Evidaxis
Dated record

PySyft

repo · OpenMined/PySyft · paper: not linked · as of

Niche: not yet assigned.

53.1 commits per week averaged over the trailing window. No paper is linked in OpenAlex. deps.dev: 4 direct dependents, below the 5-dependent floor. 10,053 GitHub stars, recorded, not scored. Measured for PySyft as of 2026-11-07; sources: GitHub, OpenAlex and deps.dev where linked.

commits/wk 53.1 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 4 weekly axis input; partition 2026-11-07 measured · deps.dev snapshot ·
stars 10,053 recorded, not scored measured · GitHub ·

Is PySyft still maintained?

53.1 commits per week averaged over the trailing window.

GitHub averaged 53.1 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: -64 · vs 26 weeks earlier: -20 · 52-week range: 0 to 151 commits in an individual week.

line chart: PySyft, weekly commits, 19 in latest week, 2025-11-09 to 2026-11-01
PySyft averaged 53.1 commits a week. GitHub commit_activity · .
Latest eight weeks
Week startingCommits
2026-09-1359
2026-09-2066
2026-09-2744
2026-10-0483
2026-10-1118
2026-10-1892
2026-10-25151
2026-11-0119
heatmap chart: PySyft, weeks with commits, 26 of 26, 2026-05-10 to 2026-11-01
26 of the last 26 captured weeks had commits for PySyft. GitHub commit_activity · .
All 52 weeks
Weekly commits
Week startingCommits
2025-11-0929
2025-11-1638
2025-11-234
2025-11-303
2025-12-073
2025-12-1425
2025-12-210
2025-12-280
2026-01-0415
2026-01-1110
2026-01-1840
2026-01-2545
2026-02-0110
2026-02-080
2026-02-1544
2026-02-2215
2026-03-0126
2026-03-0824
2026-03-1567
2026-03-2247
2026-03-2931
2026-04-057
2026-04-1219
2026-04-195
2026-04-2639
2026-05-0339
2026-05-1046
2026-05-1731
2026-05-2456
2026-05-3131
2026-06-0722
2026-06-1441
2026-06-2114
2026-06-2861
2026-07-0585
2026-07-1257
2026-07-19108
2026-07-2656
2026-08-0223
2026-08-095
2026-08-165
2026-08-2331
2026-08-3034
2026-09-0635
2026-09-1359
2026-09-2066
2026-09-2744
2026-10-0483
2026-10-1118
2026-10-1892
2026-10-25151
2026-11-0119

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 week53.17.322.912.9 to 53.1GitHub, trailing 12 weeks2026-11-07Public query51.8
Citing worksno readingno readingno readingno readingOpenAlex, all years2026-11-07Public queryno reading
Weekly direct dependents4no readingno reading4 to 4Weekly direct dependents2026-11-07Public queryno reading
Daily package dependents (unscored)0no readingno reading0 to 0deps.dev REST, unscored2026-11-06Public query0
Stars10,05312no reading10,037 to 10,053GitHub stars, unscored2026-11-07Public query10,048

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

How to cite PySyft's record?

Evidaxis. PySyft measurement record. Snapshot 2026-11-07. urn:evidaxis:claim:e_S7H6PBQJGXE:m5:2026-11-07. CC0-1.0. https://evidaxis.org/e/e_S7H6PBQJGXE/

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

Is anyone using PySyft?

deps.dev: 4 direct dependents, below the 5-dependent floor.

Weekly dependents
PartitionDirect dependentsWeekly pointsMethod
no partition41m5 own packages

deps.dev weekly direct dependents of the system's own packages. A package counts when it is declared in the system's own tree, published under that name and not attributed by deps.dev to another repository. Partition dates can repeat across snapshots. Package linkage is not uniformly verified: packages with no repository metadata (no_link) are unverified and remain admitted.

