smolagents

Is anyone using smolagents?

97 packages depend on smolagents directly (deps.dev, 2026-09-28; niche median 159).

Daily dependents (unscored): no reading. 29,797 GitHub stars, recorded, not scored.

deps.dev · period 2026-09-28 · n = 26 partitions · method m4 own packages · updated 2026-10-10 · version ad5e404d4f82-b1 · CSV

How does smolagents compare with its niche?

16 systems in Agent Frameworks; niche median 18.5 commits per week. The reader chooses the sort order.

Evidaxis snapshot · period 2026-10-10 · n = 16 systems · method medians of measured values · updated 2026-10-10 · version ad5e404d4f82-b1 · CSV for this niche

What changed since the last snapshot?

3 published readings changed between snapshots 0641434ff686 and ad5e404d4f82.

Evidaxis snapshots · period 2026-10-03 to 2026-10-10 · n = 18 partitions · method paired snapshot values · updated 2026-10-10 · 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.

Evidaxis · period 2026-10-10 · n = 1 system · method CC0-1.0 open export · updated 2026-10-10 · 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.

• huggingface/smolagents
• Project homepage

What is not measured for smolagents, and why

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

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 2026-10-10 · version ad5e404d4f82-b1

Measurement detail

Gate, gauges, percentile, derived signals and snapshot receipt

History: 15 weekly observations; minimum 4. Axis coverage: 2 of 3 axes measurable. Gate: computed weekly across the cohort; no convergence event this week

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

smolagents

repo

Agent Frameworks · n = 16 · huggingface/smolagents

2 of 3 axes measurable · conf medium

convergence gate

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

position in cohort distribution one of 16 in cohort

momentum averages present-axis z-scores; two- and three-axis scores are not strictly comparable

velocity z

log-slope -0.013/wk

citation z

∅no citation axis

Citation source: not measured.

direct-dependents z

Direct-dependents axis: measured.

cohort

16

systems measured

weekly commits

0.6

Development velocity axis: measured.

total citations

no reading

Citation source: not measured.

momentum

40.3

percentile p13

commit heatmap, last 26 weeks0.6/wk

citations by yearCitation source: not measured.

∅Citation source: not measured.

code-leads-citation lag reserved

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

axis alpha vs cohort reserved

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

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 18 of 18 · 2026-10-10 · m4

Direct-dependents momentum (deps.dev)

Direct-dependents axis: measured.

Coverage state

scored

Cohort z

-1.07

OLS slope

+0.008

Theil-Sen slope

+0.008

Latest direct dependents

97

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

Reconstructed history

Reconstructed from git history, not a point-in-time capture. This series is separate from captured observations.

Reconstructed weekly commits

Period	Commits
2025-w39	1
2025-w40	8
2025-w41	10
2025-w42	3
2025-w43	6
2025-w44	3
2025-w45	5
2025-w46	6
2025-w49	1
2025-w50	7
2025-w51	2
2026-w02	3
2026-w03	4
2026-w07	6
2026-w09	9
2026-w10	3
2026-w13	3
2026-w15	1
2026-w16	1
2026-w19	4
2026-w20	2
2026-w21	3
2026-w22	1
2026-w24	1
2026-w27	4
2026-w33	2

Peer signals

System	Momentum	Percentile
AgentScope	69.8	100
AutoGen	45.2	40
CAMEL	42.4	27
CrewAI	48.1	53
DSPy	44	33
Google ADK	54.2	67
LangGraph	29.8	0
Letta	37.6	7
Mastra	60.9	80
MetaGPT	54.7	73
Microsoft Agent Framework	68.4	93
OpenAI Agents SDK	48.4	60
PydanticAI	62.6	87
Qwen-Agent	40.7	20
smolagents	40.3	13
Strands Agents	46.6	47

Evidaxis · period 2026-10-10 · n = 1 system · method measurement detail · updated 2026-10-10 · version ad5e404d4f82-b1 · record JSON · snapshot receipt