25651337318
94%
master: 94%

Ran 11 May 2026 05:25AM UTC

Jobs 8

Files 182

Run time 1min

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Committed 11 May 2026 05:01AM UTC coverage: 93.696% (+0.1%) from 93.561%

Build # 25651337318

Build Type

push

github

Committed by

yzhao062

Commit Message

docs(audit-cycle): add hindsight research notes and example script

Source-of-truth artifacts referenced by the seven fix commits in this
audit cycle (37e8a6a..9f571b2):

- docs/superpowers/research/2026-05-09-agentic-hindsight-observations.md
  Ten observations from a UCI Ionosphere agentic run on Windows
  py312. O3, O5, O6, O8, O9 are addressed by this cycle's fixes.
- docs/superpowers/research/2026-05-09-mcp-spark-test-notes.md
  MCP test notes from the Spark Linux box. Confirms Tier-A worked,
  identifies TA1 (compare_detectors not benchmark-ranked) and TA2
  (contamination invisible through MCP chain). Both addressed by
  fix #3 (ad_engine.py).
- docs/superpowers/research/2026-05-09-mcp-spark-transcript.md
  Raw 7+7 tool transcript from mcp_spark_smoke.py on Spark.
- examples/agentic_hindsight_real_data.py
  Runnable example used to generate the hindsight observations.

Coverage Stats

17153 of 18307 relevant lines covered (93.7%)

7.5 hits per line

Coverage Regressions

Lines	Coverage	∆	File
45	50.0	28.29%	pyod/mcp_server.py
43	90.72	-0.24%	pyod/utils/ad_engine.py
14	89.66	-1.8%	pyod/utils/_nl_feedback.py
4	87.42	2.26%	pyod/utils/_quality_metrics.py
1	99.79	0.04%	pyod/test/test_ad_engine.py

Jobs

ID	Job ID	Ran	Files	Coverage
1	25651337318.1	11 May 2026 05:25AM UTC	182	93.7	GitHub Action Run
2	25651337318.2	11 May 2026 05:26AM UTC	182	93.7	GitHub Action Run
3	25651337318.3	11 May 2026 05:27AM UTC	182	93.7	GitHub Action Run
4	25651337318.4	11 May 2026 05:28AM UTC	182	93.7	GitHub Action Run
5	25651337318.5	11 May 2026 05:31AM UTC	182	93.7	GitHub Action Run
6	25651337318.6	11 May 2026 05:31AM UTC	182	93.7	GitHub Action Run
7	25651337318.7	11 May 2026 05:40AM UTC	182	93.7	GitHub Action Run
8	25651337318.8	11 May 2026 05:41AM UTC	182	93.7	GitHub Action Run

yzhao062 / pyod / 25651337318
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master: 94%

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