Evidaxis
Dated record

Pentest-Swarm-AI

repo · Armur-Ai/Pentest-Swarm-AI · paper: not linked · as of

Niche: not yet assigned.

36 commits per week averaged over the trailing window. No paper is linked in OpenAlex. Dependents: no reading captured in the partition. 3,144 GitHub stars, recorded, not scored. Measured for Pentest-Swarm-AI as of 2026-11-07; sources: GitHub, OpenAlex and deps.dev where linked.

commits/wk 36 averaged, trailing window last commit week 2026-11-01 measured · GitHub ·
citations no paper linked all years, indexed to date no reading · OpenAlex ·
direct dependents not captured this week weekly axis input; partition 2026-11-07 no reading · deps.dev snapshot ·
stars 3,144 recorded, not scored measured · GitHub ·
Download values (CSV) JSON record Follow this system (feed) Report an error

Is Pentest-Swarm-AI still maintained?

36 commits per week averaged over the trailing window.

GitHub averaged 36 per week over the trailing window; raw weekly counts below are individual weeks.

Last commit week 2026-11-01.

Commits in the latest captured week vs 4 weeks earlier: 24 · vs 26 weeks earlier: 16 · 52-week range: 0 to 82 commits in an individual week.

line chart: Pentest-Swarm-AI, weekly commits, 24 in latest week, 2025-11-09 to 2026-11-01
Pentest-Swarm-AI averaged 36 commits a week. GitHub commit_activity · .
Latest eight weeks
Week startingCommits
2026-09-1382
2026-09-2053
2026-09-2734
2026-10-040
2026-10-1144
2026-10-1871
2026-10-2523
2026-11-0124
heatmap chart: Pentest-Swarm-AI, weeks with commits, 19 of 26, 2026-05-10 to 2026-11-01
19 of the last 26 captured weeks had commits for Pentest-Swarm-AI. GitHub commit_activity · .
All 52 weeks
Weekly commits
Week startingCommits
2025-11-090
2025-11-160
2025-11-230
2025-11-300
2025-12-070
2025-12-140
2025-12-210
2025-12-280
2026-01-040
2026-01-110
2026-01-180
2026-01-250
2026-02-010
2026-02-080
2026-02-150
2026-02-220
2026-03-010
2026-03-083
2026-03-1567
2026-03-224
2026-03-290
2026-04-050
2026-04-1235
2026-04-1963
2026-04-2613
2026-05-038
2026-05-1016
2026-05-1710
2026-05-241
2026-05-3116
2026-06-070
2026-06-141
2026-06-210
2026-06-280
2026-07-051
2026-07-120
2026-07-190
2026-07-260
2026-08-021
2026-08-091
2026-08-168
2026-08-2314
2026-08-307
2026-09-0672
2026-09-1382
2026-09-2053
2026-09-2734
2026-10-040
2026-10-1144
2026-10-1871
2026-10-2523
2026-11-0124

GitHub commit_activity · period 2025-11-09 to 2026-11-01 · n = 52 weeks · method weekly totals; reconstructed dates · updated · version 868e3c39d9c7-b1 · CSV

Readings

Recorded values and sources
ReadingValueΔ 4 weeksΔ 26 weeks52-week rangeInstrumentDateReproducePrevious reading
Commits per week3613.319.90 to 36GitHub, trailing 12 weeks2026-11-07Public query34.1
Citing worksno readingno readingno readingno readingOpenAlex, all years2026-11-07Public queryno reading
Weekly direct dependentsno readingno readingno readingno readingWeekly direct dependents2026-11-07Public queryno reading
Daily package dependents (unscored)no readingno readingno readingno readingdeps.dev REST, unscorednot capturedPublic queryno reading
Stars3,144305no reading2,632 to 3,144GitHub stars, unscored2026-11-07Public query3,094

Evidaxis snapshot · period 2026-11-07 · n = 1 system · method source linked readings · updated · version 868e3c39d9c7-b1

How to cite Pentest-Swarm-AI's record?

Evidaxis. Pentest-Swarm-AI measurement record. Snapshot 2026-11-07. urn:evidaxis:claim:e_W9GS4YBCT56:m5:2026-11-07. CC0-1.0. https://evidaxis.org/e/e_W9GS4YBCT56/

Evidaxis · period 2026-11-07 · n = 1 system · method claim URN · updated · version 868e3c39d9c7-b1

What changed since the last snapshot?

2 published readings changed between snapshots d1eb0cec0f6a and 868e3c39d9c7.

slope chart: Pentest-Swarm-AI, changed published values, 2, 2026-10-31 to 2026-11-07
2 published values changed for Pentest-Swarm-AI since 2026-10-31. Evidaxis snapshots · .
Snapshot values
MetricPreviousCurrentDelta
Commits per week34.1361.9
Citing worksno readingno readingno reading
Weekly direct dependentsno readingno readingno reading
Stars3,0943,14450

Evidaxis snapshots · period 2026-10-31 to 2026-11-07 · n = 7 partitions · method paired snapshot values · updated · version 868e3c39d9c7-b1 · History CSV

Take the data or follow changes

Values and captured history are available under CC0-1.0. The system feed records changes to published numbers.

Values CSVHistory CSVJSON recordAtom feedJSON FeedAdd Evidaxis as a preferred source on GoogleReport an error

Evidaxis · period 2026-11-07 · n = 1 system · method CC0-1.0 open export · updated · version 868e3c39d9c7-b1

For teams tracking many systems

Use the cohort CSV, snapshot archive and membership manifest to reproduce observations across systems.

