Comparison
athina-evals vs lighteval
Verdict
Pick athina-evals if athina-evals is a Python SDK developed for facilitating the evaluation of outputs from large language models through predefined metrics and frameworks; pick lighteval if lighteval is designed for evaluating language models across multiple backends. It integrates well with Hugging Face and provides a wide range of extras, making it particularly handy in non-Windows environments.
Markdown twin · athina-evals alternatives · lighteval alternatives
GraphCanon updated 2w
vs
Trust & integrity
| Signal | athina-evals | lighteval |
|---|---|---|
| Maintenance | Dormant (417d since push) As of 3w · github_public_v1 | Steady (38d since push) As of 2w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 3w · 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 | No lockfile (source not queried) 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
- athina-evals
- Python SDK for evaluating LLM generated responses
- lighteval
- All-in-one toolkit for evaluating LLMs across multiple backends
Stars
- athina-evals
- 301
- lighteval
- 2.5k
Forks
- athina-evals
- 22
- lighteval
- 523
Open issues
- athina-evals
- 3
- lighteval
- 366
Language
- athina-evals
- Python
- lighteval
- Python
Adopt for
- athina-evals
- athina-evals is a Python SDK developed for facilitating the evaluation of outputs from large language models through predefined metrics and frameworks.
- lighteval
- Lighteval is designed for evaluating language models across multiple backends. It integrates well with Hugging Face and provides a wide range of extras, making it particularly handy in non-Windows environments.
Persona
- athina-evals
- -
- lighteval
- -
Runtime
- athina-evals
- -
- lighteval
- -
License
- athina-evals
- -
- lighteval
- MIT
Last pushed
- athina-evals
- Jun 6, 2025
- lighteval
- Jun 29, 2026
Categories
- athina-evals
- Evaluation & Observability
- lighteval
- Evaluation & Observability
Trust and health
Maintenance
- athina-evals
- Dormant (18%)
- lighteval
- Steady (60%)
Days since push
- athina-evals
- 417d
- lighteval
- 38d
Open issues (now)
- athina-evals
- 3
- lighteval
- 366
Full report
- athina-evals
- Trust report
- lighteval
- Trust report
Choose athina-evals if…
- Tags unique to athina-evals: llm-eval, llm-evaluation, llm-evaluation-toolkit, llm-ops.
- When comprehensive evaluation of LLM responses is required, leveraging athina's specific tools and metrics
- Leaner open-issue backlog (3).
When NOT to use athina-evals
- If open-source alternatives with transparent customization options are preferred over athina-evals' approach
- In scenarios where API access requirements limit the ability to perform evaluations offline or in private environments
Choose lighteval if…
- Tags unique to lighteval: huggingface, python.
- When you need to evaluate the performance of various LLMs on different backend infrastructures, especially if you are working within Mac/Linux environments.
- More GitHub stars (2.5k vs 301) - visibility, not fit.
When NOT to use lighteval
- Avoid Lighteval for evaluations on Windows systems as it is currently untested and not supported there.
- Should you require a solution that does not integrate with or depend on the Hugging Face ecosystem, Lighteval might not fulfill your needs.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (athina-ai/athina-evals) · observed Jul 28, 2026
- GitHub forks (athina-ai/athina-evals) · observed Jul 28, 2026
- Last push (athina-ai/athina-evals) · observed Jun 6, 2025
- License file (unknown) · observed Jul 28, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (huggingface/lighteval) · observed Aug 7, 2026
- GitHub forks (huggingface/lighteval) · observed Aug 7, 2026
- Last push (huggingface/lighteval) · observed Jun 29, 2026
- License file (MIT) · observed Aug 7, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: athina-evals 301 · lighteval 2.5k (synced Jul 28, 2026).
Common questions
- What is the difference between athina-evals and lighteval?
- athina-evals: Python SDK for evaluating LLM generated responses. lighteval: All-in-one toolkit for evaluating LLMs across multiple backends. See the comparison table for live GitHub stats and shared categories.
- When should I choose athina-evals over lighteval?
- Choose athina-evals over lighteval when Tags unique to athina-evals: llm-eval, llm-evaluation, llm-evaluation-toolkit, llm-ops; When comprehensive evaluation of LLM responses is required, leveraging athina's specific tools and metrics; Leaner open-issue backlog (3).
- When should I choose lighteval over athina-evals?
- Choose lighteval over athina-evals when Tags unique to lighteval: huggingface, python; When you need to evaluate the performance of various LLMs on different backend infrastructures, especially if you are working within Mac/Linux environments; More GitHub stars (2.5k vs 301) - visibility, not fit.
- When should I avoid athina-evals?
- If open-source alternatives with transparent customization options are preferred over athina-evals' approach In scenarios where API access requirements limit the ability to perform evaluations offline or in private environments
- When should I avoid lighteval?
- Avoid Lighteval for evaluations on Windows systems as it is currently untested and not supported there. Should you require a solution that does not integrate with or depend on the Hugging Face ecosystem, Lighteval might not fulfill your needs.
- Is athina-evals or lighteval more popular on GitHub?
- lighteval has more GitHub stars (2,508 vs 301). Stars measure visibility, not whether either tool fits your constraints.
- Are athina-evals and lighteval open source?
- Yes - both are open-source projects on GitHub.
- Where can I find alternatives to athina-evals or lighteval?
- GraphCanon lists graph-backed alternatives at athina-evals alternatives and lighteval alternatives (athina-evals markdown twin, lighteval 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, athina-evals or lighteval?
- athina-evals: Dormant. lighteval: Steady. 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 athina-evals and lighteval?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: athina-evals trust report; lighteval trust report.