Evidaxis
Dated record

fastmcp

repo · PrefectHQ/fastmcp · paper: not linked · as of

Niche: not yet assigned.

36.2 commits per week averaged over the trailing window. No paper is linked in OpenAlex. Dependents: no admitted own package. 3 of 4 weekly observations; full commit series captured. 28,046 GitHub stars, recorded, not scored. Measured 2026-10-10 for fastmcp; sources linked below.

commits/wk 36.2 averaged, trailing window last commit week 2026-10-04 measured · GitHub ·
citations no paper linked all years, indexed to date no reading · OpenAlex ·
direct dependents not in the scored panel partition 2026-10-10 no reading · deps.dev snapshot ·
stars 28,046 recorded, not scored measured · GitHub ·
Download values (CSV) JSON record Follow this system (feed) Report an error

Is fastmcp still maintained?

36.2 commits per week averaged over the trailing window.

GitHub averaged 36.2 per week over the trailing window; raw weekly counts below are individual weeks.

Last commit week 2026-10-04; 1 consecutive zero weeks in the captured series.

Commits in the latest captured week vs 4 weeks earlier: -26 · vs 26 weeks earlier: -79 · 52-week range: 0 to 134 commits in an individual week.

line chart: fastmcp, weekly commits, 0 in latest week, 2025-10-19 to 2026-10-11
fastmcp averaged 36.2 commits a week. GitHub commit_activity · .
Latest eight weeks
Week startingCommits
2026-08-2316
2026-08-3028
2026-09-0611
2026-09-1326
2026-09-2059
2026-09-2721
2026-10-04134
2026-10-110
heatmap chart: fastmcp, weeks with commits, 23 of 26, 2026-04-19 to 2026-10-11
23 of the last 26 captured weeks had commits for fastmcp. GitHub commit_activity · .
All 52 weeks
Weekly commits
Week startingCommits
2025-10-1951
2025-10-2628
2025-11-0225
2025-11-0917
2025-11-1618
2025-11-234
2025-11-3057
2025-12-0735
2025-12-1423
2025-12-2163
2025-12-288
2026-01-0429
2026-01-1163
2026-01-1865
2026-01-2525
2026-02-0131
2026-02-0845
2026-02-1544
2026-02-2244
2026-03-0168
2026-03-0830
2026-03-1537
2026-03-2258
2026-03-2927
2026-04-0534
2026-04-1279
2026-04-1916
2026-04-261
2026-05-0318
2026-05-109
2026-05-1738
2026-05-249
2026-05-319
2026-06-070
2026-06-140
2026-06-2131
2026-06-282
2026-07-0548
2026-07-1231
2026-07-1996
2026-07-2682
2026-08-0228
2026-08-0921
2026-08-168
2026-08-2316
2026-08-3028
2026-09-0611
2026-09-1326
2026-09-2059
2026-09-2721
2026-10-04134
2026-10-110

GitHub commit_activity · period 2025-10-19 to 2026-10-11 · n = 52 weeks · method weekly totals; reconstructed dates · updated · version ad5e404d4f82-b1 · CSV

Readings

Recorded values and sources
ReadingValueΔ 4 weeksΔ 26 weeks52-week rangeInstrumentDateReproducePrevious reading
Commits per week36.23.1-7.315.1 to 44.9GitHub, trailing 12 weeks2026-10-10Public query33
Citing worksno readingno readingno readingno readingOpenAlex, all years2026-10-10Public queryno reading
Direct dependentsno readingno readingno readingno readingDirect dependents2026-10-10Public queryno reading
Daily dependents (unscored)6,166no readingno reading6,081 to 6,175deps.dev REST, unscored2026-w41Public query6,134
Stars28,046no readingno reading27,907 to 28,046GitHub stars, unscored2026-10-10Public query27,965

Evidaxis snapshot · period 2026-10-10 · n = 1 system · method source linked readings · updated · version ad5e404d4f82-b1

How to cite fastmcp's record?

Evidaxis. fastmcp measurement record. Snapshot 2026-10-10. urn:evidaxis:claim:e_D5GW7B5ZTT8:m4:2026-10-10. CC0-1.0. https://evidaxis.org/e/e_D5GW7B5ZTT8/

Evidaxis · period 2026-10-10 · n = 1 system · method claim URN · updated · version ad5e404d4f82-b1

Is anyone using fastmcp?

Dependents: no admitted own package.

Weekly dependents
PartitionDirect dependentsWeekly pointsMethod
no partitionno readingno readingm4 own packages

Daily dependents (unscored): 6,166. 28,046 GitHub stars, recorded, not scored.

sparkline chart: fastmcp, daily dependents, 6,175, 2026-w39 to 2026-w41
fastmcp recorded 6,175 daily dependents. deps.dev REST (unscored) · .
Captured daily series
Unscored daily dependents, as captured
PeriodDependents
2026-w396,081
2026-w406,138
2026-w416,175

deps.dev · period 2026-10-10 · n = 0 partitions · method m4 own packages · updated · version ad5e404d4f82-b1 · CSV

What changed since the last snapshot?