Cohort CSV · Snapshot archive · Membership manifest

Paper and links

Source records identify the system, repository and linked works; no paper authors are published.

What is not measured for Pentest-Swarm-AI, and why

Missing readings describe instrument coverage. A missing value is not a measured zero.

Unmeasured slots
ReadingReason
Citing worksnot linked
Weekly direct dependentsno partition
Daily package dependents (unscored)no reading captured

Dependents: no reading captured in the partition.

Gate ETA: never published; Evidaxis makes no public actionable prediction.

Dependents ecosystem composition: no reading; this field is not present in the snapshot.

Evidaxis · period 2026-11-07 · n = 1 system · method measurement coverage · updated · version 868e3c39d9c7-b1

Measurement detail

Gate, gauges, percentile, derived signals and snapshot receipt

History: 7 weekly observations; minimum 4. Axis coverage: 1 of 3 axes measurable. Gate: not computable - 1 of 3 axes measurable

Gate: not computable - 1 of 3 axes measurable

Pentest-Swarm-AI

repo
Unassigned (AI-v1 census) · n = 6545 · Armur-Ai/Pentest-Swarm-AI
1 of 3 axes measurable · conf low
convergence gate
Convergence gate: Gate: not computable - 1 of 3 axes measurable Development velocity: rising vote Citation momentum: not measurable ∅ Direct-dependents momentum (deps.dev): not measurable ∅
gate
1 of 3 axes

Gate: not computable - 1 of 3 axes measurable

· Evidaxis snapshot · 2026-11-07
Gate: not computable - 1 of 3 axes measurable
position in cohort distribution one of 6545 in cohort
percentile 90 within cohort p25 p50 p75 p0 p100
percentile
p90
· Evidaxis snapshot · 2026-11-07
momentum averages present-axis z-scores; two- and three-axis scores are not strictly comparable
velocity z
velocity z gaugevelocity z+2.95 within cohort, log-slope +0.113/wk.0+2.95
velocity z
+2.95 σ
slope
+0.113/wk
· Evidaxis snapshot · 2026-11-07
log-slope +0.113/wk
citation z Citation source: not measured.
direct-dependents z Direct-dependents axis: minimum of 14 usable points of the new quantity and 5 latest dependents not met.
cohort
6545
systems measured
weekly commits
36
Development velocity axis: measured.
total citations
no reading
Citation source: not measured.
momentum
86.9
percentile p90
commit heatmap, last 26 weeks36/wk
weekly commits, 26 weeks26 weeks of commits, peak 82 in a week, 19 active weeks, 479 total.week 1: 16 commitsweek 2: 10 commitsweek 3: 1 commitsweek 4: 16 commitsweek 5: 0 commitsweek 6: 1 commitsweek 7: 0 commitsweek 8: 0 commitsweek 9: 1 commitsweek 10: 0 commitsweek 11: 0 commitsweek 12: 0 commitsweek 13: 1 commitsweek 14: 1 commitsweek 15: 8 commitsweek 16: 14 commitsweek 17: 7 commitsweek 18: 72 commitsweek 19: 82 commitsweek 20: 53 commitsweek 21: 34 commitsweek 22: 0 commitsweek 23: 44 commitsweek 24: 71 commitsweek 25: 23 commitsweek 26: 24 commits
weeks
26
peak/wk
82
active
19
total
479
· Evidaxis snapshot · 2026-11-07
citations by yearCitation source: not measured.
recency-weighted swing trailing 13-week vs prior 39-week log-slope ratio +3.93, regime accelerating. prior slope +0.031, recent slope +0.121 per week. +0.031prior 39w+0.121recent 13w+3.93×
swing
+3.93×
regime
accelerating
windows
13w vs 39w
snapshot 1 of 1 · · m5
commit-axis Sharpe log-linear slope over residual std, value +0.047 with 95% CI +0.016 to +0.077, 50 degrees of freedom. CI excludes zero.0+0.04795% CI +0.016, +0.077+0.016+0.077
sharpe
+0.047
95% ci
+0.016, +0.077
dof
50
snapshot 1 of 1 · · m5
commit changepoint52 weekly commit points. No significant changepoint detected (|delta slope| within the noise floor).no significant changepoint
changepoint
none detected
snapshot 1 of 1 · · m5
code-leads-citation lag reserved

reserved: citation series too short / axis absent for cross-correlation

status
reserved
value
insufficient data
snapshot 1 of 1 · · m5
axis alpha vs cohort reserved

reserved: cohort N too small for regression (power ~0)

status
reserved
value
insufficient data
snapshot 1 of 1 · · m5
methodology gate snapshot 1 of 1 · · m5
commit weeks
52
citation years
0
shipped
3
reserved
3

shipped

  • recency-swing
  • commit-sharpe
  • commit-changepoint

reserved

  • code-leads-citation-lag
  • axis-alpha
  • gate-eta
snapshot 7 of 7 · · m5

Direct-dependents momentum (deps.dev)

Direct-dependents axis: minimum of 14 usable points of the new quantity and 5 latest dependents not met.

Coverage state
below_floor
Cohort z
no axis
OLS slope
no reading
Theil-Sen slope
no reading
Latest direct dependents
no reading
Confirmed-clean points
0
Reconstructed history points
no reading
As-of partition
no reading
Fragility veto
no reading
Rising vote
no

Source: deps.dev (Google), CC-BY 4.0. Modified: aggregated to system-level counts and momentum scores.

Axis definition · Snapshot axis correlations

Evidaxis · period 2026-11-07 · n = 1 system · method measurement detail · updated · version 868e3c39d9c7-b1 · record JSON · snapshot receipt