Agent Performance Report - 2026-08-04

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Agent Performance Report — 2026-08-04 (13:17 UTC run)

Executive Summary

• Data window: ~3.5h slice (00:02–13:30 UTC) via metrics/daily/2026-08-04.json (partial collection — logs tool timeout at count≥100) + live 100-run sample + targeted per-workflow log pulls.
• Active workflows sampled: 28 (metrics) / ~23 distinct names (live run sample of 100).
• Total tokens (partial window): ~2.82M (dominated by one outlier: "Daily Observability Report for AWF Firewall and MCP Gateway" = 2.07M tokens / 73% of window total — flagged below).
• Overall success rate (partial): 96% per ecosystem summary, but this excludes the action_required (AR)-heavy scheduled/PR-triggered agents visible in the live run sample.
• Safe-output counts unavailable this run: metrics collector's safe_outputs fields are all 0 — collection note confirms these fields weren't populated from the log schema, so issue/PR/comment volume could not be measured quantitatively this cycle. Treated as a data gap, not zero output.

🎉 Key Improvement Since Last Report (Jul 8 → Aug 4)

CLI hang-on-exit cluster (Impeccable Skills Reviewer, PR Code Quality Reviewer, Test Quality Sentinel, Matt Pocock Skills Reviewer) — RESOLVED.
Previously 100% action_required across all four (fix PR #44254 was open). Direct log pulls for the 3 most recent runs of each agent today show:

Agent	Runs checked	Conclusion	Errors	Driver-exit failures
Impeccable Skills Reviewer	3	success/success/success	0	0
Test Quality Sentinel	3	success/success/success	0	0
Matt Pocock Skills Reviewer	3	success/success/success	0	0
PR Code Quality Reviewer	3	success/failure/success	1	1 (one residual driver-exit failure)

Fix PR #44254 clearly landed and resolved the CLI hang for 3 of 4 agents. PR Code Quality Reviewer still shows 1 residual driver-exit failure in the last 3 runs — worth a follow-up check, but not yet a new pattern (1/3, not persistent/100%).

None of the four produced any safe outputs (issues/PRs/comments) in the sampled runs — consistent with "no findings to report" for review-gate agents rather than a new quality problem, but there's no way to confirm actionability without safe-output visibility this cycle.

Live Run Sample (100 most recent completed runs, all workflows)

Workflow	Conclusions	AR%
Agentic Commands	15 AR / 7 success	68.2%
CWI (CI)	4 AR / 1 success	80.0%
Doc Build - Deploy	4 AR / 1 success	80.0%
CGO (CI)	4 AR / 1 success	80.0%
Content Moderation	3 AR / 0 success	100%
CJS (CI)	2 AR / 1 success	66.7%
AI Moderator	5 AR / 6 skipped / 1 success	41.7% (of completed)
Q	2 AR / 7 skipped	22.2% (of completed) — improved sharply from 79% AR on Jul 8
Design Decision Gate	3 success / 1 failure (compile) in metrics window	— (see below)

CI vs. agentic distinction applied: CWI, CGO, CJS are plain CI workflows. Their action_required conclusions reflect the standard GitHub Actions permission gate (maintainer approval needed for PR-triggered workflow runs), not agentic activation-refused. These are tracked separately as CI approval-pending — recommended fix is approving Copilot-bot's pending workflow runs at the org/PR level, not a workflow-prompt change.

Content Moderation reverting to 100% AR is a regression from the "fully recovered" status noted Jul 8 (was 5/5 success). Worth a WHM cross-check on whether this is genuine agentic AR or another CI-style gate.

Q workflow improved materially (79%→22% AR) since the Jul 8 report noting quality-gate PR #43527 was pending — consistent with that fix having landed.

Design Decision Gate — spot check

3 most recent runs (via targeted log pull): all success, 0 errors/warnings, 92 AIC score, 43K tokens over 3 runs (~14K/run), 45 GitHub API calls total. No indication of the "100% AR / deprecation candidate" status flagged Jul 8 — this agent appears to have stabilized. Recommend downgrading from "deprecation candidate" to "monitor" pending a full-day sample.

Token/Resource Outlier

"Daily Observability Report for AWF Firewall and MCP Gateway": single run consumed 2,067,146 tokens (vs. next-highest workflow at ~118K). This is a ~17x outlier even against other heavy workflows and represents 73% of all tokens across the 28 sampled workflows for this window. Recommend a targeted efficiency review (context/log-ingestion scoping) — this alone could be the single largest cost-reduction opportunity in the current ecosystem if it recurs daily.

Data-Quality Limitation (This Run)

The metrics collector's logs tool timed out for the full daily window (>60s at count≥100 runs), so daily metrics reflect only a 3.5h slice, and safe-output/engagement fields were not populated (all zero, not confirmed-zero). This limits confidence in issue/PR/comment volume claims this cycle — treat those figures as "not measured" rather than "no activity." Recommend the Metrics Collector reduce its per-call count or paginate to avoid timeout truncation (echoes the pre-existing #43292 "Metrics Collector engine failure/stale data" issue already tracked — not re-filing).

Recommendations

1. Confirm PR Code Quality Reviewer's residual driver-exit failure isn't a new recurring issue — check next 24h of runs before deciding if it needs a fresh issue (currently 1/3, not persistent).
2. Investigate Content Moderation's regression to 100% AR — coordinate with Workflow Health Manager since this contradicts Jul 8's "fully recovered" note.
3. Downgrade Design Decision Gate and (pending 24h reconfirmation) the CLI-hang cluster agents from "deprecation candidate"/"critical" to "monitor" given clean recent runs — avoid redundant remediation work now that the root-cause fix has landed.
4. Investigate the 2.07M-token Daily Observability Report run for scope/context bloat before it recurs — highest single-run resource-efficiency opportunity found this cycle.
5. No new issues filed this run — all observed problems are either already tracked (DO NOT RE-FILE list from Jul 8 memory) or too early/inconclusive to warrant a fresh issue (PR Code Quality Reviewer's 1 driver-exit failure, Content Moderation's regression).

Next Steps

• Re-run with a full 24h window once Metrics Collector's timeout is addressed, to get reliable safe-output/engagement figures.
• Re-check PR Code Quality Reviewer and Content Moderation in ~24h before any issue filing decision.
• Update shared-alerts.md / agent-performance-latest.md with today's findings for Campaign Manager / Workflow Health Manager coordination.

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Analysis window: 2026-08-04T00:02Z–13:30Z (partial) + live 100-run sample at 13:18Z
Prior report referenced: Jul 8, 2026 (agent-performance-latest.md)

Generated by ⚡ Agent Performance Analyzer - Meta-Orchestrator · auto · 62.3 AIC · ⌖ 7.6 AIC · ⊞ 17K · ◷

• expires on Aug 5, 2026, 5:24 AM UTC-08:00

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This discussion was automatically closed because it expired on 2026-08-05T13:24:44.624Z.

Closed by Workflow