AIエージェントの遅延、エラー率、トークン使用量、安全性や応答品質を監視するアラートを設計し、既存設定との重複を確認してTerraformファイルにまとめるスキル。
- エージェントの遅延とエラー率の監視
- トークン消費の急増の監視
- 安全性の判定と権限拒否の監視
Google Cloud Application Integrationの実行状態やタスク、ログ、接続、権限を調べ、失敗・停止・想定外の動作の原因を切り分けるスキルです。
Diagnoses failed, stuck, or silent Google Cloud Application Integration runs and Integration Connectors tasks using the REST API, Cloud Logging, and Cloud Monitoring. Use when an integration fails, returns HTTP 200 without doing the expected work, hangs in a suspended or retry state, or hits IAM, run-as service account, connector health, or quota errors. Do not use for initial region provisioning (use application-integration-basics) or building and deploying versions (use application-integration-authoring).
実行スコア 未検証
インストール方法を見るGoogle Cloud Application Integrationの実行記録を確認し、実行全体とタスクごとの状態、エラー情報から失敗や停止の原因を調べます。HTTP 200でも処理が完了していない場合や、実行記録が見つからない場合も、リージョンやトリガー、ログ設定などを順に確認します。Cloud Loggingの記録、Cloud Monitoring、Integration Connectorsの接続状態やスキーマ情報も調査対象です。IAM権限、実行用サービスアカウント、タイムアウト、クォータの問題も切り分け、再実行や一時停止の解除が必要な場合は、その条件や操作内容を示します。
実行が失敗する、処理が進まない、成功表示なのに期待した結果がない、といった問題の調査に向いています。Integration Connectorsのタスク失敗が接続障害か権限不足か分からない場合や、承認・Suspendで停止した実行を確認したい場合にも使えます。
調査にはGoogle Cloudの認証、対象API、プロジェクト、リージョンが必要です。REST APIやCloud Loggingなどを使います。実行のキャンセル・再実行、一時停止の解除、IAM変更など状態を変える操作は、実行前に利用者の確認が必要です。
この紹介文は、公開されている SKILL.md をもとに AI(OpenAI Codex)が作成しました。正確な仕様は下の原文を確認してください。
SKILL.md の記述から、注意が要る操作と導入の前提を AI が確認しました。点数は実際に動かした結果(実行検証)だけで付けています。
点数には入れていません。 2026年10月28日 時点で AI(OpenAI Codex)が判定しました。目安なので、入れる前に原文も確認してください。
インストールする前に、エージェントに与えられる指示の中身を確認できます。
Diagnose and recover Google Cloud Application Integration executions that fail, stall, or appear to do nothing. This skill walks through execution state verification, per-task failure inspection, Cloud Logging and Cloud Monitoring checks, Integration Connectors health probes, suspension resolution, and IAM or quota checks.
MUST READ: Before executing any gcloud command, REST API call, or Python
discovery-client call, you MUST read
Usage Attribution. For commands executed directly
in the terminal (never in generated scripts, Terraform, ADK agents, or user
code), prefix gcloud with
CLOUDSDK_METRICS_REQUEST_ATTRIBUTION="agent-skills/1.0 (skill:application-integration-troubleshooting)"
and add agent-skills/1.0 (skill:application-integration-troubleshooting) to
the User-Agent header of curl requests.
