Comparison
FullStackBench vs HLCE
Verdict
Pick FullStackBench if fullStackBench is a benchmark tool to evaluate large language models in full-stack coding across 16 languages, using 3K test samples; pick HLCE if hLCE offers evaluation scripts to assess code generation using LLMs, specifically for research purposes.
Markdown twin · FullStackBench alternatives · HLCE alternatives
GraphCanon updated 2w
vs
Trust & integrity
| Signal | FullStackBench | HLCE |
|---|---|---|
| Maintenance | Dormant (455d since push) As of 2w · github_public_v1 | Slowing (352d 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 published findings from this source as of 2026-07-11 As of 1mo · osv@v1 | Published findings 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
- FullStackBench
- Multilingual benchmark for evaluating LLMs in full-stack coding
- HLCE
- Source Evaluation scripts for Humanity's Last Code Exam
Stars
- FullStackBench
- 121
- HLCE
- 96
Forks
- FullStackBench
- 10
- HLCE
- 8
Open issues
- FullStackBench
- 1
- HLCE
- 1
Language
- FullStackBench
- Python
- HLCE
- Python
Adopt for
- FullStackBench
- FullStackBench is a benchmark tool to evaluate large language models in full-stack coding across 16 languages, using 3K test samples.
- HLCE
- HLCE offers evaluation scripts to assess code generation using LLMs, specifically for research purposes.
Persona
- FullStackBench
- -
- HLCE
- -
Runtime
- FullStackBench
- -
- HLCE
- -
License
- FullStackBench
- Apache-2.0
- HLCE
- -
Last pushed
- FullStackBench
- May 7, 2025
- HLCE
- Aug 21, 2025
Categories
- FullStackBench
- Evaluation & Observability
- HLCE
- Evaluation & Observability, LLM Frameworks
Trust and health
Maintenance
- FullStackBench
- Dormant (18%)
- HLCE
- Slowing (36%)
Days since push
- FullStackBench
- 455d
- HLCE
- 352d
OSV dependency advisories
- FullStackBench
- No published findings from this source as of 2026-07-11
- HLCE
- Published findings
Full report
- FullStackBench
- Trust report
- HLCE
- Trust report
Choose FullStackBench if…
- Tags unique to FullStackBench: benchmarks, full stack coding.
- When you need to assess LLM performance in full-stack programming tasks covering multiple domains and languages
- More GitHub stars (121 vs 96) - visibility, not fit.
When NOT to use FullStackBench
- Avoid if testing scope is limited to a single or few programming languages as FullStackBench covers a wide range of languages
- Not suitable if your focus is solely on theoretical coding challenges instead of practical, full-stack tasks
Choose HLCE if…
- Tags unique to HLCE: benchmark, codegen, codellm.
- Also covers LLM Frameworks.
- When you are researching the capabilities of language models in generating code and need benchmarking tools that focus on this aspect exclusively.
When NOT to use HLCE
- If you require tools that cater to general-purpose evaluation beyond the scope of LLM code generation in a research context.
- When proprietary or non-research licenses are necessary, since HLCE does not detail its licensing beyond being for research purposes only.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (bytedance/FullStackBench) · observed Aug 5, 2026
- GitHub forks (bytedance/FullStackBench) · observed Aug 5, 2026
- Last push (bytedance/FullStackBench) · observed May 7, 2025
- License file (Apache-2.0) · observed Aug 5, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (Humanity-s-Last-Code-Exam/HLCE) · observed Aug 8, 2026
- GitHub forks (Humanity-s-Last-Code-Exam/HLCE) · observed Aug 8, 2026
- Last push (Humanity-s-Last-Code-Exam/HLCE) · observed Aug 21, 2025
- License file (unknown) · observed Aug 8, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
GitHub stars on cards: FullStackBench 121 · HLCE 96 (synced Aug 5, 2026).
Common questions
- What is the difference between FullStackBench and HLCE?
- FullStackBench: Multilingual benchmark for evaluating LLMs in full-stack coding. HLCE: Source Evaluation scripts for Humanity's Last Code Exam. See the comparison table for live GitHub stats and shared categories.
- When should I choose FullStackBench over HLCE?
- Choose FullStackBench over HLCE when Tags unique to FullStackBench: benchmarks, full stack coding; When you need to assess LLM performance in full-stack programming tasks covering multiple domains and languages; More GitHub stars (121 vs 96) - visibility, not fit.
- When should I choose HLCE over FullStackBench?
- Choose HLCE over FullStackBench when Tags unique to HLCE: benchmark, codegen, codellm; Also covers LLM Frameworks; When you are researching the capabilities of language models in generating code and need benchmarking tools that focus on this aspect exclusively.
- When should I avoid FullStackBench?
- Avoid if testing scope is limited to a single or few programming languages as FullStackBench covers a wide range of languages Not suitable if your focus is solely on theoretical coding challenges instead of practical, full-stack tasks
- When should I avoid HLCE?
- If you require tools that cater to general-purpose evaluation beyond the scope of LLM code generation in a research context. When proprietary or non-research licenses are necessary, since HLCE does not detail its licensing beyond being for research purposes only.
- Is FullStackBench or HLCE more popular on GitHub?
- FullStackBench has more GitHub stars (121 vs 96). Stars measure visibility, not whether either tool fits your constraints.
- Are FullStackBench and HLCE open source?
- Yes - both are open-source projects on GitHub.
- Where can I find alternatives to FullStackBench or HLCE?
- GraphCanon lists graph-backed alternatives at FullStackBench alternatives and HLCE alternatives (FullStackBench markdown twin, HLCE 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, FullStackBench or HLCE?
- FullStackBench: Dormant. HLCE: Slowing. 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 FullStackBench and HLCE?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: FullStackBench trust report; HLCE trust report.