Target Workflow
Copilot cloud agent — selected as the highest-activity agentic workflow with >14 days since last optimization. Not excluded by name, not excluded by recent optimization window.
Analysis Period
May 11 – June 3, 2026 · 20 runs analyzed (5 with step-level detail)
⚠️ Direct LLM token telemetry is not yet active (all audit snapshots report 0 tokens). Analysis is based on GitHub Actions run timing and step-level evidence from the Actions API.
Token / Timing Profile
| Metric |
Value |
| Total runs (period) |
20 |
| Successful |
19 (95%) |
| Cancelled |
1 (5%) |
| Avg total run duration |
~340 s |
| Avg setup overhead (smoke test + validate) |
~10–12 s/run |
| Avg processing time (LLM work) |
~300 s |
| Setup overhead fraction |
~3–4% |
Step-level evidence (5 sampled runs)
Ranked Recommendations
1 · Conditionalize or remove the "Smoke test published workflows" setup step
Estimated savings: ~8–11 s/run · ~2.5–3.5 action-minutes over 20 runs
Evidence: The step runs gh aw add githubnext/agentic-ops/agentic-token-audit githubnext/agentic-ops/agentic-token-optimizer in a temp dir followed by gh aw compile --validate --no-emit. This downloads two workflow packages from the registry and compiles them on every agent invocation — a CI smoke-test that verifies the published workflow artifacts are valid. It is not needed for the agent to do its work.
Action: Add a condition to skip this step unless triggered by a push to the setup file:
- name: Smoke test published workflows via gh aw add
if: github.event_name == 'push'
...
This makes the step a no-op for all agent invocations (which arrive as workflow_dispatch or internal triggers), running only when .github/workflows/copilot-setup-steps.yml changes.
2 · Conditionalize or remove the "Validate published workflows" setup step
Estimated savings: ~1–2 s/run · ~0.5 action-minutes over 20 runs
Evidence: The step runs gh aw compile --dir workflows --validate --no-emit, validating the local workflows/ directory on every agent invocation. This is another pure CI check — it verifies that the source workflow .md files compile correctly, which is meaningful only after a code change.
Action: Same condition as recommendation 1:
- name: Validate published workflows
if: github.event_name == 'push'
...
3 · Remove or conditionalize the "Upload trial results" setup step
Estimated savings: Negligible time, reduces noise in step logs
Evidence: In all 5 sampled runs the step completes in 0 s and uploads nothing — no trials/ directory is produced during normal agent operations. The step is guarded by if: always() which means it runs on failures too, but normal agent tasks never populate that path.
Action: Either remove the step entirely, or add if: github.event_name == 'push' to limit it to CI runs where trial output might actually be produced.
Combined Impact
| Recommendation |
Saves per run |
Over 20 runs |
| Conditionalize smoke test |
~9 s |
~3 action-min |
| Conditionalize validate |
~1.5 s |
~0.5 action-min |
| Conditionalize upload |
~0 s |
negligible |
| Total |
~10–12 s |
~3.5 action-min |
Reducing setup overhead by 10–12 seconds means the Copilot agent reaches its first LLM turn faster on every invocation, improving responsiveness for users waiting on coding tasks.
Caveats
- Token telemetry is not yet active for this repository; recommendations are based on timing evidence only and cannot be expressed in token terms.
- The smoke test and validate steps may be intentional "always-on" health checks. Confirm with the workflow author before conditionalizing.
- One cancelled run (§25879330450) is within normal variance; no reliability action needed at this sample size.
Generated by Agentic Workflow Token Usage Optimizer · ● 10.2M · ◷
Target Workflow
Copilot cloud agent — selected as the highest-activity agentic workflow with >14 days since last optimization. Not excluded by name, not excluded by recent optimization window.
Analysis Period
May 11 – June 3, 2026 · 20 runs analyzed (5 with step-level detail)
Token / Timing Profile
Step-level evidence (5 sampled runs)
Ranked Recommendations
1 · Conditionalize or remove the "Smoke test published workflows" setup step
Estimated savings: ~8–11 s/run · ~2.5–3.5 action-minutes over 20 runs
Evidence: The step runs
gh aw add githubnext/agentic-ops/agentic-token-audit githubnext/agentic-ops/agentic-token-optimizerin a temp dir followed bygh aw compile --validate --no-emit. This downloads two workflow packages from the registry and compiles them on every agent invocation — a CI smoke-test that verifies the published workflow artifacts are valid. It is not needed for the agent to do its work.Action: Add a condition to skip this step unless triggered by a push to the setup file:
This makes the step a no-op for all agent invocations (which arrive as
workflow_dispatchor internal triggers), running only when.github/workflows/copilot-setup-steps.ymlchanges.2 · Conditionalize or remove the "Validate published workflows" setup step
Estimated savings: ~1–2 s/run · ~0.5 action-minutes over 20 runs
Evidence: The step runs
gh aw compile --dir workflows --validate --no-emit, validating the localworkflows/directory on every agent invocation. This is another pure CI check — it verifies that the source workflow.mdfiles compile correctly, which is meaningful only after a code change.Action: Same condition as recommendation 1:
3 · Remove or conditionalize the "Upload trial results" setup step
Estimated savings: Negligible time, reduces noise in step logs
Evidence: In all 5 sampled runs the step completes in 0 s and uploads nothing — no
trials/directory is produced during normal agent operations. The step is guarded byif: always()which means it runs on failures too, but normal agent tasks never populate that path.Action: Either remove the step entirely, or add
if: github.event_name == 'push'to limit it to CI runs where trial output might actually be produced.Combined Impact
Reducing setup overhead by 10–12 seconds means the Copilot agent reaches its first LLM turn faster on every invocation, improving responsiveness for users waiting on coding tasks.
Caveats