gcloud integrations command group and no Google-managed MCP server for Application Integration. Use curl with gcloud auth print-access-token, or the discovery-based Python client (googleapiclient.discovery.build("integrations", "v1") and build("connectors", "v1"); install with pip install "google-api-python-client>=2.100.0,<3" "google-auth>=2.20.0,<3") (changes host or credential state; get the user's approval first).gcloud commands apply for authentication (gcloud auth), enabling APIs (gcloud services), IAM checks (gcloud projects get-iam-policy, gcloud iam service-accounts get-iam-policy), and log queries (gcloud logging read).LOCATION), which is the LOCATION in every REST path; no gcloud default-region setting applies. Ask the user which region the integration is deployed in. If they don't know, start with us-central1 and, if executions.list is empty there, check the other Application Integration locations before concluding nothing ran (Step 2).application-integration-basics for product concepts, enabling APIs, provisioning a region, initial IAM roles, and service limits.application-integration-authoring for creating drafts, editing tasks and triggers, config variables, publishing, :execute and :schedule payloads, and CI/CD export/import.executions.list, suspensions.list, connections.get, connectionSchemaMetadata get calls, runtime v2 actions.list / entityTypes.list, gcloud logging read, and v2 executions:troubleshoot.pip install) or changing global gcloud or credential state (gcloud config set ... such as auth/impersonate_service_account, gcloud auth application-default login / set-quota-project), show the exact command and wait for the user's approval.Before querying APIs, confirm the environment has credentials, active APIs, and the right target region:
# Verify active identity and project
gcloud config get-value account
gcloud config get-value project
# Check that required APIs are enabled on PROJECT_ID
gcloud services list --enabled --project="PROJECT_ID" \
--filter="config.name:(integrations.googleapis.com OR connectors.googleapis.com OR secretmanager.googleapis.com)"
gcloud services enable integrations.googleapis.com connectors.googleapis.com secretmanager.googleapis.com --project="PROJECT_ID".PROJECT_ID (required even when usage stays within the monthly free tier; see the Application Integration pricing page).pip install "google-api-python-client>=2.100.0,<3" "google-auth>=2.20.0,<3") or ADK (ApplicationIntegrationToolset), authenticate with gcloud auth application-default login and gcloud auth application-default set-quota-project PROJECT_ID (changes host or credential state; get the user's approval first).Follow these steps in order whenever a user reports that an integration failed, did nothing, or is stuck.
Do not rely on an HTTP 200 status from :execute as proof that every task succeeded (note: integrations:test also exists in the v1 REST API, but its required TestIntegrationsRequest.clientId value is not publicly documented, so do not invent one; test by publishing to a non-production project and calling :execute). As a diagnostic rule, always check the response payload and execution record because:
executions.list?filter=execution_id="EXECUTION_ID"—inspect executionDetails.state, each task's taskExecutionState, and ErrorInfo in responseParameters (do not rely on the legacy/deprecated executionFailed field, which is not a supported public signal)."doNotPropagateError": true on :execute, the API returns HTTP 200 with an executionId and places error details inside event parameters instead of returning an HTTP error.requestId on :execute or :schedule returns the previous execution's response without running a new execution.IGNORE and NONE) allow an integration to continue or finish as SUCCEEDED down an alternate branch even when an individual task failed.List executions for the integration (use - as INTEGRATION_NAME to search across all integrations in the region; the discovery doc does not specify whether orderBy=create_time sorts ascending or descending, so add a CreateTimestamp filter or paginate with pageToken if needed):
curl -sS -H "Authorization: Bearer $(gcloud auth print-access-token)" \
"https://integrations.googleapis.com/v1/projects/PROJECT_ID/locations/LOCATION/integrations/INTEGRATION_NAME/executions?pageSize=10&orderBy=create_time&snapshotMetadataWithoutParams=true"
Once you have the EXECUTION_ID, fetch its full ExecutionDetails and per-task states (use filter, snapshotMetadataWithoutParams=true, and readMask on executions.list—never the deprecated truncateParams [UI-only] or filterParams.* [internal-only] parameters):
curl -sS -H "Authorization: Bearer $(gcloud auth print-access-token)" \
"https://integrations.googleapis.com/v1/projects/PROJECT_ID/locations/LOCATION/integrations/INTEGRATION_NAME/executions?filter=execution_id%3D%22EXECUTION_ID%22"
To filter executions.list by state, use the state field (= or !=) with unquoted ExecutionDetails.state values (for example, filter=state=FAILED, filter=state!=SUCCEEDED, filter=state=CANCELLED, or filter=state=FAILED OR state=CANCELLED, URL-encoded as filter=state%3DFAILED or filter=state%3DFAILED%20OR%20state%3DCANCELLED); use state (not eventExecutionState, as shown on the REST reference page, or event_execution_state in the API reference's filter description), and use the supported filter keys (execution_id, state, update_time, workflow_name, trigger_id, CreateTimestamp, parameter_type)—camelCase variants such as executionId are not supported even though some docs examples show them.
