Evidaxis

Ollama

repo
Inference & Serving · n = 13 · ollama/ollama
Single-axis · conf low
momentum
momentum 40.5 of 100 40.5 /100
momentum
40.5/100
pctile
p25
convergence gate
Convergence gate: velocity only, citation axis absent × ∅
gate
0 of 2 axes

velocity only, citation axis absent.

gate shut
position in cohort distribution one of 13 in cohort
percentile 25 within cohort p25 p50 p75 p0 p100
percentile
p25
momentum is the combined velocity and citation signal, percentile within cohort
velocity z
velocity z gaugevelocity z-0.76 within cohort, log-slope -0.024/wk.0-0.76
velocity z
-0.76 σ
slope
-0.024/wk
log-slope -0.024/wk
convergence planefull gate = rising
Ollama on the convergence plane Ollama at velocity z -0.76 and citation z no axis, against 0 dual-axis cohort peers. single-axis: citation axis absent, excluded from the plane. z>=1 median velocity z → citation z ↑
velocity z
-0.76
citation z
no axis
peers
12

single-axis: citation axis absent, excluded from the plane.

citation z no citation axis
cohort
13
systems measured
weekly commits
18.3
not rising
total citations
n/a
no axis
momentum
40.5
percentile p25
commit heatmap, last 26 weeks18.3/wk
weekly commits, 26 weeks26 weeks of commits, peak 47 in a week, 26 active weeks, 555 total.week 1: 28 commitsweek 2: 23 commitsweek 3: 23 commitsweek 4: 30 commitsweek 5: 33 commitsweek 6: 25 commitsweek 7: 31 commitsweek 8: 19 commitsweek 9: 28 commitsweek 10: 38 commitsweek 11: 17 commitsweek 12: 14 commitsweek 13: 10 commitsweek 14: 16 commitsweek 15: 8 commitsweek 16: 9 commitsweek 17: 47 commitsweek 18: 14 commitsweek 19: 11 commitsweek 20: 20 commitsweek 21: 15 commitsweek 22: 14 commitsweek 23: 19 commitsweek 24: 32 commitsweek 25: 22 commitsweek 26: 9 commits
weeks
26
peak/wk
47
active
26
total
555
citations by yearno axis
adoption 1,677 dependents 1,015 direct, 678 indirect · pypi/ollama · deps.dev · adoption signal, not part of the momentum score

Ollama holds an Evidaxis momentum score of 40.5 of 100 on methodology m2, snapshot 2026-08-08, measured within the Inference & Serving cohort (n = 13). No axis is currently rising within the cohort, and no second (citation) axis is available, so it sits below the two-axis gate.

Derived signals

second-order reads, computed from the published series

Three signals ship when the commit series is statistically sufficient; the rest are held in a reserved state until the data supports them. A reserved signal shows its reason, never a fabricated number. How these are computed.

recency-weighted swing trailing 13-week vs prior 39-week log-slope ratio +4.45, regime accelerating. prior slope +0.005, recent slope +0.022 per week. +0.005prior 39w+0.022recent 13w+4.45×
swing
+4.45×
regime
accelerating
windows
13w vs 39w
snapshot 1 of 1 · · m2
commit-axis Sharpe log-linear slope over residual std, value -0.004 with 95% CI -0.027 to +0.020, 50 degrees of freedom. CI spans zero.0-0.00495% CI -0.027, +0.020-0.027+0.020
sharpe
-0.004
95% ci
-0.027, +0.020
dof
50
snapshot 1 of 1 · · m2
commit changepoint52 weekly commit points. Changepoint at week 50 (2026-07-25), slope change -11.432 commits per week.2026-07-25
date
week
50 of 52
Δslope
-11.432/wk
snapshot 1 of 1 · · m2
code-leads-citation lag reserved

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

status
reserved
value
insufficient data
snapshot 1 of 1 · · m2
axis alpha vs cohort reserved

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

status
reserved
value
insufficient data
snapshot 1 of 1 · · m2
gate ETA reserved

reserved: needs snapshot history (1 snapshot exists)

status
reserved
value
insufficient history
snapshot 1 of 1 · · m2
methodology gate snapshot 1 of 1 · · m2
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 1 of 1 · · m2

Adoption trend

Ollama dependents over time6 points, range 1620 to 1677 dependents.
min
1620 dependents
max
1677 dependents
latest
1677 dependents
points
6

Downstream packages depending on pypi/ollama (deps.dev), captured point-in-time each snapshot. An adoption signal, not part of the momentum score.

Verdict

Ollama is tracked. No axis is currently rising relative to its cohort, and it has no second (citation) axis available.

Path to Rising: needs development velocity to turn positive within its cohort; a second measurable axis to exist (no academic paper is currently tracked).

Sources

ollama/ollama development-velocity axis
ollama.com homepage

Embed this badge

Evidaxis single-axis, Ollama
[![Evidaxis: Ollama](https://evidaxis.org/badge/e_TRJN6D7V12H/2026-w32.svg)](https://evidaxis.org/e/e_TRJN6D7V12H)

Others in Inference & Serving

AIBrix Inference & Serving
Single-axis
52
p67
vel +0.15 cit no axis
axis dials
+0.15 n/a
KTransformers Inference & Serving
Single-axis
36
p8
vel -1.12 cit no axis
axis dials
-1.12 n/a
llama.cpp Inference & Serving
Calibration
51
p58
vel +0.07 cit no axis
axis dials
+0.07 n/a
llm-d Inference & Serving
Single-axis
37
p17
vel -1.01 cit no axis
axis dials
-1.01 n/a
LMCache Inference & Serving
Single-axis
51
p50
vel +0.04 cit no axis
axis dials
+0.04 n/a
LMDeploy Inference & Serving
Single-axis
46
p33
vel -0.34 cit no axis
axis dials
-0.34 n/a

Full Inference & Serving cohort →

entity_id e_TRJN6D7V12H methodology m2 snapshot 035a72a81e59 period 2026-w32 record JSON ↓ source snapshot

Score derived from public data on Evidaxis methodology m2, never edited by hand. Cite as: “Evidaxis, Ollama, entity e_TRJN6D7V12H, snapshot 2026-w32.”

Durable reference (format-independent): urn:evidaxis:claim:e_TRJN6D7V12H:m2:2026-08-08