Comparison
just-eval vs hallucination-index
Verdict
Pick just-eval if just-eval provides a straightforward GPT-based framework for evaluating LLMs across multiple dimensions with clear outputs; pick hallucination-index if hallucination-Index helps users identify LLMs with the lowest propensity for factual errors across varying context lengths and source types.
Markdown twin · just-eval alternatives · hallucination-index alternatives
GraphCanon updated 1w · 35 views this month
vs
Trust & integrity
| Signal | just-eval | hallucination-index |
|---|---|---|
| Maintenance | Dormant (921d since push) As of 1w · github_public_v1 | Dormant (365d since push) As of 3w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 1w · github_public_v1 | Not a fork · Organization account As of 3w · 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
- just-eval
- A simple GPT-based evaluation tool for multi-aspect, interpretable assessment of LLMs.
- hallucination-index
- Initiative to evaluate and rank popular LLMs based on hallucination propensity
Stars
- just-eval
- 90
- hallucination-index
- 116
Forks
- just-eval
- 7
- hallucination-index
- 8
Open issues
- just-eval
- 2
- hallucination-index
- 1
Language
- just-eval
- Python
- hallucination-index
- -
Adopt for
- just-eval
- just-eval provides a straightforward GPT-based framework for evaluating LLMs across multiple dimensions with clear outputs.
- hallucination-index
- Hallucination-Index helps users identify LLMs with the lowest propensity for factual errors across varying context lengths and source types.
Persona
- just-eval
- -
- hallucination-index
- -
Runtime
- just-eval
- -
- hallucination-index
- -
License
- just-eval
- MIT
- hallucination-index
- -
Last pushed
- just-eval
- Jan 29, 2024
- hallucination-index
- Jul 28, 2025
Categories
- just-eval
- Evaluation & Observability
- hallucination-index
- Evaluation & Observability
Trust and health
Days since push
- just-eval
- 921d
- hallucination-index
- 365d
Open issues (now)
- just-eval
- 2
- hallucination-index
- 1
Full report
- just-eval
- Trust report
- hallucination-index
- Trust report
Choose just-eval if…
- Tags unique to just-eval: evaluation, gpt4, llm, llm-eval.
- When your team requires an in-depth yet interpretable evaluation of LLM performance, focusing on various aspects.
When NOT to use just-eval
- Avoid if direct integration with competing API services is needed as just-eval focuses solely on OpenAI API key configuration.
- Not suitable when your project demands a custom evaluation framework that extends beyond simple GPT-based assessments.
Choose hallucination-index if…
- Tags unique to hallucination-index: hallucinations, large language models, openai, rag.
- Use when you need to ensure accuracy in short-context tasks, as it tests models like Chain-of-Note prompting techniques specifically for such scenarios.
- More GitHub stars (116 vs 90) - visibility, not fit.
When NOT to use hallucination-index
- Avoid using Hallucination-Index when your application requires real-time evaluation of hallucinations, as it focuses on predefined tests rather than live model performance.
- Do not rely solely on this index if your primary concern is the latest updates to LLM models; its data might not reflect recent improvements in models or the introduction of new ones.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (Re-Align/just-eval) · observed Aug 8, 2026
- GitHub forks (Re-Align/just-eval) · observed Aug 8, 2026
- Last push (Re-Align/just-eval) · observed Jan 29, 2024
- License file (MIT) · observed Aug 8, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
- GitHub stars (rungalileo/hallucination-index) · observed Jul 29, 2026
- GitHub forks (rungalileo/hallucination-index) · observed Jul 29, 2026
- Last push (rungalileo/hallucination-index) · observed Jul 28, 2025
- License file (unknown) · observed Jul 29, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: just-eval 90 · hallucination-index 116 (synced Aug 8, 2026).
Common questions
- What is the difference between just-eval and hallucination-index?
- just-eval: A simple GPT-based evaluation tool for multi-aspect, interpretable assessment of LLMs.. hallucination-index: Initiative to evaluate and rank popular LLMs based on hallucination propensity. See the comparison table for live GitHub stats and shared categories.
- When should I choose just-eval over hallucination-index?
- Choose just-eval over hallucination-index when Tags unique to just-eval: evaluation, gpt4, llm, llm-eval; When your team requires an in-depth yet interpretable evaluation of LLM performance, focusing on various aspects.
- When should I choose hallucination-index over just-eval?
- Choose hallucination-index over just-eval when Tags unique to hallucination-index: hallucinations, large language models, openai, rag; Use when you need to ensure accuracy in short-context tasks, as it tests models like Chain-of-Note prompting techniques specifically for such scenarios; More GitHub stars (116 vs 90) - visibility, not fit.
- When should I avoid just-eval?
- Avoid if direct integration with competing API services is needed as just-eval focuses solely on OpenAI API key configuration. Not suitable when your project demands a custom evaluation framework that extends beyond simple GPT-based assessments.
- When should I avoid hallucination-index?
- Avoid using Hallucination-Index when your application requires real-time evaluation of hallucinations, as it focuses on predefined tests rather than live model performance. Do not rely solely on this index if your primary concern is the latest updates to LLM models; its data might not reflect recent improvements in models or the introduction of new ones.
- Is just-eval or hallucination-index more popular on GitHub?
- hallucination-index has more GitHub stars (116 vs 90). Stars measure visibility, not whether either tool fits your constraints.
- Are just-eval and hallucination-index open source?
- Yes - both are open-source projects on GitHub.
- Where can I find alternatives to just-eval or hallucination-index?
- GraphCanon lists graph-backed alternatives at just-eval alternatives and hallucination-index alternatives (just-eval markdown twin, hallucination-index 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, just-eval or hallucination-index?
- just-eval: Dormant. hallucination-index: 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 just-eval and hallucination-index?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: just-eval trust report; hallucination-index trust report.