2 published readings changed between snapshots 0641434ff686 and ad5e404d4f82.

slope chart: fastmcp, changed published values, 2, 2026-10-03 to 2026-10-10
2 published values changed for fastmcp since 2026-10-03. Evidaxis snapshots · .
Snapshot values
MetricPreviousCurrentDelta
Commits per week3336.23.2
Citing worksno readingno readingno reading
Direct dependentsno readingno readingno reading
Stars27,96528,04681

Evidaxis snapshots · period 2026-10-03 to 2026-10-10 · n = 3 partitions · method paired snapshot values · updated · version ad5e404d4f82-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 2026-10-10 · n = 1 system · method CC0-1.0 open export · updated · version ad5e404d4f82-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 fastmcp, and why

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

Unmeasured slots
ReadingReason
Citing worksnot linked
Direct dependentsoutside panel

Dependents: no admitted own package.

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 2026-10-10 · n = 1 system · method measurement coverage · updated · version ad5e404d4f82-b1

Measurement detail

Gate, gauges, percentile, derived signals and snapshot receipt

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

3 of 4 weekly observations; full commit series captured.

fastmcp

repo
Unassigned (AI-v1 census) · n = 6141 · PrefectHQ/fastmcp
1 of 3 axes measurable · conf low
convergence gate
Convergence gate: Gate: not computable - history 3 of 4 weekly observations Development velocity: rising vote Citation momentum: not measurable ∅ Direct-dependents momentum (deps.dev): not measurable ∅
gate
1 of 3 axes

Gate: not computable - history 3 of 4 weekly observations

· Evidaxis snapshot · 2026-10-10
Gate: not computable - history 3 of 4 weekly observations
position in cohort distribution one of 6141 in cohort
percentile 92 within cohort p25 p50 p75 p0 p100
percentile
p92
· Evidaxis snapshot · 2026-10-10
momentum averages present-axis z-scores; two- and three-axis scores are not strictly comparable
velocity z
velocity z gaugevelocity z+3.00 within cohort, log-slope +0.046/wk.0+3.00
velocity z
+3.00 σ
slope
+0.046/wk
· Evidaxis snapshot · 2026-10-10
log-slope +0.046/wk
citation z Citation source: not measured.
direct-dependents z Direct-dependents axis: no admitted own package; not measured.
cohort
6141
systems measured
weekly commits
36.2
Development velocity axis: measured.
total citations
no reading
Citation source: not measured.
momentum
87.5
percentile p92
commit heatmap, last 26 weeks36.2/wk
weekly commits, 26 weeks26 weeks of commits, peak 134 in a week, 23 active weeks, 742 total.week 1: 16 commitsweek 2: 1 commitsweek 3: 18 commitsweek 4: 9 commitsweek 5: 38 commitsweek 6: 9 commitsweek 7: 9 commitsweek 8: 0 commitsweek 9: 0 commitsweek 10: 31 commitsweek 11: 2 commitsweek 12: 48 commitsweek 13: 31 commitsweek 14: 96 commitsweek 15: 82 commitsweek 16: 28 commitsweek 17: 21 commitsweek 18: 8 commitsweek 19: 16 commitsweek 20: 28 commitsweek 21: 11 commitsweek 22: 26 commitsweek 23: 59 commitsweek 24: 21 commitsweek 25: 134 commitsweek 26: 0 commits
weeks
26
peak/wk
134
active
23
total
742
· Evidaxis snapshot · 2026-10-10
citations by yearCitation source: not measured.
Daily dependents count (unscored) 6,166 dependents 5,782 direct, 427 indirect · pypi/fastmcp · deps.dev · the scored m4 axis uses weekly partitions
recency-weighted swing trailing 13-week vs prior 39-week log-slope ratio +3.45, regime accelerating. prior slope -0.034, recent slope -0.117 per week. -0.034prior 39w-0.117recent 13w+3.45×
swing
+3.45×
regime
accelerating
windows
13w vs 39w
snapshot 1 of 1 · · m4
commit-axis Sharpe log-linear slope over residual std, value -0.012 with 95% CI -0.033 to +0.009, 50 degrees of freedom. CI spans zero.0-0.01295% CI -0.033, +0.009-0.033+0.009
sharpe
-0.012
95% ci
-0.033, +0.009
dof
50
snapshot 1 of 1 · · m4
commit changepoint52 weekly commit points. Changepoint at week 4 (2025-11-08), slope change +13.015 commits per week.2025-11-08
date
week
4 of 52
Δslope
+13.015/wk
snapshot 1 of 1 · · m4
code-leads-citation lag reserved

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

status
reserved
value
insufficient data
snapshot 1 of 1 · · m4
axis alpha vs cohort reserved

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

status
reserved
value
insufficient data
snapshot 1 of 1 · · m4
methodology gate snapshot 1 of 1 · · m4
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 3 of 3 · · m4

Direct-dependents momentum (deps.dev)

Direct-dependents axis: no admitted own package; not measured.

Coverage state
out_of_panel
Cohort z
no axis
OLS slope
no reading
Theil-Sen slope
no reading
Latest direct dependents
no reading
Confirmed-clean points
no reading
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 2026-10-10 · n = 1 system · method measurement detail · updated · version ad5e404d4f82-b1 · record JSON · snapshot receipt