Evidaxis

AgentScope

repo
Agent Frameworks · n = 17 · agentscope-ai/agentscope
Rising · conf high
convergence gate
Convergence gate: Convergence gate: evaluated weekly; Rising signal published for 2026-w39. Development velocity: rising vote Citation momentum: not measurable ∅ Direct-dependents momentum (deps.dev): rising vote
gate
2 of 3 axes

Convergence gate: evaluated weekly; Rising signal published for 2026-w39.

Convergence gate: evaluated weekly; Rising signal published for 2026-w39.
position in cohort distribution one of 17 in cohort
percentile 100 within cohort p25 p50 p75 p0 p100
percentile
p100
momentum averages present-axis z-scores; two- and three-axis scores are not strictly comparable
velocity z
velocity z gaugevelocity z+2.83 within cohort, log-slope +0.092/wk.0+2.83
velocity z
+2.83 σ
slope
+0.092/wk
log-slope +0.092/wk
citation z Citation axis: insufficient source coverage (source returned too few observations).
direct-dependents z
direct-dependents z gaugedirect-dependents z+1.95 within cohort, log-slope +0.056/point.0+1.95
direct-dependents z
+1.95 σ
slope
+0.056/point
Direct-dependents axis: measured.
cohort
17
systems measured
weekly commits
21.5
Development velocity axis: measured.
total citations
n/a
Citation axis: insufficient source coverage (source returned too few observations).
momentum
79.8
percentile p100
commit heatmap, last 26 weeks21.5/wk
weekly commits, 26 weeks26 weeks of commits, peak 34 in a week, 26 active weeks, 391 total.week 1: 1 commitsweek 2: 3 commitsweek 3: 1 commitsweek 4: 4 commitsweek 5: 3 commitsweek 6: 4 commitsweek 7: 5 commitsweek 8: 14 commitsweek 9: 12 commitsweek 10: 19 commitsweek 11: 24 commitsweek 12: 13 commitsweek 13: 16 commitsweek 14: 14 commitsweek 15: 17 commitsweek 16: 19 commitsweek 17: 15 commitsweek 18: 9 commitsweek 19: 16 commitsweek 20: 11 commitsweek 21: 32 commitsweek 22: 17 commitsweek 23: 26 commitsweek 24: 34 commitsweek 25: 32 commitsweek 26: 30 commits
weeks
26
peak/wk
34
active
26
total
391
citations by yearCitation axis: insufficient source coverage (source returned too few observations).
Daily dependents count (unscored) 27 dependents 18 direct, 9 indirect · pypi/agentscope · deps.dev · the scored m3 axis uses weekly partitions

AgentScope holds an Evidaxis momentum score of 79.8 of 100 on methodology m3, snapshot 2026-09-26, measured within the Agent Frameworks cohort (n = 17). Axis coverage: 2 of 3 axes measurable. Convergence gate: evaluated weekly; Rising signal published for 2026-w39.

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 +5.85, regime accelerating. prior slope +0.012, recent slope +0.072 per week. +0.012prior 39w+0.072recent 13w+5.85×
swing
+5.85×
regime
accelerating
windows
13w vs 39w
snapshot 1 of 1 · · m3
commit-axis Sharpe log-linear slope over residual std, value +0.038 with 95% CI +0.012 to +0.065, 50 degrees of freedom. CI excludes zero.0+0.03895% CI +0.012, +0.065+0.012+0.065
sharpe
+0.038
95% ci
+0.012, +0.065
dof
50
snapshot 1 of 1 · · m3
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 · · m3
code-leads-citation lag reserved

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

status
reserved
value
insufficient data
snapshot 1 of 1 · · m3
axis alpha vs cohort reserved

