists"
-        elif "no matching distribution" in s or "could not find a version" in s:
+        if "no matching distribution" in s or "could not find a version" in s:
             err_kind = "pip_no_match"
         elif "name or service not known" in s or "name resolution" in s \
                 or "nodename nor servname" in s or "temporary failure in name" in s:
@@ -342,15 +264,6 @@ def main() -> tuple[int, str, str]:
             err_kind = "proxy_auth"
         elif "timeout" in s or "timed out" in s:
             err_kind = "stderr_timeout"
-        elif err_phase == "venv" and (
-            "virtual environment was not created" in s
-            or "error: command" in s and "venv" in s
-        ):
-            # Generic venv-setup catch-all — matched AFTER the more specific
-            # venv patterns above so we don't shadow them, but BEFORE the
-            # other: fallback so generic venv setup failures get their own
-            # bucket instead of polluting the long-tail signature space.
-            err_kind = "venv_setup_failed"
         else:
             # First 60 chars of the last non-empty stderr line — bounded to
             # stay inside CC's metric value-length budget. Real failure modes
@@ -459,14 +372,6 @@ if __name__ == "__main__":
         # failure path, e.g. state_dir.mkdir perm-denied).
         metrics["sdk_bootstrap_phase"] = _encode_phase(err_phase or "pre")
         metrics["sdk_bootstrap_err"] = _encode_err_kind(err_kind)
-        # For "other:<tail>" (encoded err==99), emit a bounded integer
-        # hash of the stderr tail so BQ can distinguish patterns inside
-        # the _uncategorized bucket without unbounded cardinality. Zero
-        # when err_kind is categorized — the schema reader treats 0 as
-        # "no signal", matching the absence convention.
-        sig = _encode_stderr_sig(err_kind)
-        if sig:
-            metrics["sdk_bootstrap_stderr_sig"] = sig
     pv = _plugin_version_int()
     if pv:
         metrics["pv"] = pv

plugins/security-guidance/hooks/security_reminder_hook.py

@@ -221,34 +221,15 @@ def emit_metrics(
     task-notification one-liner. Must be in the same JSON line as the metrics
     because CC stops scanning stdout after the first {-prefixed line.
 
-    `additional_context` (asyncRewake findings): model-visible guidance text.
-    Delivery channel depends on `hook_event_name` because CC's hook-output
-    contract is NOT symmetric across events:
-
-      - PostToolUse (commit-review, push-sweep): surfaced via the modern
-        hookSpecificOutput.additionalContext protocol. `PostToolUse` is a
-        member of CC's hookSpecificOutput discriminated union
-        (coreSchemas.ts), so the JSON validates and metrics/rewakeSummary
-        are consumed. See #1375 / #1783 for why this replaced the legacy
-        stderr + exit(2) shape for PostToolUse.
-
-      - Stop / SubagentStop: there is NO `Stop` member in that union, so
-        emitting hookSpecificOutput{hookEventName:"Stop"} makes the whole
-        line fail isSyncHookJSONOutput validation — which on the asyncRewake
-        path silently drops metrics AND rewakeSummary, and (because the
-        legacy stderr write was removed) leaks the raw JSON to the model as
-        the rewake body. CC's asyncRewake delivery actually reads
-        `stderr || stdout` for the model-visible body and only scans stdout
-        JSON for metrics+rewakeSummary — it never reads additionalContext
-        on this path. So for Stop we use the documented clean pattern:
-        guidance on stderr, valid JSON (metrics + rewakeSummary +
-        top-level decision/reason) on stdout. The top-level decision:"block"
-        + reason also covers the sync-fallback path (single-shot `claude -p`,
-        where asyncRewake degrades to a sync Stop hook that reads
-        decision/reason). See #2159.
-
-    Empty/None additional_context emits neither channel (back-compat for
-    metrics-only callers).
+    `additional_context` (asyncRewake findings): model-visible guidance text
+    that CC surfaces via the modern hook-output protocol
+    (hookSpecificOutput.additionalContext) instead of the legacy stderr +
+    exit(2) pair. The caller passes the finding-explanation text it would
+    have written to stderr; the JSON channel carries it cleanly so CC's UI
+    shows the reason properly instead of "Permission denied with no reason".
+    See anthropics/claude-plugins-official#1375 and #1783. Empty/None
+    means no hookSpecificOutput field is emitted (preserves backward compat
+    for legacy emit-sites that only want metrics).
 
     `system_message` (optional, asyncRewake only): user-visible TUI message,
     distinct from rewakeSummary which is the task-notification one-liner.
@@ -256,9 +237,10 @@ def emit_metrics(
     surface; systemMessage adds a per-fire override when the static
     rewakeMessage isn't specific enough for the finding being shown.
 
-    `hook_event_name` (used only when additional_context is set): selects the
-    delivery channel above. Defaults to "PostToolUse" (commit-review and
-    push-sweep are the most common callers); handle_stop_hook passes "Stop".
+    `hook_event_name` (used only when additional_context is set): which event
+    the hookSpecificOutput attaches to. Defaults to "PostToolUse" since the
+    commit-review and push-sweep handlers are the most common callers;
+    handle_stop_hook explicitly passes "Stop".
     """
     head = {}
     if _PV and "pv" not in metrics:
@@ -270,23 +252,14 @@ def emit_metrics(
     if rewake_summary:
         out["rewakeSummary"] = rewake_summary
     if additional_context:
-        if hook_event_name in ("Stop", "SubagentStop"):
-            # Stop is NOT in CC's hookSpecificOutput union — emitting it there
-            # fails schema validation and drops metrics+rewakeSummary (#2159).
-            # Clean pattern: guidance on stderr (the asyncRewake body channel,
-            # delivered via `stderr || stdout`), top-level decision/reason for
-            # the sync-fallback path. stdout JSON stays valid so metrics +
-            # rewakeSummary survive.
-            sys.stderr.write(additional_context)
-            sys.stderr.flush()
-            out["decision"] = "block"
-            out["reason"] = additional_context
-        else:
-            # PostToolUse et al. — valid union member; modern protocol.
-            out["hookSpecificOutput"] = {
-                "hookEventName": hook_event_name,
-                "additionalContext": additional_context,
-            }
+        # Wrap in hookSpecificOutput per CC's modern hook-output contract.
+        # Drops the legacy `sys.stderr.write(...) + sys.exit(2)` shape that
+        # left CC's UI showing "denied with no reason" (#1783) and triggered
+        # "json output validation failed" on older CC versions (#1375).
+        out["hookSpecificOutput"] = {
+            "hookEventName": hook_event_name,
+            "additionalContext": additional_context,
+        }
     if system_message:
         out["systemMessage"] = system_message
     print(json.dumps(out), flush=True)