--- title: "bigcode-evaluation-harness vs LiveCodeBench" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/bigcode-project-bigcode-evaluation-harness-vs-livecodebench-livecodebench" tools: ["bigcode-project-bigcode-evaluation-harness", "livecodebench-livecodebench"] --- # bigcode-evaluation-harness vs LiveCodeBench *GraphCanon updated Aug 5, 2026* ## Verdict Pick bigcode-evaluation-harness if bigcode-evaluation-harness is tailored towards evaluating autoregressive code generation models via Python and Docker containers for secure and reproducible execution environments; pick LiveCodeBench if liveCodeBench offers an in-depth approach to evaluating large language models specifically for code tasks such as generation and repair. [bigcode-evaluation-harness](https://github.com/bigcode-project/bigcode-evaluation-harness) reports 1.1k GitHub stars, 261 forks, and 96 open issues, last pushed Jul 22, 2025. [LiveCodeBench](https://livecodebench.github.io/) has 925 stars, 195 forks, and 38 open issues, last pushed Jul 16, 2025. Figures are from public GitHub metadata via [bigcode-evaluation-harness's repository](https://github.com/bigcode-project/bigcode-evaluation-harness) and [LiveCodeBench's repository](https://github.com/LiveCodeBench/LiveCodeBench). | | [bigcode-evaluation-harness](/tools/bigcode-project-bigcode-evaluation-harness.md) | [LiveCodeBench](/tools/livecodebench-livecodebench.md) | | --- | --- | --- | | Tagline | A framework for evaluating autoregressive code generation language models. | Holistic and contamination-free evaluation of large language models for code | | Stars | 1,055 | 925 | | Forks | 261 | 195 | | Open issues | 96 | 38 | | Language | Python | Python | | Adopt for | bigcode-evaluation-harness is tailored towards evaluating autoregressive code generation models via Python and Docker containers for secure and reproducible execution environments. | LiveCodeBench offers an in-depth approach to evaluating large language models specifically for code tasks such as generation and repair. | | Persona | - | - | | Runtime | - | - | | License | bigcode-evaluation-harness is distributed under the Apache-2.0 license. | MIT | | Categories | Evaluation & Observability | Evaluation & Observability | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [bigcode-evaluation-harness](/tools/bigcode-project-bigcode-evaluation-harness.md) | [LiveCodeBench](/tools/livecodebench-livecodebench.md) | | --- | --- | --- | | Days since push | 378d | 385d | | Open issues (now) | 96 | 38 | | Full report | [trust report](/tools/bigcode-project-bigcode-evaluation-harness/trust.md) | [trust report](/tools/livecodebench-livecodebench/trust.md) | ## Decision facts: bigcode-evaluation-harness - **Requirements:** Users must have Docker installed to leverage the isolated execution environments for model output evaluation. - **Adopt for:** bigcode-evaluation-harness is tailored towards evaluating autoregressive code generation models via Python and Docker containers for secure and reproducible execution environments. - **License detail:** bigcode-evaluation-harness is distributed under the Apache-2.0 license. ## Decision facts: LiveCodeBench - **Adopt for:** LiveCodeBench offers an in-depth approach to evaluating large language models specifically for code tasks such as generation and repair. ## Choose when ### Choose bigcode-evaluation-harness if… - License: bigcode-evaluation-harness is Apache-2.0, LiveCodeBench is MIT. - Requirements: Users must have Docker installed to leverage the isolated execution environments for model output evaluation.. - Tags unique to bigcode-evaluation-harness: autoregressive models, docker. - bigcode-evaluation-harness ships Docker support for self-hosted deployment. - When you need to isolate the evaluation environment from your local development setup, ensuring that no external variables affect the outcomes of model performance assessments. ### Choose LiveCodeBench if… - License: LiveCodeBench is MIT, bigcode-evaluation-harness is Apache-2.0. - Tags unique to LiveCodeBench: code-execution, code-repair, gpt-4, test-generation. - When you need a holistic method to assess the effectiveness of LLMs in code tasks without risking contamination by earlier outputs or data leakage. ## When NOT to use bigcode-evaluation-harness - When you require real-time evaluation without the overhead of generating