Evidaxis

smolagents

repo
Agent Frameworks · n = 17 · huggingface/smolagents
Single-axis · conf low
momentum
momentum 37.2 of 100 37.2 /100
momentum
37.2/100
pctile
p12
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 17 in cohort
percentile 12 within cohort p25 p50 p75 p0 p100
percentile
p12
momentum is the combined velocity and citation signal, percentile within cohort
velocity z
velocity z gaugevelocity z-1.02 within cohort, log-slope -0.029/wk.0-1.02
velocity z
-1.02 σ
slope
-0.029/wk
log-slope -0.029/wk
convergence planefull gate = rising
smolagents on the convergence plane smolagents at velocity z -1.02 and citation z no axis, against 3 dual-axis cohort peers. single-axis: citation axis absent, excluded from the plane. z>=1 median velocity z → citation z ↑ CAMEL: velocity z -0.97, citation z +0.00 Letta: velocity z -3.04, citation z -0.67 MetaGPT: velocity z +0.48, citation z +1.33
velocity z
-1.02
citation z
no axis
peers
16

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

citation z no citation axis
cohort
17
systems measured
weekly commits
0.9
not rising
total citations
n/a
no axis
momentum
37.2
percentile p12
commit heatmap, last 26 weeks0.9/wk
weekly commits, 26 weeks26 weeks of commits, peak 9 in a week, 12 active weeks, 38 total.week 1: 0 commitsweek 2: 6 commitsweek 3: 0 commitsweek 4: 9 commitsweek 5: 3 commitsweek 6: 0 commitsweek 7: 0 commitsweek 8: 3 commitsweek 9: 0 commitsweek 10: 1 commitsweek 11: 1 commitsweek 12: 0 commitsweek 13: 0 commitsweek 14: 4 commitsweek 15: 2 commitsweek 16: 3 commitsweek 17: 1 commitsweek 18: 0 commitsweek 19: 1 commitsweek 20: 0 commitsweek 21: 0 commitsweek 22: 4 commitsweek 23: 0 commitsweek 24: 0 commitsweek 25: 0 commitsweek 26: 0 commits
weeks
26
peak/wk
9
active
12
total
38
citations by yearno axis

smolagents holds an Evidaxis momentum score of 37.2 of 100 on methodology m2, snapshot 2026-08-08, measured within the Agent Frameworks cohort (n = 17). 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 +2.60, regime accelerating. prior slope -0.043, recent slope -0.111 per week. -0.043prior 39w-0.111recent 13w+2.60×
swing
+2.60×
regime
accelerating
windows
13w vs 39w
snapshot 1 of 1 · · m2
commit-axis Sharpe log-linear slope over residual std, value -0.042 with 95% CI -0.060 to -0.023, 50 degrees of freedom. CI spans zero.0-0.04295% CI -0.060, -0.023-0.060-0.023
sharpe
-0.042
95% ci
-0.060, -0.023
dof
50
snapshot 1 of 1 · · m2
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 · · 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

Verdict

smolagents 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 recover (at least 5 commits per week and a positive within-cohort slope); a second measurable axis to exist (no academic paper is currently tracked).

Sources

huggingface/smolagents development-velocity axis

Embed this badge

Evidaxis single-axis, smolagents
[![Evidaxis: smolagents](https://evidaxis.org/badge/e_4P7EDPAWCY2/2026-w32.svg)](https://evidaxis.org/e/e_4P7EDPAWCY2)

Others in Agent Frameworks

AgentScope Agent Frameworks
Watch
88
p100
vel +3.02 cit no axis
axis dials
+3.02 n/a
Agno Agent Frameworks
Single-axis
48
p44
vel -0.20 cit no axis
axis dials
-0.20 n/a
AutoGen Agent Frameworks
Calibration
51
p50
vel +0.05 cit no axis
axis dials
+0.05 n/a
CAMEL Agent Frameworks
Tracked
44
p25
vel -0.97 cit +0.00
axis dials
-0.97 +0.00
CrewAI Agent Frameworks
Single-axis
55
p62
vel +0.43 cit no axis
axis dials
+0.43 n/a
DSPy Agent Frameworks
Single-axis
47
p38
vel -0.26 cit no axis
axis dials
-0.26 n/a

Full Agent Frameworks cohort →

entity_id e_4P7EDPAWCY2 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, smolagents, entity e_4P7EDPAWCY2, snapshot 2026-w32.”

Durable reference (format-independent): urn:evidaxis:claim:e_4P7EDPAWCY2:m2:2026-08-08