If executions.list returns no matching run, check these five causes before assuming the trigger never fired:
| Cause | Symptom | What to verify |
|---|---|---|
| Wrong region | Empty list in LOCATION | Check https://console.cloud.google.com/integrations or list integrations in other regions. |
| API trigger 403 | Caller got HTTP 403 PERMISSION_DENIED | API trigger auth denials fail before execution creation; nothing is written to execution logs. Check caller IAM and roles/iam.serviceAccountUser on the run-as service account. |
| API trigger payload > 8 MB | Caller got an error | Cumulative API trigger input variables exceed the 8 MB limit, so the integration does not start. |
| Local logging disabled | Integration ran, but logs are empty | Check IntegrationVersion.databasePersistencePolicy (DATABASE_PERSISTENCE_DISABLED = Disable; DATABASE_PERSISTENCE_POLICY_UNSPECIFIED = Enable (sync), the API default; DATABASE_PERSISTENCE_ASYNC = Enable (async), the console default). Also, if total integration data exceeds 10 MB (up to the 30 MB limit), local logging is disabled automatically. |
Version not ACTIVE | Trigger never fires | Only an ACTIVE (published) version runs from triggers. After publishing, an older version can keep serving for up to 10 minutes due to eventual consistency. |
ExecutionDetails.state)See Execution States for the full state reference, task-level states (TaskExecutionDetails.taskExecutionState), filter syntax, and cancel/replay rules.
ExecutionDetails.state | Console status | Meaning and next step |
|---|---|---|
FAILED | Failed | Check ErrorInfo (message, code) in responseParameters, inspect the failing task's taskExecutionState (FAILED or FATAL), and run Step 4 (:troubleshoot and Cloud Logging). |
SUCCEEDED | Succeeded | If expected work did not happen, inspect taskExecutionDetails for tasks in SKIPPED (edge condition false) or FAILED (masked by IGNORE or NONE retry strategy). |
CANCELLED | Canceled | User canceled the run, a new integration version was published while the run was suspended, a SYNC run hit the 2-minute timeout, or a replayed run hit the 10-minute deadline. |
SUSPENDED | Suspended | Waiting on an Approval task (resolvable in the Cloud console UI or via suspensions:resolve) or a Suspend task (resumable via suspensions:lift). See Suspensions. |
RETRY_ON_HOLD | Retry on hold | A task or integration failed with a temporary error and is waiting in the backoff retry queue. |
PROCESSING | In process | Currently running. Check whether an ASYNC run is approaching the 10-minute timeout. |
PENDING | On hold | Scheduled or temporarily paused and waiting to be triggered. |
integrations.executions.get):
curl -sS -H "Authorization: Bearer $(gcloud auth print-access-token)" \
"https://integrations.googleapis.com/v2/projects/PROJECT_ID/locations/LOCATION/integrations/INTEGRATION_NAME/executions/EXECUTION_ID:troubleshoot"
gcloud logging read \
'resource.type="integrations.googleapis.com/IntegrationVersion" AND jsonPayload.executionId="EXECUTION_ID"' \
--project="PROJECT_ID" --limit=20 --format=json
connections.get) and its schema metadata (GET .../connections/CONNECTION_NAME/connectionSchemaMetadata for state and errorMessage, and runtime v2 GET .../v2/.../connections/CONNECTION_NAME/actions and .../entityTypes for listing—v1 connectionSchemaMetadata:listActions and :listEntityTypes require a filter and reject unfiltered calls). See Connectors Health for connection states, schema metadata checks, and node throttling (HTTP 429).
