Agent skill

Workflow Triaging

by adobe in adobe/skills

Triage AEM Workflow issues on AEM 6.5 LTS and AMS by classifying symptoms, gathering the right logs and metrics, and mapping to runbooks or Splunk searches.

Apache-2.0Auto-check passedDevOps & Cloud

Install Workflow Triaging

skills CLI
$ npx skills add adobe/skills --skill workflow-triaging -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install adobe/skills workflow-triaging --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/adobe/skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/aem/6.5-lts/skills/aem-workflow/workflow-triaging .claude/skills/workflow-triaging && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
workflow-triaging
GitHub stars
195
Token cost
~4.4k tokens
SKILL.md length
1,946 words
Files
1
Skills in repo
105
Repo updated
First seen
Licence
Apache-2.0

At a glance

Triage AEM Workflow issues on AEM 6.5 LTS and AMS by classifying symptoms, gathering the right logs and metrics, and mapping to runbooks or Splunk searches.

  • Works in 6 steps: Classify symptom (symptom_id) → Required inputs for triage → Log patterns and Splunk (what to search) → …
  • The user asks for workflow activity/errors on a 6.5 host
  • SKILL.md covers Audience, Variant Scope, Dependencies and When to use this skill, plus 8 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Workflow Triaging is an agent skill from adobe/skills. Triage AEM Workflow issues on AEM 6.5 LTS and AMS by classifying symptoms, gathering the right logs and metrics, and mapping to runbooks or Splunk searches. Use when the user asks for workflow activity/errors on a 6.5 host, needs to classify a Jira ticket, or wants to know what to collect for workflow debugging.

Its SKILL.md is about 4.4k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in DevOps & Cloud, covering Runbooks and postmortems and Debugging. It works with Adobe Experience Manager, Splunk and Jira. The repository describes itself as: Adobe Skills for Agents. The licence is Apache-2.0.

When your agent uses it

  • The user asks for workflow activity/errors on a 6.5 host
  • Needs to classify a Jira ticket
  • Wants to know what to collect for workflow debugging

Example prompts

  • “/workflow-triaging”

Workflow steps

6 steps, taken from the step headings in SKILL.md.

  1. Classify symptom (symptom_id)
  2. Required inputs for triage
  3. Log patterns and Splunk (what to search)
  4. JMX-based diagnostics
  5. Example triage prompts and responses
  6. What logs and JMX can and cannot answer

What it can do on your machine

Read from SKILL.md and the folder at commit cbc9952. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Workflow Triaging loads about 4.4k tokens when it runs. Until then it costs about 83 tokens; SKILL.md has 1,946 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~83
When it runs · the whole SKILL.md, loaded when a task matches
~4.4k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from adobe/skills at commit cbc9952, republished under its Apache-2.0 licence (© adobe). 1,946 words, ~4,376 tokens.

Download SKILL.mdSave it as .claude/skills/workflow-triaging/SKILL.md (or your agent's skills folder).
name
workflow-triaging
description
Triage AEM Workflow issues on AEM 6.5 LTS and AMS by classifying symptoms, gathering the right logs and metrics, and mapping to runbooks or Splunk searches. Use when the user asks for workflow activity/errors on a 6.5 host, needs to classify a Jira ticket, or wants to know what to collect for workflow debugging.
license
Apache-2.0

AEM Workflow Triaging — 6.5 LTS / AMS

Classify workflow issues, determine what logs and data to gather, and map to the correct runbook or log search. Optimized for production support on AEM 6.5 LTS and Adobe Managed Services (AMS).

Audience

AEM 6.5 LTS / AMS operators and developers (and the IDE LLM acting on their behalf) classifying workflow incidents across one or more hosts — using host + time-range + logs (direct filesystem, AMS log access, or Splunk) and read-only JMX metrics, before drilling into a single instance. Use this skill for cross-host log mining and symptom classification; switch to workflow-debugging once the instance and root cause are identified.

