What does the Framework migration signal mean?

The Framework migration signal indicates a specific pattern of engineering acceleration. Full classification logic and the four-signal taxonomy are documented at /methodology and /signals.

Where can I find mlflow's historical signal data across periods?

The startup hub at /startup/mlflow consolidates every period of historical signal data for mlflow, including commit-velocity change, contributor growth, and signal classification. The free /api/signals.json endpoint exposes the same data for programmatic access.

Q4 2025 · Historical Snapshot

mlflow — Q4 2025 Engineering Signal

The open source AI engineering platform for agents, LLMs, and ML models.

Signal — Q4 2025

In Q4 2025, mlflow showed -13% commit velocity change with 100 active contributors (+0% growth). Signal type: Framework migration. 2 new repositories created in the 30 days preceding this period. Ranked #8 of 15 in AI & Machine Learning for Q4 2025.

Metrics — Q4 2025

Commit Velocity (14d)

214

Velocity Change

-13%

Contributors

100

+0% growth

New Repos (30d)

Context

Sector: AI & Machine Learning (full Q4 2025 ranking)

Stage at time of snapshot: Growth

Geography: US

Signal classification: Framework migration — learn what this signal means

See mlflow's current signal

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