curl -sS -H "Authorization: Bearer $(gcloud auth print-access-token)" \
"https://connectors.googleapis.com/v1/projects/PROJECT_ID/locations/LOCATION/connections/CONNECTION_NAME?view=FULL"
runAsServiceAccount) cannot be tested or published unless runAsServiceAccount is set; whenever runAsServiceAccount is set, the user publishing or testing the version needs roles/iam.serviceAccountUser on it. See Common Errors for the two-sided 403 checklist, error codes, task limits, and ADK ApplicationIntegrationToolset errors.connections.get with view=FULL (command above) and inspect status.state and status.status.status.state is ERROR or AUTHORIZATION_REQUIRED: the connection itself cannot reach or authenticate to the target backend. Fix the connection's credentials in Secret Manager or the Cloud console (https://console.cloud.google.com/connectors/connections). If the connection uses a service account in another project, verify service-PROJECT_NUMBER@gcp-sa-connectors.iam.gserviceaccount.com has roles/iam.serviceAccountTokenCreator in that project.status.state is ACTIVE: the connection is healthy. Check whether the identity running the task (the integration's runAsServiceAccount, or if unset, service-PROJECT_NUMBER@gcp-sa-integrations.iam.gserviceaccount.com) has a required Integration Connectors role (such as roles/connectors.invoker or roles/connectors.admin) in the connection's project.EXPONENTIAL_BACKOFF).gcloud logging read \
'resource.type="connectors.googleapis.com/Connection" AND jsonPayload.integration_connectors_trace_id="EXECUTIONID_TASKID_ATTEMPTNUMBER"' \
--project="PROJECT_ID" --limit=20 --format=json
SUSPENDED (Approval vs Suspend Task)taskExecutionDetails and list pending suspensions (read-only; requires integrations.suspensions.list, included in roles/integrations.suspensionResolver) to find SUSPENSION_ID and taskId. Note that roles/integrations.suspensionResolver alone cannot read execution records (no integrations.executions.list or integrations.executions.get, returning HTTP 403 on executions.list and v2 :troubleshoot); to inspect taskExecutionDetails (or run :troubleshoot), also grant roles/integrations.integrationViewer (or use the approval email link, which carries the execution and task IDs). See Suspensions for full details.
# Read-only: list suspensions on EXECUTION_ID
curl -sS -H "Authorization: Bearer $(gcloud auth print-access-token)" \
"https://integrations.googleapis.com/v1/projects/PROJECT_ID/locations/LOCATION/integrations/INTEGRATION_NAME/executions/EXECUTION_ID/suspensions"
POST https://integrations.googleapis.com/v1/projects/PROJECT_ID/locations/LOCATION/integrations/INTEGRATION_NAME/executions/EXECUTION_ID/suspensions/SUSPENSION_ID:resolve with body {"suspension": {"eventExecutionInfoId": "EXECUTION_ID", "integration": "INTEGRATION_NAME", "taskId": "TASK_ID", "state": "LIFTED"}} or "REJECTED"—the same call the console Approve/Reject buttons make). Always confirm with the user before resolving. Verify the caller holds integrations.suspensions.resolve (included in roles/integrations.suspensionResolver, which is not included in roles/integrations.integrationEditor) and roles/iam.serviceAccountUser on the integration's runAsServiceAccount. Without roles/iam.serviceAccountUser, approving leaves the execution paused until it expires.:lift is the Suspend-task variant and requires integrations.suspensions.lift (included in roles/integrations.suspensionResolver) plus roles/iam.serviceAccountUser on the integration's runAsServiceAccount. After user confirmation, call POST .../executions/EXECUTION_ID/suspensions/SUSPENSION_ID:lift with an optional suspensionResult.PERMISSION_DENIED on Trigger, Test, or PublishApplication Integration enforces two independent permission checks:
roles/integrations.integrationInvoker to invoke, roles/integrations.integrationEditor to edit/test, roles/integrations.integrationDeployer or roles/integrations.integrationEditor to publish).runAsServiceAccount is set on the version, the user (or principal) publishing or testing the version needs roles/iam.serviceAccountUser on runAsServiceAccount at publish/test time, and at runtime the invoking caller or trigger service account needs roles/iam.serviceAccountUser on runAsServiceAccount (granted in the project that owns the service account). In addition, runAsServiceAccount needs roles on downstream Google Cloud resources.Check both bindings before retrying. For Pub/Sub, Eventarc, and Connector Event triggers, a run-as service account (roles/iam.serviceAccountUser) denial records a failed execution and the event is not redelivered.
Always display the exact command and obtain user confirmation before running :cancel, :replay, :lift, or :resolve. :cancel requires integrations.executions.cancel and :replay requires integrations.executions.replay (both are held by roles/integrations.integrationInvoker, roles/integrations.integrationEditor, and roles/integrations.integrationAdmin—not by roles/integrations.suspensionResolver or roles/integrations.integrationViewer, so approvers with only roles/integrations.suspensionResolver cannot cancel a stuck SUSPENDED run). :replay also enforces two preconditions that return FAILED_PRECONDITION: (a) test-case runs cannot be replayed in any mode ("Test runs cannot be replayed."), and (b) REPLAY_MODE_POINT_OF_FAILURE is refused for executions that ran with database persistence (local logging / databasePersistencePolicy: DATABASE_PERSISTENCE_DISABLED) disabled because it needs execution snapshots—use REPLAY_MODE_FROM_BEGINNING in that case. When overriding inputs on :replay with modifiedParameters and updateMask, list every overridden key in updateMask; without updateMask, all original inputs are discarded and only modifiedParameters are used, and a key in updateMask missing from modifiedParameters is an error.