Variant Scope

  • This skill is 6.5-lts-only (includes AMS).
  • Log access via direct filesystem (crx-quickstart/logs/error.log), AMS log access, or Splunk (if indexed).
  • JMX available via Felix Console (/system/console/jmx) or a JMX client for workflow counts, queue metrics, and remediation.
  • Not for AEM as a Cloud Service. If the target is AEMaaCS, stop and use the cloud-service variant of this skill — JMX is not available on cloud production, logs are accessed via Cloud Manager (not the filesystem), and remediation lands through Git + pipeline rather than Felix Console. Several signatures and diagnostic surfaces here do not apply as written on AEMaaCS.

Dependencies

  • workflow-debugging — once a symptom is classified and a host/instance is identified, route here for the step-by-step runbook and remediation.
  • workflow-debugging/reference.md — diagnostic tool pointers, JMX/config locations, log patterns, and external doc links for 6.5 LTS / AMS.

When to use this skill

  • User asks: "Workflow errors on <host> for the past X hours", "Workflow activity on <host>", "Why did workflow X fail?", "What should I collect to debug this workflow ticket?"
  • User needs: Symptom classification, log patterns to search, Splunk queries, or required inputs for a runbook.
  • Context: AEM 6.5 LTS / AMS (author/publish hostname format).

Step 1: Classify symptom (symptom_id)

Map the user's description to a symptom_id and runbook.

User says / observessymptom_idRunbook
Workflow not moving to next step; stuck in Runningworkflow_stuck_not_progressingrunbook-workflow-stuck.md
Task should be in Inbox but is not visibletask_not_in_inboxrunbook-task-not-in-inbox.md
Workflow should start automatically but no instance createdworkflow_not_starting_launcherrunbook-launcher-not-starting.md
Workflow in Failed state or step shows errorworkflow_fails_or_shows_errorrunbook-workflow-fails-or-shows-error.md
Step failed after retries; failure item in Inboxstep_failed_retries_exhaustedrunbook-failed-work-items.md
Instance Running but no current work item (inconsistent)stale_workflow_no_work_itemrunbook-stale-workflows.md
Too many instances; slow queries; disk/repo bloatrepository_bloat_too_many_instancesrunbook-purge-and-cleanup.md
User cannot see work item or complete/delegate/returnuser_cannot_see_or_complete_itemrunbook-inbox-and-permissions.md
Cannot delete workflow model (running instances)cannot_delete_modelrunbook-model-delete-and-update.md
Jobs queued a long time; slow completion; queue depth highslow_throughput_queue_backlogrunbook-job-throughput-and-concurrency.md
Auto-advance / timeout jobs not firing; participant step stuck past its configured timeoutworkflow_auto_advance_failurerunbook-job-throughput-and-concurrency.md
New or changed workflow not starting or step not executingworkflow_setup_validationrunbook-validate-workflow-setup.md

Each runbook-*.md above is a symptom section in the workflow-debugging skill, not a separate file to open. That skill's Step 1 maps every symptom_id to a first action, and its numbered steps are the runbook body. Classify here, then hand off there.

WorkItem vs. TaskManager task — do not confuse these. Most workflow Inbox items are workflow work items (WorkItem), created by Participant steps and managed by the workflow engine; they are stored under /var/workflow/instances, not in TaskManager. TaskManager (/var/taskmanagement/tasks) only holds tasks created explicitly via the Task API — used by Projects, Assets tasks, and custom integrations. Both paths are browsable in CRXDE Lite. For task_not_in_inbox and user_cannot_see_or_complete_item symptoms on a workflow: investigate the Participant step assignee configuration, Inbox filters, and workflow permissions — not TaskManager storage. Diagnosing the wrong backend wastes significant time.


Step 2: Required inputs for triage

Before suggesting a runbook or Splunk search, try to obtain:

InputPurpose
Host / instanceAuthor/publish hostname (e.g. an AMS author/publish host, or on-prem hostname).
Time rangee.g. "past 4 hours", "past 10 hours" – for log/Splunk scope.
Workflow model or step namee.g. "Dynamic Media Reupload", "DAM Update Asset", "testmodel".
Instance ID (if known)From Workflow Console URL or payload; ties logs to one instance.
Payload path (if known)e.g. /content/dam/...; for path-related errors.
Log sourceSplunk index/sourcetype, direct filesystem error.log, or AMS log request.

If the user only provides host + time, respond with the generic workflow error searches and note that narrowing by model/instance ID will improve accuracy.


