Comparison
deepeval vs chinese-llm-benchmark
Verdict
Pick deepeval if deepeval is a Python-based framework designed for evaluating large language models with an array of metrics and evaluation methodologies; pick chinese-llm-benchmark if chinese-llm-benchmark (ReLE评测) 是一个专门用于评估中文大规模语言模型的工具，它可以全面评测涵盖商用和开源的大规模语言模型，并提供详细排行榜及超过200万条缺陷数据。它的主要特点是多维度评估能力和丰富的领域覆盖范围。.
Markdown twin · deepeval alternatives · chinese-llm-benchmark alternatives
GraphCanon updated 2w
vs
Trust & integrity
| Signal | deepeval | chinese-llm-benchmark |
|---|---|---|
| Maintenance | Very active (1d since push) As of 3w · github_public_v1 | Very active (2d since push) As of 2w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 3w · github_public_v1 | Not a fork · Personal 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
- deepeval
- LLM Evaluation Framework.
- chinese-llm-benchmark
- ReLE评测：中文AI大模型能力评测
Stars
- deepeval
- 17k
- chinese-llm-benchmark
- 6.4k
Forks
- deepeval
- 1.7k
- chinese-llm-benchmark
- 261
Open issues
- deepeval
- 404
- chinese-llm-benchmark
- 17
Language
- deepeval
- Python
- chinese-llm-benchmark
- -
Adopt for
- deepeval
- Deepeval is a Python-based framework designed for evaluating large language models with an array of metrics and evaluation methodologies.
- chinese-llm-benchmark
- chinese-llm-benchmark (ReLE评测) 是一个专门用于评估中文大规模语言模型的工具，它可以全面评测涵盖商用和开源的大规模语言模型，并提供详细排行榜及超过200万条缺陷数据。它的主要特点是多维度评估能力和丰富的领域覆盖范围。
Persona
- deepeval
- -
- chinese-llm-benchmark
- -
Runtime
- deepeval
- -
- chinese-llm-benchmark
- -
License
- deepeval
- Apache-2.0 License
- chinese-llm-benchmark
- -
Last pushed
- deepeval
- Jul 27, 2026
- chinese-llm-benchmark
- Aug 4, 2026
Categories
- deepeval
- Evaluation & Observability
- chinese-llm-benchmark
- Evaluation & Observability
Trust and health
Days since push
- deepeval
- 1d
- chinese-llm-benchmark
- 2d
Open issues (now)
- deepeval
- 404
- chinese-llm-benchmark
- 17
Owner type
- deepeval
- Organization
- chinese-llm-benchmark
- User
Full report
- deepeval
- Trust report
- chinese-llm-benchmark
- Trust report
Choose deepeval if…
- Requirements: Requires Python environment and familiarity with large language models to effectively utilize Deepeval's capabilities..
- Tags unique to deepeval: evaluation, metrics.
- When developing large language models and you need a comprehensive evaluation framework to measure their performance across various metrics.
When NOT to use deepeval
- For small-scale applications that do not require the depth of metrics and evaluations offered by Deepeval, as it might be overkill.
- In situations where there is a need for real-time performance monitoring, since Deepeval focuses more on post-development evaluation rather than continuous runtime analysis.
Choose chinese-llm-benchmark if…
- Tags unique to chinese-llm-benchmark: agentic-ai, artificial-intelligence, llm-agent.
- 当需要对多种中文字句生成、理解能力进行综合评价时使用；
- More recently updated (last pushed Aug 4, 2026).
When NOT to use chinese-llm-benchmark
- Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (confident-ai/deepeval) · observed Jul 28, 2026
- GitHub forks (confident-ai/deepeval) · observed Jul 28, 2026
- Last push (confident-ai/deepeval) · observed Jul 27, 2026
- License file (Apache-2.0) · observed Jul 28, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (jeinlee1991/chinese-llm-benchmark) · observed Aug 7, 2026
- GitHub forks (jeinlee1991/chinese-llm-benchmark) · observed Aug 7, 2026
- Last push (jeinlee1991/chinese-llm-benchmark) · observed Aug 4, 2026
- License file (unknown) · observed Aug 7, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: deepeval 17k · chinese-llm-benchmark 6.4k (synced Jul 28, 2026).
Common questions
- What is the difference between deepeval and chinese-llm-benchmark?
- deepeval: LLM Evaluation Framework.. chinese-llm-benchmark: ReLE评测：中文AI大模型能力评测. See the comparison table for live GitHub stats and shared categories.
- When should I choose deepeval over chinese-llm-benchmark?
- Choose deepeval over chinese-llm-benchmark when Requirements: Requires Python environment and familiarity with large language models to effectively utilize Deepeval's capabilities.; Tags unique to deepeval: evaluation, metrics; When developing large language models and you need a comprehensive evaluation framework to measure their performance across various metrics.
- When should I choose chinese-llm-benchmark over deepeval?
- Choose chinese-llm-benchmark over deepeval when Tags unique to chinese-llm-benchmark: agentic-ai, artificial-intelligence, llm-agent; 当需要对多种中文字句生成、理解能力进行综合评价时使用；; More recently updated (last pushed Aug 4, 2026).
- When should I avoid deepeval?
- For small-scale applications that do not require the depth of metrics and evaluations offered by Deepeval, as it might be overkill. In situations where there is a need for real-time performance monitoring, since Deepeval focuses more on post-development evaluation rather than continuous runtime analysis.
- When should I avoid chinese-llm-benchmark?
- Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers.
- Is deepeval or chinese-llm-benchmark more popular on GitHub?
- deepeval has more GitHub stars (17,226 vs 6,353). Stars measure visibility, not whether either tool fits your constraints.
- Are deepeval and chinese-llm-benchmark open source?
- Yes - both are open-source projects on GitHub.
- Where can I find alternatives to deepeval or chinese-llm-benchmark?
- GraphCanon lists graph-backed alternatives at deepeval alternatives and chinese-llm-benchmark alternatives (deepeval markdown twin, chinese-llm-benchmark 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, deepeval or chinese-llm-benchmark?
- deepeval: Very active. chinese-llm-benchmark: 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 deepeval and chinese-llm-benchmark?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: deepeval trust report; chinese-llm-benchmark trust report.