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

status
reserved
value
insufficient data
snapshot 1 of 1 · · m3
gate ETA reserved

reserved: needs snapshot history (1 snapshot exists)

status
reserved
value
insufficient history
snapshot 1 of 1 · · m3
methodology gate snapshot 1 of 1 · · m3
commit weeks
52
citation years
3
shipped
3
reserved
3

shipped

  • recency-swing
  • commit-sharpe
  • commit-changepoint

reserved

  • code-leads-citation-lag
  • axis-alpha
  • gate-eta
snapshot 1 of 1 · · m3

Reconstructed history

AgentScope reconstructed weekly commits48 points, range 1 to 34 commits/wk.
min
1 commits/wk
max
34 commits/wk
latest
32 commits/wk
points
48

Weekly commits over the past year, reconstructed from git history (GitHub commit_activity). This is reconstructed, not a point-in-time capture. Evidaxis captures the Type-2 signals (watchers, issues, dependents) live and never backfills them; those are the moat.

Daily dependents count (unscored)

AgentScope dependents over time13 points, range 24 to 31 dependents.
min
24 dependents
max
31 dependents
latest
27 dependents
points
13

Downstream packages depending on pypi/agentscope (deps.dev), captured point-in-time each snapshot. This daily series is unscored. The scored axis in m3 uses weekly partitions.

Measurement states

AgentScope is under weekly measurement. History: 13 weekly observations; minimum 4. Development velocity axis: measured. Citation axis: insufficient source coverage (source returned too few observations). Direct-dependents axis: measured. Convergence gate: evaluated weekly; Rising signal published for 2026-w39.

Sources

agentscope-ai/agentscope development-velocity axis
OpenAlex paper citation-momentum axis

Embed this badge

Evidaxis Rising, AgentScope
[![Evidaxis: AgentScope](https://evidaxis.org/badge/e_97SYW64PA3G/2026-w39.svg)](https://evidaxis.org/e/e_97SYW64PA3G)

Others in Agent Frameworks

Agno Agent Frameworks
2 of 3 axes measurable
46
p25
vel -0.17 cit no axis deps -0.54
axis dials
-0.17 n/a -0.54
AutoGen Agent Frameworks
2 of 3 axes measurable
48
p31
vel +0.29 cit no axis deps -0.63
axis dials
+0.29 n/a -0.63
CAMEL Agent Frameworks
3 of 3 axes measurable
51
p38
vel -0.63 cit +0.00 deps +0.76
axis dials
-0.63 +0.00 +0.76
CrewAI Agent Frameworks
2 of 3 axes measurable
54
p50
vel -0.21 cit no axis deps +0.89
axis dials
-0.21 n/a +0.89
DSPy Agent Frameworks
2 of 3 axes measurable
55
p62
vel +1.18 cit no axis deps -0.40
axis dials
+1.18 n/a -0.40
Google ADK Agent Frameworks
2 of 3 axes measurable
62
p81
vel +1.51 cit no axis deps +0.36
axis dials
+1.51 n/a +0.36

Full Agent Frameworks cohort →

Direct-dependents momentum (deps.dev)

Direct-dependents axis: measured.

Coverage state
scored
Cohort z
+1.95
OLS slope
+0.056
Theil-Sen slope
+0.049
Latest direct dependents
30
Confirmed-clean points
23
Reconstructed history points
15
As-of partition
2026-09-07
Fragility veto
inactive
Rising vote
yes

This axis measures the frozen-panel trajectory of the package set selected and linkage-verified as of 2026-07-21. Systems outside that panel are not measured on this axis. Residual survivorship beyond the frozen universe is disclosed, not denied.

The earliest weekly points of each series were read from deps.dev's BigQuery history on 2026-07-21; later points are weekly captures. Each record reports how many of its points are reconstructed history.

Source: deps.dev (Google), CC-BY 4.0. Modified: aggregated to system-level counts and momentum scores.

Axis definition · Snapshot axis correlations

entity_id e_97SYW64PA3G methodology m3 snapshot 9d2fe956adbc period 2026-w39 record JSON ↓ source snapshot

Score derived from public data on Evidaxis methodology m3, never edited by hand. Cite as: “Evidaxis, AgentScope, entity e_97SYW64PA3G, snapshot 2026-w39.”

Durable reference (format-independent): urn:evidaxis:claim:e_97SYW64PA3G:m3:2026-09-26