Logs on 6.5 / AMS are accessible via direct filesystem (crx-quickstart/logs/error.log), AMS log access, or Splunk (if indexed).

ScenarioPrimary log pattern(s)Splunk hint
Step failedError executing workflow stepAdd instance ID or model name to narrow.
Process not foundgetProcess for '*' failedExtract process name for OSGi check in Felix Console (process.label).
Stuck at Process stepSame as step failed + getProcessCombine with payload path.
Stale workflowCannot archive workitemCorrelate time with instance ID.
Lock / throughputrefreshing the session since we had to wait for a lockTimechart by host. Real lever on 6.5 is queue.maxparallel on the Granite Workflow Queue — see workflow-debugging; reduce concurrent writes to the same path.
PermissionTerminate failed / Resume failed / Suspend failed + verifyAccessOr AccessControlException. Check enforceWorkflowInitiatorPermissions.
Payload pathPathNotFoundException + workflow/payloadPayload deleted, or launcher config path missing.
Launcher not startingError adding launcher config / Error retrieving launcher config entriesPath: /conf/global/settings/workflow/launcher/config.
Purge failureWorkflow purge '*' :Filter by repository exception / invalid state.
Transient workflow retries exhaustedretrys exceeded - remove isTransientProcess step kept throwing after cq.workflow.job.retry retries; instance persisted for admin handling.
Thread pool fullRejectedExecutionExceptiondefault pool saturated with block policy ABORT → timeout/auto-advance jobs dropped.
Operation on finished instanceWorkflow is already finishedCheck logic that calls terminate/resume on a completed or aborted instance.

Example Splunk searches — <your_aem_index> is a placeholder; substitute your organization's AEM log index:

  • All workflow step errors (last 24h): index=<your_aem_index> "Error executing workflow step" | table _time host message | sort - _time
  • Process not registered: index=<your_aem_index> "getProcess for" "failed" | table _time host message
  • By workflow model or instance: index=<your_aem_index> ("Error executing workflow step" OR WorkflowException) (message=*<modelName>* OR message=*<instanceId>*) | sort - _time
  • Lock contention: index=<your_aem_index> "refreshing the session since we had to wait for a lock" | table _time host message
  • Thread pool exhaustion (auto-advance impact): index=<your_aem_index> "RejectedExecutionException" | table _time host message

Note: Index names, sourcetypes, and field names are environment-specific — they depend on how your AEM logs are onboarded to Splunk. There is no fixed index; confirm the correct one with whoever owns your Splunk onboarding before running these. Narrow by host, time range, model, and instance ID — both for accuracy and to avoid over-broad data exposure.


Show full SKILL.md (895 more words)Show less

Step 4: JMX-based diagnostics

On 6.5 / AMS, JMX exposes metrics not available from logs alone, plus remediation operations. All workflow maintenance and diagnostic operations live on one MBean, com.adobe.granite.workflow:type=Maintenance (via /system/console/jmx); a second MBean, com.adobe.granite.workflow:type=Statistics, exposes time-series execution metrics for trend analysis.

Targeting the right MBean: match the object name com.adobe.granite.workflow:type=Maintenance exactly (addressed URL-encoded on the JMX console as .../jmx/com.adobe.granite.workflow:type%3DMaintenance). A "workflow" filter over the JMX registry also returns several com.adobe.granite.workflow.core.* event-listener MBeans — those are not the maintenance surface, so select by the full type=Maintenance object name, not a name substring. The entries in the tables below are operations (methods to invoke, each taking an optional model string), not readable attributes.

Triage is diagnostic-first — classify with read-only operations:

What to checkJMX operation (read-only)Purpose
Stale workflow countcountStaleWorkflows(model)Detect stale instances without a current work item
Running workflow countcountRunningWorkflows(model)Count active instances for a model
Failed workflow countreturnFailedWorkflowCount(model)Count failed instances (overall or per model)
Queue depthreturnWorkflowQueueInfoCheck Granite Workflow Queue backlog
Job statisticsreturnSystemJobInfoSling Job overall stats
Job topic inforeturnWorkflowJobTopicInfoPer-topic queued/failed/finished counts
Purge previewpurgeCompleted(model, days, dryRun=true)Count purgeable instances without deleting

Destructive operations — do NOT run as part of triage. The operations below change or delete production workflow data. They belong in a deliberate remediation step (see workflow-debugging), not in classification:

OperationEffect
retryFailedWorkItems(dryRun, model)Replays failed work items
restartStaleWorkflows(model, dryRun)Restarts stale instances
purgeCompleted / purgeActive(model, days, dryRun)Deletes completed/active instances
terminateFailedInstances(restart, dryRun, model)Terminates (optionally restarts) failed instances

Always run dryRun=true first, confirm the count and scope, scope by model where possible, and only execute after the root cause is fixed and with change-control approval.


