Evidaxis

AgentScope

repo
Agent Frameworks · n = 16 · agentscope-ai/agentscope
2 of 3 axes measurable · conf medium
convergence gate
Convergence gate: Gate: computed weekly across the cohort; no convergence event this week Development velocity: rising vote Citation momentum: not measurable ∅ Direct-dependents momentum (deps.dev): measured ×
gate
1 of 3 axes

Gate: computed weekly across the cohort; no convergence event this week

Gate: computed weekly across the cohort; no convergence event this week
position in cohort distribution one of 16 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+2.38 within cohort, log-slope +0.063/wk.0+2.38
velocity z
+2.38 σ
slope
+0.063/wk
log-slope +0.063/wk
citation z Citation axis: insufficient source coverage (source returned too few observations).
direct-dependents z
direct-dependents z gaugedirect-dependents z+0.79 within cohort, log-slope +0.048/point.0+0.79
direct-dependents z
+0.79 σ
slope
+0.048/point
Direct-dependents axis: measured.
cohort
16
systems measured
weekly commits
25.6
Development velocity axis: measured.
total citations
n/a
Citation axis: insufficient source coverage (source returned too few observations).
momentum
69.8
percentile p100
commit heatmap, last 26 weeks25.6/wk
weekly commits, 26 weeks26 weeks of commits, peak 49 in a week, 26 active weeks, 486 total.week 1: 4 commitsweek 2: 3 commitsweek 3: 4 commitsweek 4: 5 commitsweek 5: 14 commitsweek 6: 12 commitsweek 7: 19 commitsweek 8: 24 commitsweek 9: 13 commitsweek 10: 16 commitsweek 11: 14 commitsweek 12: 17 commitsweek 13: 19 commitsweek 14: 15 commitsweek 15: 9 commitsweek 16: 16 commitsweek 17: 11 commitsweek 18: 32 commitsweek 19: 17 commitsweek 20: 26 commitsweek 21: 33 commitsweek 22: 29 commitsweek 23: 30 commitsweek 24: 46 commitsweek 25: 49 commitsweek 26: 9 commits
weeks
26
peak/wk
49
active
26
total
486
citations by yearCitation axis: insufficient source coverage (source returned too few observations).
Daily dependents count (unscored) 28 dependents 19 direct, 9 indirect · pypi/agentscope · deps.dev · the scored m4 axis uses weekly partitions

AgentScope holds an Evidaxis momentum score of 69.8 of 100 on methodology m4, snapshot 2026-10-10, measured within the Agent Frameworks cohort (n = 16). Axis coverage: 2 of 3 axes measurable. Gate: computed weekly across the cohort; no convergence event this week

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 +5.37, regime accelerating. prior slope +0.013, recent slope +0.069 per week. +0.013prior 39w+0.069recent 13w+5.37×
swing
+5.37×
regime
accelerating
windows
13w vs 39w
snapshot 1 of 1 · · m4
commit-axis Sharpe log-linear slope over residual std, value +0.038 with 95% CI +0.010 to +0.066, 50 degrees of freedom. CI excludes zero.0+0.03895% CI +0.010, +0.066+0.010+0.066
sharpe
+0.038
95% ci
+0.010, +0.066
dof
50
snapshot 1 of 1 · · m4
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 · · 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
gate ETA reserved

reserved: needs snapshot history (1 snapshot exists)

status
reserved
value
insufficient history
snapshot 1 of 1 · · m4
methodology gate snapshot 1 of 1 · · m4
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 · · m4

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 time15 points, range 24 to 31 dependents.
min
24 dependents
max
31 dependents
latest
27 dependents
points
15

Downstream packages depending on pypi/agentscope (deps.dev), captured point-in-time each snapshot. This daily series is unscored. The scored axis in m4 uses weekly partitions.

Measurement states

AgentScope is under weekly measurement. History: 15 weekly observations; minimum 4. Development velocity axis: measured. Citation axis: insufficient source coverage (source returned too few observations). Direct-dependents axis: measured. Gate: computed weekly across the cohort; no convergence event this week

Sources

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

Others in Agent Frameworks

AutoGen Agent Frameworks
2 of 3 axes measurable
45
p40
vel +0.07 cit no axis deps -0.83
axis dials
+0.07 n/a -0.83
CAMEL Agent Frameworks
3 of 3 axes measurable
42
p27
vel -1.78 cit +0.00 deps -0.05
axis dials
-1.78 +0.00 -0.05
CrewAI Agent Frameworks
2 of 3 axes measurable
48
p53
vel -0.79 cit no axis deps +0.49
axis dials
-0.79 n/a +0.49
DSPy Agent Frameworks
2 of 3 axes measurable
44
p33
vel -0.28 cit no axis deps -0.67
axis dials
-0.28 n/a -0.67
Google ADK Agent Frameworks
2 of 3 axes measurable
54
p67
vel +0.67 cit no axis deps +0.00
axis dials
+0.67 n/a +0.00
LangGraph Agent Frameworks
1 of 3 axes measurable
30
p0
vel -1.62 cit no axis deps no axis
axis dials
-1.62 n/a n/a

Full Agent Frameworks cohort →

Direct-dependents momentum (deps.dev)

Direct-dependents axis: measured.

Coverage state
scored
Cohort z
+0.79
OLS slope
+0.048
Theil-Sen slope
+0.042
Latest direct dependents
31
Confirmed-clean points
26
Reconstructed history points
15
As-of partition
2026-09-28
Fragility veto
inactive
Rising vote
no

This axis measures the trajectory of a system's own packages: declared in its own tree, published under that name, and not attributed by deps.dev to another repository. A package with no repository link is unverified and stays. The self-name exclusion list is fixed at the v2h.1 panel. Systems with no admitted package are not measured on this axis. Points that cannot be derived exactly are withheld, and the series restarts after a withheld point.

The earliest weekly points of each series were read from deps.dev's BigQuery history on 2026-07-21; later points are weekly captures. m4 does not replay those partitions: each point is the stored system total, one package's unique_direct, or a complete sketch union, and a point that is not exact is withheld. 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 m4 snapshot ad5e404d4f82 period 2026-w41 record JSON ↓ source snapshot

Score derived from public data on Evidaxis methodology m4, never edited by hand. Cite as: “Evidaxis, AgentScope, entity e_97SYW64PA3G, snapshot 2026-w41.”

Durable reference (format-independent): urn:evidaxis:claim:e_97SYW64PA3G:m4:2026-10-10