Recorded work is becoming reusable agent behavior
An eight-month GitHub cohort tests whether screen recordings, UI trajectories, and human demonstrations are being converted into portable agent skills rather than one-off automation replays.
Early evidence; the market is not yet confirmed
10 subject-filtered implementations show an emerging path from demonstrations to agent behavior. Demonstration capture appears in 30% of the cohort and skill extraction in 10%, but portable artifacts appear in 40% and cross-interface generalization in 10%. Recording is established; reusable transfer remains the bottleneck.
Market snapshot
Comparable measurements from independent market surfaces.
Implementations and packages
Deduplicated and subject-filtered primary cohort.
Median repository stars
Calculated across repositories with at least one star.
Automatic skill extraction
1 items in the subject-filtered cohort.
Cross-interface transfer
1 items in the subject-filtered cohort.
Search-match dynamics
Bars show monthly GitHub query matches. Feature shares distinguish reusable skill extraction from simple macro recording and deterministic replay.
What exists inside the category
One item may contain more than one feature.
Demonstration capture
3 · 30%
Automatic skill extraction
1 · 10%
Portable skill artifacts
4 · 40%
Cross-interface transfer
1 · 10%
Workflow evaluation
4 · 40%
Desktop and browser workflows
10 · 100%
Engineering and robotics workflows
1 · 10%
Representative projects
Cross-source validation
These publications are not part of the primary numeric cohort.