[copilot-session-insights] Daily Copilot Agent Session Analysis — 2026-07-11

[github-actions[bot]]

🤖 Copilot Agent Session Analysis — 2026-07-11

Executive Summary

• Sessions Analyzed: 50 (most-recent workflow-run window, 07:03–07:19Z, ~15.8 min burst)
• Analysis Period: 2026-07-11 snapshot; trends vs 2026-05-29 → 2026-07-11 baseline
• Completion Rate: 2.0% (1 success / 49 action_required) — ties the window floor
• Average Duration: 0.12 min overall (bimodal: 49 zero-dur stubs + 1 real 6.18 min run)
• Experimental Strategy: WTC — Workflow-Type Completion Propensity (roll=0, experimental run)
• Data quality: metadata-only. Conversation transcripts unavailable for the 44th consecutive day (OAuth token error) — behavioral/loop/context analysis cannot be performed; findings are CI/infra metadata only.

Key Metrics

Metric	Value	Trend
Total Sessions	50	→
Successful Completions	1 (2.0%)	→ (07-10 also 2%)
Failed / Action-required	49 (98.0%)	→
Average Duration (overall)	0.12 min	↓
Non-zero exec-mean	6.18 min	↑
Loop Detection Rate	0 (0%)	→
Orphaned-branch escalations	0	→

Success Factors ✅

1. Agentic comment-addressing provenance: The only completing run was "Addressing comment on PR Strip Copilot-only MCP tools field from Claude gateway config #44868" (6.18 min, branch copilot/fix-github-mcp-tools-registration). This continues the 6-week provenance-inversion pattern — successes come from agentic PR-comment runs, essentially never from recurring CI-gate sweeps.
   • Success rate: 100% of agentic comment-addressing runs today (1/1)
2. Low gate footprint per branch: the success branch fired exactly 1 run. Low-footprint branches convert; high-footprint ones churn.
   • Success rate: the two 16-run branches converted 0%.

Failure Signals ⚠️

1. Recurring CI-gate stubs dominate the denominator: 49/50 sessions are 0-duration action_required gate stubs that structurally cannot "complete" in an agent-productivity sense. This is permission/gating friction, not agent reasoning failure.
   • Share: 98% of the window.
2. Branch-Gate-Saturation (BGSI) inverse: the two highest-footprint branches (refactor-semantic-function-clustering 16 runs, fix-tolowerequalfold-issue 16 runs) produced 0 successes — highest footprint = lowest completion. Re-confirmed today.
3. Sustained-low regime: 3 of the last 4 days are sub-10% (07-08:8%, 07-10:2%, 07-11:2%) after the isolated 07-04 spike (54%). Trailing-7d mean ≈ 15.4%.

📈 Session Trends Analysis

Completion Patterns

Completion sits at the 2% window floor for the second time in two effective days, extending a descending saw-tooth off the 07-04 54% spike. The green success line stays near zero while action-required (red) hovers near 48–49, and the completion-rate line (blue) confirms the sustained-low regime rather than a one-off dip.

Duration & Efficiency

Duration is extremely bimodal: median 0 min (49 zero-duration gate stubs) versus a 6.18-min execution mean from the single real agentic run. Loop count remains 0 across the entire window — no stuck/retry behavior detectable in the metadata (and none observable in-log, since transcripts are unavailable).

Orphaned Branch Escalation Alerts 🚨

Branches with ≥5 simultaneous gate firings and no Copilot agent assigned for >2 hours.

Summary

• Orphaned Branches Today: 0 out of 10 open PRs (0%)
• Historical Baseline: ~40% orphaned rate
• Status: ✅ NORMAL (well below the 50% elevated threshold — ~44th consecutive healthy day)

Escalation Candidate Details

✅ No orphaned branches exceed the escalation threshold today.

• 9 of 10 open PRs are Copilot-assigned.
• The one unassigned PR (community-contributors-update-07-11..., [community] Update community contributions in README #44859) fired 0 gates → idle, not orphaned.
• Both active in-progress runs are on main (CI + this analysis workflow); max active gates on any Copilot branch = 0.

CI Waste Estimate

• Orphaned gate-hours today ≈ 0 — no recoverable orphaned CI capacity.
• The dominant waste is the recurring 0-duration gate-stub churn (49 runs), which is inherent to the approval-gate model rather than orphaned branches.

Notable Observations

Loop Detection, Tool Usage, Context

Loop Detection

• Sessions with loops: 0 (0%) — none detectable from run metadata.

Branch Concentration

• 6 unique branches; top-2 = 32/50 (64%): refactor-semantic-function-clustering-analysis (16) and fix-tolowerequalfold-issue (16).

Workflow-Type Breakdown (per-type completion)

Workflow type	Runs	Successes
Addressing comment on PR	1	1
Q	11	0
Agentic Commands	11	0
Smoke CI	8	0
CGO	6	0
Doc Build - Deploy	6	0
CWI	5	0
AI Moderator / Content Moderation	2	0

Context Issues

• Not assessable — conversation transcripts empty for the 44th consecutive day (OAuth token error).

