CAMEL

How many citations does CAMEL have?

497 citing works indexed to date, including the current year (registry median 786 among systems with a scored citation axis); yearly slope over 3 completed years 1.301/yr.

OpenAlex · period 2023 to 2025 · n = 3 years · method completed calendar years · updated 2026-11-07 · version 868e3c39d9c7-b1 · CSV by year

Other indexes count differently. A citation count is the number of citing works an index links to a record on a date; this page counts OpenAlex links to W4362508448 as of 2026-11-07. Check the same work: OpenAlex W4362508448 · Semantic Scholar search · Google Scholar search. Seeing a different number? Report the missing work id.

Is anyone using CAMEL?

15 packages depend on CAMEL directly (deps.dev, 2026-10-19; niche median 171).

deps.dev weekly direct dependents of the system's own packages. A package counts when it is declared in the system's own tree, published under that name and not attributed by deps.dev to another repository. Partition dates can repeat across snapshots. Package linkage is not uniformly verified: packages with no repository metadata (no_link) are unverified and remain admitted.

Daily package dependents (unscored): no reading; captured not captured; package: not captured. deps.dev REST count for one identity-verified pinned package, captured daily and never scored. Its package scope differs from the weekly package union; neither value replaces the other. 18,015 GitHub stars, recorded, not scored.

deps.dev · period 2026-10-19 · n = 29 partitions · method m5 own packages · updated 2026-11-07 · version 868e3c39d9c7-b1 · CSV

How does CAMEL compare with its niche?

17 systems in Agent Frameworks; niche median 32.6 commits per week. The reader chooses the sort order.

Evidaxis snapshot · period 2026-11-07 · n = 17 systems · method medians of measured values · updated 2026-11-07 · version 868e3c39d9c7-b1 · CSV for this niche

What changed since the last snapshot?

3 published readings changed between snapshots d1eb0cec0f6a and 868e3c39d9c7.

Evidaxis snapshots · period 2026-10-31 to 2026-11-07 · n = 22 partitions · method paired snapshot values · updated 2026-11-07 · version 868e3c39d9c7-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 2026-11-07 · n = 1 system · method CC0-1.0 open export · updated 2026-11-07 · version 868e3c39d9c7-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.

Paper reference on file: arXiv:2303.17760.

• OpenAlex W4362508448
• arXiv:2303.17760
• camel-ai/camel
• Project homepage

What is not measured for CAMEL, 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 2026-11-07 · n = 1 system · method measurement coverage · updated 2026-11-07 · version 868e3c39d9c7-b1

Measurement detail

Gate, gauges, percentile, derived signals and snapshot receipt

History: 19 weekly observations; minimum 4. Axis coverage: 3 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

CAMEL

repo

Agent Frameworks · n = 17 · camel-ai/camel

3 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 17 in cohort

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

velocity z

log-slope -0.070/wk

citation z

log-slope +1.301/yr

direct-dependents z

Direct-dependents axis: measured.

cohort

17

systems measured

weekly commits

2.5

Development velocity axis: measured.

total citations

497

Citation axis: measured.

momentum

35.1

percentile p6

commit heatmap, last 26 weeks2.5/wk

citations by yeartotal 497

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

4

shipped

3

reserved

3

shipped

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

reserved

• code-leads-citation-lag
• axis-alpha
• gate-eta

snapshot 22 of 22 · 2026-11-07 · m5

Direct-dependents momentum (deps.dev)

Direct-dependents axis: measured.

Coverage state

scored

Cohort z

+0.15

OLS slope

+0.031

Theil-Sen slope

+0.029

Latest direct dependents

15

Confirmed-clean points

29

Reconstructed history points

15

As-of partition

2026-10-19

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. m5 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	7
2025-w40	24
2025-w41	19
2025-w42	23
2025-w43	12
2025-w44	18
2025-w45	11
2025-w46	21
2025-w47	21
2025-w48	32
2025-w49	25
2025-w50	35
2025-w51	11
2025-w52	20
2026-w01	22
2026-w02	17
2026-w03	25
2026-w04	10
2026-w05	30
2026-w06	19
2026-w07	12
2026-w08	8
2026-w09	23
2026-w10	11
2026-w11	10
2026-w12	4
2026-w13	1
2026-w14	1
2026-w15	7
2026-w16	13
2026-w17	3
2026-w19	21
2026-w20	3
2026-w21	10
2026-w22	5
2026-w23	7
2026-w24	2
2026-w25	12
2026-w26	1
2026-w27	9
2026-w28	8
2026-w29	11
2026-w30	6
2026-w31	3
2026-w32	1
2026-w33	4
2026-w34	1
2026-w35	7
2026-w36	11
2026-w38	1

Peer signals

System	Momentum	Percentile
AgentScope	64.5	81
Agno	41.8	19
AutoGen	43.9	25
CAMEL	35.1	6
CrewAI	53.6	50
DSPy	53.8	56
Google ADK	55.2	69
LangGraph	49.1	38
Letta	45.2	31
Mastra	64.3	75
MetaGPT	65.3	88
Microsoft Agent Framework	72.1	100
OpenAI Agents SDK	50.1	44
PydanticAI	69.8	94
Qwen-Agent	37.6	12
smolagents	32.5	0
Strands Agents	54	62

Evidaxis · period 2026-11-07 · n = 1 system · method measurement detail · updated 2026-11-07 · version 868e3c39d9c7-b1 · record JSON · snapshot receipt