Comparison
evidently vs scalene
Verdict
Pick evidently if evidently provides comprehensive observability across a wide range of data types and metrics, particularly suited for integration with Jupyter Notebook environments; pick scalene if scalene is a high-performance CPU, GPU, and memory profiler for Python that uses AI to suggest optimizations.
Markdown twin · evidently alternatives · scalene alternatives
GraphCanon updated 2w
vs
Trust & integrity
| Signal | evidently | scalene |
|---|---|---|
| Maintenance | Very active (2d since push) As of 2w · github_public_v1 | Very active (2d since push) As of 2w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 2w · github_public_v1 | Not a fork · Organization account As of 2w · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of 1mo · osv@v1 | Published findings As of 1mo · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- evidently
- An open-source ML and LLM observability framework.
- scalene
- High-performance CPU, GPU, and memory profiler for Python with AI-powered optimization
Stars
- evidently
- 7.8k
- scalene
- 13k
Forks
- evidently
- 895
- scalene
- 435
Open issues
- evidently
- 295
- scalene
- 151
Language
- evidently
- Jupyter Notebook
- scalene
- Python
Adopt for
- evidently
- Evidently provides comprehensive observability across a wide range of data types and metrics, particularly suited for integration with Jupyter Notebook environments.
- scalene
- Scalene is a high-performance CPU, GPU, and memory profiler for Python that uses AI to suggest optimizations.
Persona
- evidently
- -
- scalene
- -
Runtime
- evidently
- -
- scalene
- -
License
- evidently
- Apache-2.0
- scalene
- Apache-2.0
Last pushed
- evidently
- Aug 5, 2026
- scalene
- Aug 1, 2026
Categories
- evidently
- Evaluation & Observability
- scalene
- Evaluation & Observability
Trust and health
Open issues (now)
- evidently
- 295
- scalene
- 151
Stars delta
- evidently
- +117 (30d)
- scalene
- Unknown
Open issues delta
- evidently
- +10 (30d)
- scalene
- Unknown
OSV dependency advisories
- evidently
- No lockfile (source not queried)
- scalene
- Published findings
Full report
- evidently
- Trust report
- scalene
- Trust report
Shared compatibility
- Python · evidently: Python runtime · scalene: Python runtime
Choose evidently if…
- evidently is primarily Jupyter Notebook; scalene is Python.
- Tags unique to evidently: data-drift, data-quality, data-validation, gen-ai.
- Integrating into projects using Jupyter Notebooks where detailed observability is needed
When NOT to use evidently
- For developers preferring non-Jupyter based development environments
- Projects needing fewer, simpler monitoring tools without extensive metric support
Choose scalene if…
- scalene is primarily Python; evidently is Jupyter Notebook.
- Tags unique to scalene: cpu-profiling, gpu-programming, memory-allocation, profiler.
- When you need precise profiling of both CPU and GPU performance in Python applications
When NOT to use scalene
- If your project does not involve Python, as Scalene is specific to this language
- Avoid if your system lacks necessary dependencies like Visual C++ Redistributable on Windows
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (evidentlyai/evidently) · observed Aug 7, 2026
- GitHub forks (evidentlyai/evidently) · observed Aug 7, 2026
- Last push (evidentlyai/evidently) · observed Aug 5, 2026
- License file (Apache-2.0) · observed Aug 7, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (plasma-umass/scalene) · observed Aug 4, 2026
- GitHub forks (plasma-umass/scalene) · observed Aug 4, 2026
- Last push (plasma-umass/scalene) · observed Aug 1, 2026
- License file (Apache-2.0) · observed Aug 4, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: evidently 7.8k · scalene 13k (synced Aug 7, 2026).
Common questions
- What is the difference between evidently and scalene?
- evidently: An open-source ML and LLM observability framework.. scalene: High-performance CPU, GPU, and memory profiler for Python with AI-powered optimization. See the comparison table for live GitHub stats and shared categories.
- When should I choose evidently over scalene?
- Choose evidently over scalene when evidently is primarily Jupyter Notebook; scalene is Python; Tags unique to evidently: data-drift, data-quality, data-validation, gen-ai; Integrating into projects using Jupyter Notebooks where detailed observability is needed.
- When should I choose scalene over evidently?
- Choose scalene over evidently when scalene is primarily Python; evidently is Jupyter Notebook; Tags unique to scalene: cpu-profiling, gpu-programming, memory-allocation, profiler; When you need precise profiling of both CPU and GPU performance in Python applications.
- When should I avoid evidently?
- For developers preferring non-Jupyter based development environments Projects needing fewer, simpler monitoring tools without extensive metric support
- When should I avoid scalene?
- If your project does not involve Python, as Scalene is specific to this language Avoid if your system lacks necessary dependencies like Visual C++ Redistributable on Windows
- Is evidently or scalene more popular on GitHub?
- scalene has more GitHub stars (13,485 vs 7,790). Stars measure visibility, not whether either tool fits your constraints.
- Are evidently and scalene open source?
- Yes - both are open-source projects on GitHub (evidently: Apache-2.0, scalene: Apache-2.0).
- Where can I find alternatives to evidently or scalene?
- GraphCanon lists graph-backed alternatives at evidently alternatives and scalene alternatives (evidently markdown twin, scalene markdown twin), ranked by typed relationship edges rather than popularity votes.
- Is there a machine-readable version of this comparison?
- Yes. The markdown twin at this comparison mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
- Which is better maintained, evidently or scalene?
- evidently: Very active. scalene: Very active. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.
- Where are the full trust reports for evidently and scalene?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: evidently trust report; scalene trust report.