Daily package dependents (unscored): 0; captured 2026-11-06; package: pypi/pysyft. deps.dev REST count for one identity-verified pinned package, captured daily and never scored. Its package scope differs from the weekly package union; neither value replaces the other. 10,053 GitHub stars, recorded, not scored.

sparkline chart: PySyft, daily dependents, 0, 2026-w39 to 2026-w45
PySyft recorded 0 daily dependents. deps.dev REST (unscored) · .
Captured daily series
Unscored daily dependents, as captured
PeriodDependents
2026-w390
2026-w400
2026-w410
2026-w420
2026-w430
2026-w440
2026-w450

deps.dev · period 2026-11-07 · n = 1 partition · method m5 own packages · updated · version 868e3c39d9c7-b1 · CSV

What changed since the last snapshot?

3 published readings changed between snapshots d1eb0cec0f6a and 868e3c39d9c7.

slope chart: PySyft, changed published values, 2, 2026-10-31 to 2026-11-07
2 published values changed for PySyft since 2026-10-31. Evidaxis snapshots · .
Snapshot values
MetricPreviousCurrentDelta
Commits per week51.853.11.3
Citing worksno readingno readingno reading
Weekly direct dependentsno reading4no reading
Stars10,04810,0535

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.

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 PySyft, and why

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

Unmeasured slots
ReadingReason
Citing worksnot linked

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

PySyft

repo
Unassigned (AI-v1 census) · n = 6545 · OpenMined/PySyft
1 of 3 axes measurable · conf low
convergence gate
Convergence gate: Gate: not computable - 1 of 3 axes measurable Development velocity: measured × Citation momentum: not measurable ∅ Direct-dependents momentum (deps.dev): not measurable ∅
gate
0 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 70 within cohort p25 p50 p75 p0 p100
percentile
p70
· 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+0.54 within cohort, log-slope +0.011/wk.0+0.54
velocity z
+0.54 σ
slope
+0.011/wk
· Evidaxis snapshot · 2026-11-07
log-slope +0.011/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
53.1
Development velocity axis: measured.
total citations
no reading
Citation source: not measured.
momentum
56.8
percentile p70
commit heatmap, last 26 weeks53.1/wk
weekly commits, 26 weeks26 weeks of commits, peak 151 in a week, 26 active weeks, 1273 total.week 1: 46 commitsweek 2: 31 commitsweek 3: 56 commitsweek 4: 31 commitsweek 5: 22 commitsweek 6: 41 commitsweek 7: 14 commitsweek 8: 61 commitsweek 9: 85 commitsweek 10: 57 commitsweek 11: 108 commitsweek 12: 56 commitsweek 13: 23 commitsweek 14: 5 commitsweek 15: 5 commitsweek 16: 31 commitsweek 17: 34 commitsweek 18: 35 commitsweek 19: 59 commitsweek 20: 66 commitsweek 21: 44 commitsweek 22: 83 commitsweek 23: 18 commitsweek 24: 92 commitsweek 25: 151 commitsweek 26: 19 commits
weeks
26
peak/wk
151
active
26
total
1273
· Evidaxis snapshot · 2026-11-07
citations by yearCitation source: not measured.
Daily dependents count (unscored) 0 dependents 0 direct · pypi/pysyft · deps.dev · the scored m5 axis uses weekly partitions
recency-weighted swing trailing 13-week vs prior 39-week log-slope ratio +2.69, regime accelerating. prior slope +0.056, recent slope +0.150 per week. +0.056prior 39w+0.150recent 13w+2.69×
swing
+2.69×
regime
accelerating
windows
13w vs 39w
snapshot 1 of 1 · · m5
commit-axis Sharpe log-linear slope over residual std, value +0.036 with 95% CI +0.014 to +0.059, 50 degrees of freedom. CI excludes zero.0+0.03695% CI +0.014, +0.059+0.014+0.059
sharpe
+0.036
95% ci
+0.014, +0.059
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
4
Confirmed-clean points
1
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