# Cancel an execution in PENDING (console "On hold"), RETRY_ON_HOLD, or SUSPENDED state (requires integrations.executions.cancel)
# (Cannot cancel executions in PROCESSING state [console "In process"], completed runs [SUCCEEDED, FAILED, CANCELLED], or Schedule-trigger runs; approvers with only roles/integrations.suspensionResolver cannot cancel a stuck SUSPENDED run)
curl -X POST \
-H "Authorization: Bearer $(gcloud auth print-access-token)" \
-H "Content-Type: application/json" \
-d '{"cancelReason": "Canceling stuck execution after investigation"}' \
"https://integrations.googleapis.com/v1/projects/PROJECT_ID/locations/LOCATION/integrations/INTEGRATION_NAME/executions/EXECUTION_ID:cancel"
# Replay a SUCCEEDED, FAILED, or CANCELLED execution on a published integration (Preview; requires integrations.executions.replay; test-case runs and Schedule-trigger runs cannot be replayed)
# replayMode: REPLAY_MODE_FROM_BEGINNING or REPLAY_MODE_POINT_OF_FAILURE (failed runs only; refused with FAILED_PRECONDITION if databasePersistencePolicy was DATABASE_PERSISTENCE_DISABLED—use REPLAY_MODE_FROM_BEGINNING in that case)
# Optional modifiedParameters/updateMask: list every overridden key in updateMask; without updateMask, all original inputs are discarded and only modifiedParameters are used; a key in updateMask missing from modifiedParameters is an error
curl -X POST \
-H "Authorization: Bearer $(gcloud auth print-access-token)" \
-H "Content-Type: application/json" \
-d '{"replayReason": "Replay after fixing downstream permission", "replayMode": "REPLAY_MODE_POINT_OF_FAILURE"}' \
"https://integrations.googleapis.com/v1/projects/PROJECT_ID/locations/LOCATION/integrations/INTEGRATION_NAME/executions/EXECUTION_ID:replay"
Load the matching reference file when you need deeper details, exact field names, or edge-case checks:
gcloud CLI commands, direct curl REST calls, and Python discovery-client snippets run in the terminal.ExecutionDetails.state and TaskExecutionDetails.taskExecutionState enums, executions.list filter operators, large-log workarounds (> 300 MB), and :cancel / :replay constraints.integrations.googleapis.com/* and connectors.googleapis.com/* metric schemas, and alerting setup.ApplicationIntegrationToolset errors.ConnectionStatus.state, EventingStatus.state, connectionSchemaMetadata probes, runtime v2 readiness calls, node throttling (HTTP 429), and separating connection auth from caller IAM.suspensions.list / :lift / :resolve payloads, expiration settings, and why approvals stay stuck without roles/iam.serviceAccountUser.まだレビューはありません。使ってみた感想をお寄せください。
ログインなしで書き込めます。使ってみた感想、質問、動かなかった環境などを気軽にどうぞ。
まだコメントはありません。最初のコメントを書いてみませんか。
AIエージェントの遅延、エラー率、トークン使用量、安全性や応答品質を監視するアラートを設計し、既存設定との重複を確認してTerraformファイルにまとめるスキル。
Model GardenのモデルをAgent Platformに配置し、対応構成と時間単価の確認から進行状況の確認、テスト呼び出し、利用後の撤去までを支援するスキル。
Agent Platformでモデルの予測リクエストを受け付けるエンドポイントを一覧・詳細確認、作成、更新、削除し、権限や割り当て上限のエラーを調べるスキル。
Google Cloud上のAIモデルやエージェントを評価し、テストデータ作成、採点指標の選定、失敗分析、修正前後の比較を通じて品質改善を支援します。
Google CloudのAgent PlatformでGeminiやLlamaなどに質問を送り、回答を得るための認証・接続コード作成と実行、エラー対処を支援するスキル。
Google AI StudioのGemini APIをGoogle Cloudへ移す手順を案内し、認証・権限・課金の設定からSDKやエージェントの接続変更まで支援します。