Step 5: Example triage prompts and responses

User promptTriage response
"Workflow errors on <host> for the past X hours"Classify as workflow_fails_or_shows_error / step_failed_retries_exhausted. Search error.log or Splunk for "Error executing workflow step", "Error processing workflow job", "getProcess for … failed". Also check JMX returnSystemJobInfo / returnFailedWorkflowCount for failed counts. Route to workflow-debugging (symptom: workflow_fails_or_shows_error).
"Workflow activity on <host> for the past X hours"Clarify: "activity" = counts or errors? For counts, use JMX countRunningWorkflows, returnSystemJobInfo (read-only). For errors, use log searches.
"Why did <workflow-or-step> fail? Show failure details."Need: host, time range, and if possible instance ID. Search error.log for "Error executing workflow step" + model/step name or instance ID. Also check Felix Console → OSGi Components for process.label. Route to workflow-debugging (workflow_fails_or_shows_error).
"Task not in Inbox"symptom_id: task_not_in_inbox. Confirm it is a workflow work item (/var/workflow/instances), not a TaskManager task. Gather: instance ID, assignee; check Inbox filters and granite.workflow.enforceWorkitemAssigneePermissions in Felix Console. Route to workflow-debugging.
"Workflow not starting"symptom_id: workflow_not_starting_launcher. Search logs for launcher errors; check launcher config under /conf/global/settings/workflow/launcher/config. Route to workflow-debugging.
"Workflow stuck / not progressing"symptom_id: workflow_stuck_not_progressing. Use JMX countStaleWorkflows to check for stale instances. If not stale, follow the decision tree by step type. Route to workflow-debugging.
"Auto-advance / timeout jobs not firing"symptom_id: workflow_auto_advance_failure. Check the Sling Thread Pools page for default pool saturation and block policy ABORT; check the Sling Jobs page for the com/adobe/granite/workflow/timeout/job topic; search error.log for RejectedExecutionException. Route to workflow-debugging (job-throughput-and-concurrency).

Step 6: What logs and JMX can and cannot answer

Can answer (logs + JMX on 6.5 / AMS):

  • Step failures: exception type, message, stack (by host, time, model, step).
  • Process not registered: which process.label is missing (logs + Felix Console).
  • Stuck: step errors, getProcess failures, lock wait, payload/path errors.
  • Stale: JMX countStaleWorkflows + "Cannot archive workitem" in logs.
  • Queue metrics: JMX returnWorkflowQueueInfo, returnSystemJobInfo, returnWorkflowJobTopicInfo.
  • Running / failed instance counts: JMX countRunningWorkflows, returnFailedWorkflowCount.
  • Throughput: lock wait, session refresh, JobHandler volume.
  • Permission: Terminate/Resume/Suspend failed, AccessControlException.
  • Payload/launcher: PathNotFoundException, launcher config errors.
  • Purge preview: JMX purgeCompleted(dryRun=true) + "Workflow purge …" in logs.
  • Thread pool state: Configuration status ZIP → 039_Sling_Thread_Pools.txt, or the Sling Thread Pools status page.
  • Config state: Felix Console or config status ZIP → 003_Configurations.txt.

Cannot answer directly:

  • Console state (e.g. "is there a current work item?"). Use the Workflow Console UI (/libs/cq/workflow/admin/console/content/instances.html).
  • Runtime process step code behavior. Requires code review + log correlation.

Always pair log-based triage with read-only JMX diagnostics and the appropriate runbook in workflow-debugging.


