autopilot-issue-triage-scheduler
SkillProductivityLets your agent queue open GitHub issues and run triage workers over them in parallel, giving advice without writing anything.
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the autopilot-issue-triage-scheduler skill
About this capability
Queue open microsoft/apm issues and fan them out through an isolated pool (default 2) of autopilot-issue-triage-worker sessions. Advisory only. Never implements, never assigns, never requests reviewers. Activate on a mixed issue list or queue-all when the job is triage. Works in a local session, Cop
What this skill tells your AI
The instructions your AI receives, as published by microsoft/apm in .agents/skills/autopilot-issue-triage-scheduler/SKILL.md and read by ahel’s review.
User-facing issue TRIAGE queue. This skill SELECTS issues and THROTTLES fan-out. It does not implement and does not review PRs.
Compose autopilot-issue-triage-worker
one issue per slot. Never borrow slots from
autopilot-issue-delivery-scheduler,
autopilot-pr-review-scheduler, or
autopilot-pr-triage-scheduler.
Activation card
activation_card: on. Before any queue read or spawn, emit
this Enter card with every field filled. Missing field -> stop.
skill: autopilot-issue-triage-scheduler
skill_path: <resolved directory of this SKILL.md>
mode: run
subject: microsoft/apm
path: triage
intent: select issues and fan out triage workers
origin: unattended | actor-session
write: off
repo: microsoft/apm
fanout_limit: <positive integer>
invocation: agentic-workflow | actor-session
Rules:
writeis alwaysoff. This scheduler never comments, labels, assigns, or requests reviewers.write: on-> stop.originfail-closed unknown ->unattended.invocationis the harness. Copilot App, local session, Cloud Agent, and Remote Agent areactor-session.agentic-workflowis only gh-aw / GitHub Actions. Do not copyoriginintoinvocation.- One queue. Do not nest another scheduler path.
After the run, emit this Exit receipt:
skill: autopilot-issue-triage-scheduler
subject: microsoft/apm
path: triage
write: off
queued: <integer>
spawned: <integer>
approved: n/a
Invocation
Works in local sessions, Copilot App automations, Cloud Agent, Remote Agent, and Agentic Workflows.
Resolve ORIGIN before any GitHub write. No assignment needed. This scheduler and its slots never assign and never request reviewers, in any ORIGIN.
INTENT is triage.
Ownership writes:
- Issue triage: none (no assignment needed)
- Code (accepted implementation): assign the implementing user
- PR review: request the reviewing user as reviewer, never assignee
Selection (same contract as Triage Panel AW)
Canonical owner: this skill's scripts/fetch_queue.py,
scripts/triage_state.py, and assets/label-contract.json.
The PR-triage scheduler ships an identical copy. Do not invent a
second filter. The worker does not list the queue.
Modes (match .github/workflows/triage-panel.md):
- Named list or one issue number: explicit request (
dispatch/label-event).triage/requestedis the only request trigger.status/needs-triageis human decision state, not an event, and is not consumed. queue-all/ no names: daily-style sweep.
fetch_queue.py owns list + eligibility (closed, locked,
empty, template-only; sweep-only spam). Bot-authored issues stay
eligible. Sweep list excludes
processing.read_reviewed (triage/recommended, status/triaged)
at GitHub so already-advised open items are not downloaded. Do not
comment on skips. triage_state.py owns completed-advice skip
(processing.read_reviewed), at most two per author, oldest first,
cap 10. Explicit requests bypass only spam and completed-advice.
Default (authenticated gh):
python <this-skill>/scripts/fetch_queue.py --kind issue --mode sweep --repo microsoft/apm > batch.json
python <this-skill>/scripts/triage_state.py < batch.json
Named issue: --mode dispatch --number N. If gh is unavailable,
pass --records-json and --labels-json. A helper failure stops
the run.
Do not implement. Do not open PRs. Do not fill delivery or review
slots from this pool. Do not comment on issues. Do not add or
remove labels. add_labels from triage_state.py is a plan for
the worker, not a scheduler write.
Queue table (mandatory)
Before any spawn, emit the keep-set and the drop-set in plan.md
and in the session report. Missing table, missing column, or blank
rationale -> stop. Do not spawn.
Keep-set (items this run will schedule). One row per item. Do not truncate to FANOUT_LIMIT:
| number | kind | labels | rationale | slot |
Drop-set (considered, then not scheduled). slot is -:
| number | kind | labels | rationale | slot |
kind:issueorprlabels: current GitHub labels, comma-separated;noneif emptyrationale: why queued or dropped (helper rule and labels)slot: 1-based spawn order, or-when dropped
Empty keep-set is success. Still emit the drop-set, or none.
Completed-advice excluded at fetch is not a drop-set row.
You are the sole table writer.
Fan-out
Load assets/fan-out-pool.md. Default
FANOUT_LIMIT=2 concurrent slots. Isolated to this run.
FANOUT_LIMIT is concurrency, not queue length. Drain the full
selected list; when a slot returns, fill it with the next item.
Procedure
- Probe
scripts/fetch_queue.py,scripts/triage_state.py, and autopilot-issue-triage-worker on disk. Missing -> stop. - Build the queue with the helpers. Emit the mandatory queue table (labels + rationale) before any spawn.
- Drain the selected list. Concurrent slots <= FANOUT_LIMIT.
One issue per slot. Prefer a new session, else a sub-agent,
else run the worker in this thread for that one issue, then
the next. When a slot returns, dispatch the next queued
issue. Do not stop because the pool was full. Each slot reads
the complete comment history before advising. Pass
debug: offunless this run's caller setdebug: on. Passcomment_via: autopilot-comment. Worker kickoff must loadautopilot-commentbefore any GitHub comment. Workers must not callgh issue comment. - Optionally present ONE consolidated triage digest. Wait if the caller asked for a checkpoint. Never treat silence as accept.
- Print a final report from the table.
Hard nos
- Do not share this pool.
- Do not dispatch the same issue to two slots.
- Do not implement inside the scheduler thread.
- Do not comment, label, close, or assign. Workers own those writes even when summoned without this scheduler.
- Do not contradict CODEOWNERS.
- ASCII only.
Signals
- GitHub stars
- 4k
- Forks
- 369
- Last commit
- Sep 2026
Advanced
- Catalog kind
- skill
- Gateway key
autopilot-issue-triage-scheduler- Source
- github.com/microsoft/apm