Evidaxis
Dated record

swarms

repo · swarms · paper: not linked · as of

Niche: not yet assigned.

34.3 commits per week averaged over the trailing window. No paper is linked in OpenAlex. deps.dev: 67 direct dependents. 7,356 GitHub stars, recorded, not scored. Measured for swarms as of 2026-11-07; sources: GitHub, OpenAlex and deps.dev where linked. Source definitions and captured readings accompany these measurements.

commits/wk 34.3 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 67 weekly axis input; partition 2026-11-07 measured · deps.dev snapshot ·
stars 7,356 recorded, not scored measured · GitHub ·
Download values (CSV) JSON record Follow this system (feed) Report an error

Is swarms still maintained?

34.3 commits per week averaged over the trailing window.

GitHub averaged 34.3 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: 26 · vs 26 weeks earlier: 32 · 52-week range: 0 to 61 commits in an individual week.

line chart: swarms, weekly commits, 51 in latest week, 2025-11-09 to 2026-11-01
swarms averaged 34.3 commits a week. GitHub commit_activity · .
Latest eight weeks
Week startingCommits
2026-09-1320
2026-09-2016
2026-09-2721
2026-10-0425
2026-10-1136
2026-10-1841
2026-10-2561
2026-11-0151
heatmap chart: swarms, weeks with commits, 25 of 26, 2026-05-10 to 2026-11-01
25 of the last 26 captured weeks had commits for swarms. GitHub commit_activity · .
All 52 weeks
Weekly commits
Week startingCommits
2025-11-0921
2025-11-1628
2025-11-2313
2025-11-3025
2025-12-072
2025-12-145
2025-12-216
2025-12-2813
2026-01-0411
2026-01-1119
2026-01-1815
2026-01-253
2026-02-017
2026-02-083
2026-02-154
2026-02-224
2026-03-018
2026-03-0822
2026-03-1531
2026-03-2212
2026-03-294
2026-04-0522
2026-04-1212
2026-04-1912
2026-04-2612
2026-05-0319
2026-05-107
2026-05-178
2026-05-240
2026-05-319
2026-06-0722
2026-06-143
2026-06-215
2026-06-286
2026-07-0511
2026-07-124
2026-07-1910
2026-07-2620
2026-08-0221
2026-08-0919
2026-08-1625
2026-08-2341
2026-08-3044
2026-09-0631
2026-09-1320
2026-09-2016
2026-09-2721
2026-10-0425
2026-10-1136
2026-10-1841
2026-10-2561
2026-11-0151

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 week34.39.920.87.7 to 34.3GitHub, trailing 12 weeks2026-11-07Public query35.3
Citing worksno readingno readingno readingno readingOpenAlex, all years2026-11-07Public queryno reading
Weekly direct dependents67no readingno reading67 to 67Weekly direct dependents2026-11-07Public queryno reading
Daily package dependents (unscored)77no readingno reading77 to 78deps.dev REST, unscored2026-11-06Public query78
Stars7,356108no reading7,208 to 7,356GitHub stars, unscored2026-11-07Public query7,334

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

How to cite swarms's record?

Evidaxis. swarms measurement record. Snapshot 2026-11-07. urn:evidaxis:claim:e_RKKDBPHNHX0:m5:2026-11-07. CC0-1.0. https://evidaxis.org/e/e_RKKDBPHNHX0/

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

Is anyone using swarms?

deps.dev: 67 direct dependents.

Weekly dependents
PartitionDirect dependentsWeekly pointsMethod
no partition671m5 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): 77; captured 2026-11-06; package: pypi/swarms. 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. 7,356 GitHub stars, recorded, not scored.

sparkline chart: swarms, daily dependents, 77, 2026-w39 to 2026-w45
swarms recorded 77 daily dependents. deps.dev REST (unscored) · .
Captured daily series
Unscored daily dependents, as captured
PeriodDependents
2026-w3978
2026-w4078
2026-w4178
2026-w4278
2026-w4378
2026-w4478
2026-w4577

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: swarms, changed published values, 2, 2026-10-31 to 2026-11-07
2 published values changed for swarms since 2026-10-31. Evidaxis snapshots · .
Snapshot values
MetricPreviousCurrentDelta
Commits per week35.334.3-1
Citing worksno readingno readingno reading
Weekly direct dependentsno reading67no reading
Stars7,3347,35622

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 swarms, 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

    swarms

    repo
    Unassigned (AI-v1 census) · n = 6545 · swarms
    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 88 within cohort p25 p50 p75 p0 p100
    percentile
    p88
    · 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+2.88 within cohort, log-slope +0.095/wk.0+2.88
    velocity z
    +2.88 σ
    slope
    +0.095/wk
    · Evidaxis snapshot · 2026-11-07
    log-slope +0.095/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
    34.3
    Development velocity axis: measured.
    total citations
    no reading
    Citation source: not measured.
    momentum
    85.9
    percentile p88
    commit heatmap, last 26 weeks34.3/wk
    weekly commits, 26 weeks26 weeks of commits, peak 61 in a week, 25 active weeks, 557 total.week 1: 7 commitsweek 2: 8 commitsweek 3: 0 commitsweek 4: 9 commitsweek 5: 22 commitsweek 6: 3 commitsweek 7: 5 commitsweek 8: 6 commitsweek 9: 11 commitsweek 10: 4 commitsweek 11: 10 commitsweek 12: 20 commitsweek 13: 21 commitsweek 14: 19 commitsweek 15: 25 commitsweek 16: 41 commitsweek 17: 44 commitsweek 18: 31 commitsweek 19: 20 commitsweek 20: 16 commitsweek 21: 21 commitsweek 22: 25 commitsweek 23: 36 commitsweek 24: 41 commitsweek 25: 61 commitsweek 26: 51 commits
    weeks
    26
    peak/wk
    61
    active
    25
    total
    557
    · Evidaxis snapshot · 2026-11-07
    citations by yearCitation source: not measured.
    Daily dependents count (unscored) 77 dependents 77 direct, 1 indirect · pypi/swarms · deps.dev · the scored m5 axis uses weekly partitions
    recency-weighted swing trailing 13-week vs prior 39-week log-slope ratio -7.96, regime recent slope sign differs from prior window. prior slope -0.006, recent slope +0.050 per week. -0.006prior 39w+0.050recent 13w-7.96×
    swing
    -7.96×
    regime
    recent slope sign differs from prior window
    windows
    13w vs 39w
    snapshot 1 of 1 · · m5
    commit-axis Sharpe log-linear slope over residual std, value +0.030 with 95% CI +0.002 to +0.057, 50 degrees of freedom. CI excludes zero.0+0.03095% CI +0.002, +0.057+0.002+0.057
    sharpe
    +0.030
    95% ci
    +0.002, +0.057
    dof
    50
    snapshot 1 of 1 · · m5
    commit changepoint52 weekly commit points. Changepoint at week 48 (2026-10-10), slope change +7.480 commits per week.2026-10-10
    date
    week
    48 of 52
    Δslope
    +7.480/wk
    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
    67
    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