Evidaxis
Dated record

mlforecast

repo · Nixtla/mlforecast · paper: not linked · as of

Niche: not yet assigned.

5.2 commits per week averaged over the trailing window. No paper is linked in OpenAlex. deps.dev: 6 direct dependents. 1,303 GitHub stars, recorded, not scored. Measured for mlforecast as of 2026-11-07; sources: GitHub, OpenAlex and deps.dev where linked. Source definitions and captured readings accompany these measurements.

commits/wk 5.2 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 6 weekly axis input; partition 2026-11-07 measured · deps.dev snapshot ·
stars 1,303 recorded, not scored measured · GitHub ·

Is mlforecast still maintained?

5.2 commits per week averaged over the trailing window.

GitHub averaged 5.2 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: -1 · vs 26 weeks earlier: 9 · 52-week range: 0 to 11 commits in an individual week.

line chart: mlforecast, weekly commits, 10 in latest week, 2025-11-09 to 2026-11-01
mlforecast averaged 5.2 commits a week. GitHub commit_activity · .
Latest eight weeks
Week startingCommits
2026-09-131
2026-09-201
2026-09-2710
2026-10-0411
2026-10-119
2026-10-184
2026-10-253
2026-11-0110
heatmap chart: mlforecast, weeks with commits, 25 of 26, 2026-05-10 to 2026-11-01
25 of the last 26 captured weeks had commits for mlforecast. GitHub commit_activity · .
All 52 weeks
Weekly commits
Week startingCommits
2025-11-091
2025-11-162
2025-11-230
2025-11-300
2025-12-077
2025-12-142
2025-12-212
2025-12-281
2026-01-044
2026-01-110
2026-01-184
2026-01-256
2026-02-011
2026-02-084
2026-02-152
2026-02-225
2026-03-012
2026-03-086
2026-03-154
2026-03-225
2026-03-295
2026-04-052
2026-04-129
2026-04-195
2026-04-262
2026-05-031
2026-05-105
2026-05-173
2026-05-242
2026-05-313
2026-06-072
2026-06-1410
2026-06-215
2026-06-283
2026-07-057
2026-07-122
2026-07-196
2026-07-261
2026-08-022
2026-08-095
2026-08-163
2026-08-230
2026-08-305
2026-09-065
2026-09-131
2026-09-201
2026-09-2710
2026-10-0411
2026-10-119
2026-10-184
2026-10-253
2026-11-0110

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 week5.211.22.4 to 5.2GitHub, trailing 12 weeks2026-11-07Public query4.8
Citing worksno readingno readingno readingno readingOpenAlex, all years2026-11-07Public queryno reading
Weekly direct dependents6no readingno reading6 to 6Weekly direct dependents2026-11-07Public queryno reading
Daily package dependents (unscored)3no readingno reading3 to 3deps.dev REST, unscored2026-11-06Public query3
Stars1,30320no reading1,282 to 1,303GitHub stars, unscored2026-11-07Public query1,300

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

How to cite mlforecast's record?

Evidaxis. mlforecast measurement record. Snapshot 2026-11-07. urn:evidaxis:claim:e_4Z4M5XK95CA:m5:2026-11-07. CC0-1.0. https://evidaxis.org/e/e_4Z4M5XK95CA/

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

Is anyone using mlforecast?

deps.dev: 6 direct dependents.

Weekly dependents
PartitionDirect dependentsWeekly pointsMethod
no partition61m5 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): 3; captured 2026-11-06; package: pypi/mlforecast. 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. 1,303 GitHub stars, recorded, not scored.

sparkline chart: mlforecast, daily dependents, 3, 2026-w39 to 2026-w45
mlforecast recorded 3 daily dependents. deps.dev REST (unscored) · .
Captured daily series
Unscored daily dependents, as captured
PeriodDependents
2026-w393
2026-w403
2026-w413
2026-w423
2026-w433
2026-w443
2026-w453

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: mlforecast, changed published values, 2, 2026-10-31 to 2026-11-07
2 published values changed for mlforecast since 2026-10-31. Evidaxis snapshots · .
Snapshot values
MetricPreviousCurrentDelta
Commits per week4.85.20.4
Citing worksno readingno readingno reading
Weekly direct dependentsno reading6no reading
Stars1,3001,3033

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 mlforecast, 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

mlforecast

repo
Unassigned (AI-v1 census) · n = 6545 · Nixtla/mlforecast
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 74 within cohort p25 p50 p75 p0 p100
percentile
p74
· 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+0.93 within cohort, log-slope +0.014/wk.0+0.93
velocity z
+0.93 σ
slope
+0.014/wk
· Evidaxis snapshot · 2026-11-07
log-slope +0.014/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
5.2
Development velocity axis: measured.
total citations
no reading
Citation source: not measured.
momentum
61.6
percentile p74
commit heatmap, last 26 weeks5.2/wk
weekly commits, 26 weeks26 weeks of commits, peak 11 in a week, 25 active weeks, 118 total.week 1: 5 commitsweek 2: 3 commitsweek 3: 2 commitsweek 4: 3 commitsweek 5: 2 commitsweek 6: 10 commitsweek 7: 5 commitsweek 8: 3 commitsweek 9: 7 commitsweek 10: 2 commitsweek 11: 6 commitsweek 12: 1 commitsweek 13: 2 commitsweek 14: 5 commitsweek 15: 3 commitsweek 16: 0 commitsweek 17: 5 commitsweek 18: 5 commitsweek 19: 1 commitsweek 20: 1 commitsweek 21: 10 commitsweek 22: 11 commitsweek 23: 9 commitsweek 24: 4 commitsweek 25: 3 commitsweek 26: 10 commits
weeks
26
peak/wk
11
active
25
total
118
· Evidaxis snapshot · 2026-11-07
citations by yearCitation source: not measured.
Daily dependents count (unscored) 3 dependents 3 direct · pypi/mlforecast · deps.dev · the scored m5 axis uses weekly partitions
recency-weighted swing trailing 13-week vs prior 39-week log-slope ratio +4.53, regime accelerating. prior slope +0.018, recent slope +0.081 per week. +0.018prior 39w+0.081recent 13w+4.53×
swing
+4.53×
regime
accelerating
windows
13w vs 39w
snapshot 1 of 1 · · m5
commit-axis Sharpe log-linear slope over residual std, value +0.024 with 95% CI +0.006 to +0.042, 50 degrees of freedom. CI excludes zero.0+0.02495% CI +0.006, +0.042+0.006+0.042
sharpe
+0.024
95% ci
+0.006, +0.042
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
6
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