Comparison
LiveCodeBench vs DevEval
Verdict
Pick LiveCodeBench if liveCodeBench offers an in-depth approach to evaluating large language models specifically for code tasks such as generation and repair; pick DevEval if devEval suits organizations requiring Python-centric software development benchmarks and practices evaluation.
Markdown twin · LiveCodeBench alternatives · DevEval alternatives
GraphCanon updated 2w
vs
Trust & integrity
| Signal | LiveCodeBench | DevEval |
|---|---|---|
| Maintenance | Dormant (385d since push) As of 2w · github_public_v1 | Dormant (797d 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 | 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
- LiveCodeBench
- Holistic and contamination-free evaluation of large language models for code
- DevEval
- A Comprehensive Benchmark for Software Development
Stars
- LiveCodeBench
- 925
- DevEval
- 138
Forks
- LiveCodeBench
- 195
- DevEval
- 13
Open issues
- LiveCodeBench
- 38
- DevEval
- 0
Language
- LiveCodeBench
- Python
- DevEval
- Python
Adopt for
- LiveCodeBench
- LiveCodeBench offers an in-depth approach to evaluating large language models specifically for code tasks such as generation and repair.
- DevEval
- DevEval suits organizations requiring Python-centric software development benchmarks and practices evaluation.
Persona
- LiveCodeBench
- -
- DevEval
- -
Runtime
- LiveCodeBench
- -
- DevEval
- -
License
- LiveCodeBench
- MIT
- DevEval
- Apache-2.0
Last pushed
- LiveCodeBench
- Jul 16, 2025
- DevEval
- May 30, 2024
Categories
- LiveCodeBench
- Evaluation & Observability
- DevEval
- Evaluation & Observability
Trust and health
Days since push
- LiveCodeBench
- 385d
- DevEval
- 797d
Open issues (now)
- LiveCodeBench
- 38
- DevEval
- 0
Full report
- LiveCodeBench
- Trust report
- DevEval
- Trust report
Choose LiveCodeBench if…
- License: LiveCodeBench is MIT, DevEval is Apache-2.0.
- Tags unique to LiveCodeBench: code generation, code-execution, code-repair, gpt-4.
- 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 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.
Choose DevEval if…
- License: DevEval is Apache-2.0, LiveCodeBench is MIT.
- Tags unique to DevEval: benchmark, docker-supported, software-development.
- Choose DevEval when you require comprehensive benchmarking specifically for software development using Python.
When NOT to use DevEval
- Avoid DevEval if your software projects heavily rely on languages other than Python.
- Do not use it when a non-Dockerized evaluation tool is preferred due to organizational constraints or preferences.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (LiveCodeBench/LiveCodeBench) · observed Aug 5, 2026
- GitHub forks (LiveCodeBench/LiveCodeBench) · observed Aug 5, 2026
- Last push (LiveCodeBench/LiveCodeBench) · observed Jul 16, 2025
- License file (MIT) · observed Aug 5, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (open-compass/DevEval) · observed Aug 5, 2026
- GitHub forks (open-compass/DevEval) · observed Aug 5, 2026
- Last push (open-compass/DevEval) · observed May 30, 2024
- License file (Apache-2.0) · observed Aug 5, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: LiveCodeBench 925 · DevEval 138 (synced Aug 5, 2026).
Common questions
- What is the difference between LiveCodeBench and DevEval?
- LiveCodeBench: Holistic and contamination-free evaluation of large language models for code. DevEval: A Comprehensive Benchmark for Software Development. See the comparison table for live GitHub stats and shared categories.
- When should I choose LiveCodeBench over DevEval?
- Choose LiveCodeBench over DevEval when License: LiveCodeBench is MIT, DevEval is Apache-2.0; Tags unique to LiveCodeBench: code generation, code-execution, code-repair, gpt-4; 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 choose DevEval over LiveCodeBench?
- Choose DevEval over LiveCodeBench when License: DevEval is Apache-2.0, LiveCodeBench is MIT; Tags unique to DevEval: benchmark, docker-supported, software-development; Choose DevEval when you require comprehensive benchmarking specifically for software development using Python.
- 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.
- When should I avoid DevEval?
- Avoid DevEval if your software projects heavily rely on languages other than Python. Do not use it when a non-Dockerized evaluation tool is preferred due to organizational constraints or preferences.
- Is LiveCodeBench or DevEval more popular on GitHub?
- LiveCodeBench has more GitHub stars (925 vs 138). Stars measure visibility, not whether either tool fits your constraints.
- Are LiveCodeBench and DevEval open source?
- Yes - both are open-source projects on GitHub (LiveCodeBench: MIT, DevEval: Apache-2.0).
- Where can I find alternatives to LiveCodeBench or DevEval?
- GraphCanon lists graph-backed alternatives at LiveCodeBench alternatives and DevEval alternatives (LiveCodeBench markdown twin, DevEval 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, LiveCodeBench or DevEval?
- LiveCodeBench: Dormant. DevEval: 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 LiveCodeBench and DevEval?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: LiveCodeBench trust report; DevEval trust report.