Safety & security guardrails

Triage runs against production. Keep it safe:

  • Diagnose read-only; never mutate during triage. Classification and data-gathering use read-only JMX operations, log reads, and console status pages. The mutating operations in Step 4 (retryFailedWorkItems, restartStaleWorkflows, purgeCompleted, purgeActive, terminateFailedInstances) change or delete production workflow data — run them only as a deliberate remediation step (see workflow-debugging): dryRun=true first, scoped by model, after the root cause is fixed, and with change-control approval.
  • Least privilege. Felix Console and JMX are admin-level surfaces. Restrict them to operators. Keep /system/console off public networks — on AMS/on-prem it must sit behind the Dispatcher deny rules and admin authentication, never reachable from publish or the internet.
  • No secrets in queries or shared logs. Do not embed credentials, tokens, or API keys in Splunk searches or in anything pasted into a ticket; redact them if present.
  • Treat logs and thread dumps as sensitive. error.log, configuration status ZIPs, and thread dumps can contain payload paths, user IDs, and application data. Share only with authorized parties and redact customer PII before attaching to a ticket.
  • Scope every search. Narrow Splunk/log searches by host, time range, model, and instance ID — for accuracy and to minimize data exposure.

References (in repo)

© adobe, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in plugins/aem/6.5-lts/skills/aem-workflow/workflow-triaging of adobe/skills.

Open the folder on GitHubat commit cbc9952

Compare with similar skills

Workflow Triaging next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Workflow Triaging compared with similar skills
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Om QA Buddyopen-mercato/skills221—~1.9kAutomated safety check: NotesMIT
Flowfile Run And OperateEdwardvaneechoud/Flowfile370—~9kAutomated safety check: NotesMIT
Diagnose Backend BugQoderAI/better-harness2.4k—~1.2kAutomated safety check: PassMIT

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Questions about Workflow Triaging

What does Workflow Triaging do?

Triage AEM Workflow issues on AEM 6.5 LTS and AMS by classifying symptoms, gathering the right logs and metrics, and mapping to runbooks or Splunk searches. Workflow Triaging is an agent skill from adobe/skills.5 LTS and AMS by classifying symptoms, gathering the right logs and metrics, and mapping to runbooks or Splunk searches.

When should I use Workflow Triaging?

Workflow Triaging fits situations like: the user asks for workflow activity/errors on a 6.5 host; needs to classify a Jira ticket; wants to know what to collect for workflow debugging.

How do I install Workflow Triaging in Claude Code?

Run `npx skills add adobe/skills --skill workflow-triaging -a claude-code`. Or copy the skill folder (plugins/aem/6.5-lts/skills/aem-workflow/workflow-triaging in adobe/skills) into .claude/skills/workflow-triaging in your project. Claude Code loads it when a task matches its description.

How do I install Workflow Triaging in Codex?

Run `npx skills add adobe/skills --skill workflow-triaging -a codex`. Or copy the skill folder (plugins/aem/6.5-lts/skills/aem-workflow/workflow-triaging in adobe/skills) into .agents/skills/workflow-triaging in your project. Codex loads it when a task matches its description.

Can I use Workflow Triaging in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add adobe/skills --skill workflow-triaging -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/workflow-triaging, .gemini/skills/workflow-triaging, .github/skills/workflow-triaging and .opencode/skills/workflow-triaging in your project.

What does Workflow Triaging need to run?

SKILL.md names no scripts, command-line tools or credentials: Workflow Triaging is instructions for the agent only.

Does Workflow Triaging access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Workflow Triaging safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Workflow Triaging use?

Workflow Triaging is published under the Apache-2.0 licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Workflow Triaging use?

About 4.4k tokens (SKILL.md is roughly 18k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Workflow Triaging?

Skills that share tags, products or a category with Workflow Triaging: Flowfile Node Development (Edwardvaneechoud/Flowfile, 370 stars), Debug Production Issue (FerroxLabs/wayland, 608 stars), Om QA Buddy (open-mercato/skills, 221 stars) and Flowfile Run And Operate (Edwardvaneechoud/Flowfile, 370 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Workflow Triaging?

adobe (a GitHub organization) maintains it in adobe/skills, which has 195 GitHub stars. The repository holds 105 skills in this directory. The repository was last updated on October 6, 2026.

Source: adobe/skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.