Experimental Analysis

This run included experimental strategy: WTC — Workflow-Type Completion Propensity (roll=0).

Rather than the per-branch lens (BGSI), WTC groups runs by workflow type and computes per-type completion.

Findings:

• Completion splits perfectly bimodally by type: the agentic comment-addressing type converts (1/1); every recurring CI-gate type scores 0 (Q 0/11, Agentic Commands 0/11, Smoke CI 0/8, CGO 0/6, Doc Build 0/6, CWI 0/5, moderators 0/2).
• This generalizes the provenance-inversion and BGSI findings to the workflow-type axis: the completion denominator is structurally dominated by recurring gate stubs that cannot "complete."
• Implication: the headline "2% completion rate" conflates two unlike populations. A type-stratified rate (agentic-run completion vs gate-pass rate) would be far more informative than the blended figure.

Effectiveness: Medium (clean categorical separation, but n=1 success limits single-day power).
Recommendation: Refine — track whether any recurring CI-gate type ever converts; that inversion would be the signal worth alerting on.

Actionable Recommendations

For Metrics / Reporting

1. Stratify the completion rate by workflow type. Report agentic-run completion separately from CI-gate pass rate; the blended 2% is misleading (Before: "2% completion" → After: "agentic 1/1, CI gates 0/49 conclusive in-window").
   • Impact: High.
2. Exclude 0-duration action_required gate stubs from the "session" denominator, or label them explicitly as approval-gate churn.
   • Impact: Medium.

For System Improvements

1. Resolve the conversation-log OAuth failure (44 consecutive days). This is the single longest-standing blocker: no transcripts means no behavioral, loop, or context analysis is possible — the stated purpose of the workflow is degraded to infra-metadata only.
   • Impact: High.
2. Investigate approval-gate re-fire churn on high-footprint branches (16 runs, 0 completions) as a wasted-CI early-warning signal (BGSI).
   • Impact: Medium.

For Tool Development

1. Conversation-transcript fetch with a durable token — needed by 100% of runs for the last 44 days; without it the behavioral-analysis mission cannot be met.

Historical Trends & Statistical Summary

Trends Over Time

• Completion: descending saw-tooth from the 07-04 54% spike → 16 → 8 → 18 → 8 → 2 → 2. Trailing-7d mean ≈ 15.4%; today ties the window floor (also 06-24/06-26/06-29/07-10).
• Duration: persistently bimodal; overall mean collapses toward 0 as gate stubs dominate, while the real-work exec-mean stays 6–9 min.
• Orphan rate: 0% for ~44 consecutive days vs the ~40% historical baseline — agent-assignment hygiene remains excellent.

Statistical Summary

Total Sessions Analyzed:     50
Successful Completions:      1  (2.0%)
Action-required Sessions:    49 (98.0%)
In-progress Sessions:        0

Average Session Duration:    0.12 min (overall)
Median Session Duration:     0.00 min
Non-zero exec-mean:          6.18 min (n=1)
Longest Session:             6.18 min (Addressing comment PR #44868)

Loop Detection:              0 sessions (0%)
Context Issues:              n/a (transcripts unavailable, 44th day)
Unique Branches:             6  (top-2 = 64%)
Orphaned Escalations:        0  (0% vs ~40% baseline)

Next Steps

• Adopt type-stratified completion reporting (agentic vs CI-gate)
• Fix the conversation-log OAuth token to restore behavioral analysis
• Continue tracking WTC/BGSI over the next 2–3 weeks to confirm stability
• Schedule follow-up analysis tomorrow

References:

• §29144104709 — the sole completing session (Addressing comment PR Strip Copilot-only MCP tools field from Claude gateway config #44868)
• §29144301295 — representative 0-dur Q gate stub
• §29144269229 — this analysis run

Generated by 📊 Copilot Session Insights · 330.2 AIC · ⌖ 55.2 AIC · ⊞ 17.1K · ◷

• expires on Jul 11, 2026, 11:56 PM UTC-08:00

[github-actions[bot]]

Smoke test ping from run 29146913706.

Warning

Firewall blocked 6 domains

The following domains were blocked by the firewall during workflow execution:

• accounts.google.com
• android.clients.google.com
• clients2.google.com
• contentautofill.googleapis.com
• safebrowsingohttpgateway.googleapis.com
• www.google.com

To allow these domains, add them to the network.allowed list in your workflow frontmatter:

network:
  allowed:
    - defaults
    - "accounts.google.com"
    - "android.clients.google.com"
    - "clients2.google.com"
    - "contentautofill.googleapis.com"
    - "safebrowsingohttpgateway.googleapis.com"
    - "www.google.com"

See Network Configuration for more information.

📰 BREAKING: Report filed by Smoke Copilot · 61.2 AIC · ⌖ 3.75 AIC · ⊞ 19.8K · ◷
_{Comment /smoke-copilot to run again
Add label smoke to run again}