outputs locally and then evaluating them within isolated environments via Docker. - If your model's evaluation process does not necessitate autoregressive setup or the security features provided by Docker, using bigcode-evaluation-harness might introduce unnecessary complexity. ## When NOT to use LiveCodeBench - For broad, non-code-specific model assessments where a more generalized evaluation tool would suffice. - If your project is not compatible with Python 3.11 or if you do not want to use the uv dependency manager recommended by LiveCodeBench. ## Common questions ### What is the difference between bigcode-evaluation-harness and LiveCodeBench? bigcode-evaluation-harness: A framework for evaluating autoregressive code generation language models.. LiveCodeBench: Holistic and contamination-free evaluation of large language models for code. See the comparison table for live GitHub stats and shared categories. ### When should I choose bigcode-evaluation-harness over LiveCodeBench? Choose bigcode-evaluation-harness over LiveCodeBench when License: bigcode-evaluation-harness is Apache-2.0, LiveCodeBench is MIT; Requirements: Users must have Docker installed to leverage the isolated execution environments for model output evaluation.; Tags unique to bigcode-evaluation-harness: autoregressive models, docker; bigcode-evaluation-harness ships Docker support for self-hosted deployment; When you need to isolate the evaluation environment from your local development setup, ensuring that no external variables affect the outcomes of model performance assessments. ### When should I choose LiveCodeBench over bigcode-evaluation-harness? Choose LiveCodeBench over bigcode-evaluation-harness when License: LiveCodeBench is MIT, bigcode-evaluation-harness is Apache-2.0; Tags unique to LiveCodeBench: code-execution, code-repair, gpt-4, test-generation; When you need a holistic method to assess the effectiveness of LLMs in code tasks without risking contamination by earlier outputs or data leakage. ### When should I avoid bigcode-evaluation-harness? When you require real-time evaluation without the overhead of generating outputs locally and then evaluating them within isolated environments via Docker. If your model's evaluation process does not necessitate autoregressive setup or the security features provided by Docker, using bigcode-evaluation-harness might introduce unnecessary complexity. ### When should I avoid LiveCodeBench? For broad, non-code-specific model assessments where a more generalized evaluation tool would suffice. If your project is not compatible with Python 3.11 or if you do not want to use the uv dependency manager recommended by LiveCodeBench. ### Is bigcode-evaluation-harness or LiveCodeBench more popular on GitHub? bigcode-evaluation-harness has more GitHub stars (1,055 vs 925). Stars measure visibility, not whether either tool fits your constraints. ### Are bigcode-evaluation-harness and LiveCodeBench open source? Yes - both are open-source projects on GitHub (bigcode-evaluation-harness: Apache-2.0, LiveCodeBench: MIT). ### Where can I find alternatives to bigcode-evaluation-harness or LiveCodeBench? GraphCanon lists graph-backed alternatives at [bigcode-evaluation-harness alternatives](/tools/bigcode-project-bigcode-evaluation-harness/alternatives) and [LiveCodeBench alternatives](/tools/livecodebench-livecodebench/alternatives) ([bigcode-evaluation-harness markdown twin](/tools/bigcode-project-bigcode-evaluation-harness/alternatives.md), [LiveCodeBench markdown twin](/tools/livecodebench-livecodebench/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/bigcode-project-bigcode-evaluation-harness-vs-livecodebench-livecodebench.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, bigcode-evaluation-harness or LiveCodeBench? bigcode-evaluation-harness: Dormant. LiveCodeBench: 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 bigcode-evaluation-harness and LiveCodeBench? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [bigcode-evaluation-harness trust report](/tools/bigcode-project-bigcode-evaluation-harness/trust); [LiveCodeBench trust report](/tools/livecodebench-livecodebench/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=bigcode-project-bigcode-evaluation-harness`](/api/graphcanon/graph?tool=bigcode-project-bigcode-evaluation-harness) - 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/_