--- title: "deepeval vs repobench" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/confident-ai-deepeval-vs-leolty-repobench" tools: ["confident-ai-deepeval", "leolty-repobench"] --- # deepeval vs repobench *GraphCanon updated Jul 11, 2026* ## Verdict Pick deepeval when license: deepeval is Apache-2.0, repobench is CC-BY-4.0; pick repobench when license: repobench is CC-BY-4.0, deepeval is Apache-2.0. [deepeval](https://deepeval.com) reports 17k GitHub stars, 1.6k forks, and 334 open issues, last pushed Jul 10, 2026. [repobench](https://arxiv.org/abs/2306.03091) has 212 stars, 13 forks, and 12 open issues, last pushed Aug 16, 2024. Figures are from public GitHub metadata via [deepeval's repository](https://github.com/confident-ai/deepeval) and [repobench's repository](https://github.com/Leolty/repobench). | | [deepeval](/tools/confident-ai-deepeval.md) | [repobench](/tools/leolty-repobench.md) | | --- | --- | --- | | Tagline | The LLM Evaluation Framework | ✨ RepoBench: Benchmarking Repository-Level Code Auto-Completion Systems - ICLR 2024 | | Stars | 16,767 | 212 | | Forks | 1,641 | 13 | | Open issues | 334 | 12 | | Language | Python | Python | | Adopt for | - | - | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | CC-BY-4.0 | | Categories | Evaluation & Observability, LLM Frameworks | Evaluation & Observability | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [deepeval](/tools/confident-ai-deepeval.md) | [repobench](/tools/leolty-repobench.md) | | --- | --- | --- | | Maintenance | Very active (96%) | Dormant (18%) | | Days since push | 0d | 694d | | Open issues (now) | 334 | 12 | | Owner type | Organization | User | | Security scan | No lockfile | No criticals | | Full report | [trust report](/tools/confident-ai-deepeval/trust.md) | [trust report](/tools/leolty-repobench/trust.md) | ## Choose when ### Choose deepeval if… - License: deepeval is Apache-2.0, repobench is CC-BY-4.0. - Tags unique to deepeval: evaluation framework, evaluation-metrics, llm-evaluation, llm-evaluation-framework. - Also covers LLM Frameworks. ### Choose repobench if… - License: repobench is CC-BY-4.0, deepeval is Apache-2.0. - Leaner open-issue backlog (12). ## When NOT to use deepeval - Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers. - LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. ## When NOT to use repobench - Last GitHub push was 695 days ago (dormant maintenance, Aug 16, 2024). Validate activity before betting a new project on repobench. - Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers. ## Common questions ### What is the difference between deepeval and repobench? deepeval: The LLM Evaluation Framework. repobench: ✨ RepoBench: Benchmarking Repository-Level Code Auto-Completion Systems - ICLR 2024. See the comparison table for live GitHub stats and shared categories. ### When should I choose deepeval over repobench? Choose deepeval over repobench when License: deepeval is Apache-2.0, repobench is CC-BY-4.0; Tags unique to deepeval: evaluation framework, evaluation-metrics, llm-evaluation, llm-evaluation-framework; Also covers LLM Frameworks. ### When should I choose repobench over deepeval? Choose repobench over deepeval when License: repobench is CC-BY-4.0, deepeval is Apache-2.0; Leaner open-issue backlog (12). ### When should I avoid deepeval? Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. ### When should I avoid repobench? Last GitHub push was 695 days ago (dormant maintenance, Aug 16, 2024). Validate activity before betting a new project on repobench. Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers. ### Is deepeval or repobench more popular on GitHub? deepeval has more GitHub stars (16,767 vs 212). Stars measure visibility, not whether either tool fits your constraints. ### Are deepeval and repobench open source? Yes - both are open-source projects on GitHub (deepeval: Apache-2.0, repobench: CC-BY-4.0). ### Where can I find alternatives to deepeval or repobench? GraphCanon lists graph-backed alternatives at [deepeval alternatives](/tools/confident-ai-deepeval/alternatives) and [repobench alternatives](/tools/leolty-repobench/alternatives) ([deepeval markdown twin](/tools/confident-ai-deepeval/alternatives.md), [repobench markdown twin](/tools/leolty-repobench/alternatives.md)), 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](/compare/confident-ai-deepeval-vs-leolty-repobench.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, deepeval or repobench? deepeval: Very active. repobench: Dormant. 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 repobench? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [deepeval trust report](/tools/confident-ai-deepeval/trust); [repobench trust report](/tools/leolty-repobench/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=confident-ai-deepeval`](/api/graphcanon/graph?tool=confident-ai-deepeval) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_