Is Lighteval Safe?
Lighteval — Nerq Trust Score 50.6/100 (D grade). Based on analysis of 1 trust dimensions, it is has notable safety concerns. Last updated: 2026-03-31.
Use Lighteval with some caution. Lighteval is a software tool with a Nerq Trust Score of 50.6/100 (D), based on 3 independent data dimensions. It is below the recommended threshold of 70. Data sourced from multiple public sources including package registries, GitHub, NVD, OSV.dev, and OpenSSF Scorecard. Last updated: 2026-03-31. Machine-readable data (JSON).
Is Lighteval safe?
CAUTION — Lighteval has a Nerq Trust Score of 50.6/100 (D). It has moderate trust signals but shows some areas of concern that warrant attention. Suitable for development use — review security and maintenance signals before production deployment.
What is Lighteval's trust score?
Lighteval has a Nerq Trust Score of 50.6/100, earning a D grade. This score is based on 1 independently measured dimensions including security, maintenance, and community adoption.
What are the key security findings for Lighteval?
Lighteval's strongest signal is compliance at 100/100. No known vulnerabilities have been detected. It has not yet reached the Nerq Verified threshold of 70+.
What is Lighteval and who maintains it?
| Author | ThomasTheMaker |
| Category | uncategorized |
| Source | https://huggingface.co/ThomasTheMaker/lighteval |
| Protocols | huggingface_api |
Regulatory Compliance
| EU AI Act Risk Class | Not assessed |
| Compliance Score | 100/100 |
| Jurisdictions | Assessed across 52 jurisdictions |
What Is Lighteval?
Lighteval is a software tool in the uncategorized category: ThomasTheMaker/lighteval. Nerq Trust Score: 51/100 (D).
Nerq independently analyzes every software tool, app, and extension across multiple trust signals including security vulnerabilities, maintenance activity, license compliance, and community adoption.
How Nerq Assesses Lighteval's Safety
Nerq's Trust Score is calculated from 13+ independent signals aggregated into five dimensions. Here is how Lighteval performs in each:
- Compliance (100/100): Lighteval is broadly compliant. Assessed against regulations in 52 jurisdictions including the EU AI Act, CCPA, and GDPR.
The overall Trust Score of 50.6/100 (D) reflects the weighted combination of these signals. This is below the Nerq Verified threshold of 70. We recommend additional due diligence before production deployment.
Who Should Use Lighteval?
Lighteval is designed for:
- Developers and teams working with uncategorized tools
- Organizations evaluating AI tools for their stack
- Researchers exploring AI capabilities in this domain
Risk guidance: Lighteval is suitable for development and testing environments. Before production deployment, conduct a thorough review of its security posture, review the specific trust signals above, and consider whether a higher-scored alternative meets your requirements.
How to Verify Lighteval's Safety Yourself
While Nerq provides automated trust analysis, we recommend these additional steps before adopting any software tool:
- Check the source code — Review the repository security policy, open issues, and recent commits for signs of active maintenance.
- Scan dependencies — Use tools like
npm audit,pip-audit, orsnykto check for known vulnerabilities in Lighteval's dependency tree. - Review permissions — Understand what access Lighteval requires. Software tools should follow the principle of least privilege.
- Test in isolation — Run Lighteval in a sandboxed environment before granting access to production data or systems.
- Monitor continuously — Use Nerq's API to set up automated trust checks:
GET nerq.ai/v1/preflight?target=lighteval - Review the license — Confirm that Lighteval's license is compatible with your intended use case. Pay attention to restrictions on commercial use, redistribution, and derivative works. Some AI tools use dual licensing or have separate terms for enterprise customers that differ from the open-source license.
- Check community signals — Look at the project's issue tracker, discussion forums, and social media presence. A healthy community actively reports bugs, contributes fixes, and discusses security concerns openly. Low community engagement may indicate limited peer review of the codebase.
Common Safety Concerns with Lighteval
When evaluating whether Lighteval is safe, consider these category-specific risks:
Understand how Lighteval processes, stores, and transmits your data. Review the tool's privacy policy and data retention practices, especially for sensitive or proprietary information.
Check Lighteval's dependency tree for known vulnerabilities. Tools with outdated or unmaintained dependencies pose a higher security risk.
Regularly check for updates to Lighteval. Security patches and bug fixes are only effective if you're running the latest version.
If Lighteval connects to external APIs or services, each integration point is a potential attack surface. Audit all third-party connections, verify that data shared with external services is minimized, and ensure that integration credentials are rotated regularly.
Verify that Lighteval's license is compatible with your intended use case. Some AI tools have restrictive licenses that limit commercial use, redistribution, or derivative works. Using Lighteval in violation of its license can expose your organization to legal liability.
Best Practices for Using Lighteval Safely
Whether you're an individual developer or an enterprise team, these practices will help you get the most from Lighteval while minimizing risk:
Periodically review how Lighteval is used in your workflow. Check for unexpected behavior, permissions drift, and compliance with your security policies.
Ensure Lighteval and all its dependencies are running the latest stable versions to benefit from security patches.
Grant Lighteval only the minimum permissions it needs to function. Avoid granting admin or root access.
Subscribe to Lighteval's security advisories and vulnerability disclosures. Use Nerq's API to get automated trust score updates.
Create and maintain a clear policy for how Lighteval is used within your organization, including data handling guidelines and acceptable use cases.
When Should You Avoid Lighteval?
Even promising tools aren't right for every situation. Consider avoiding Lighteval in these scenarios:
- Production environments handling sensitive customer data
- Regulated industries (healthcare, finance, government) without additional compliance review
- Mission-critical systems where downtime has significant business impact
For each scenario, evaluate whether Lighteval's trust score of 50.6/100 meets your organization's risk tolerance. We recommend running a manual security assessment alongside the automated Nerq score.
How Lighteval Compares to Industry Standards
Nerq indexes over 6 million software tools, apps, and packages across dozens of categories. Among uncategorized tools, the average Trust Score is 62/100. Lighteval's score of 50.6/100 is below the category average of 62/100.
This suggests that Lighteval trails behind many comparable uncategorized tools. Organizations with strict security requirements should evaluate whether higher-scoring alternatives better meet their needs.
Industry benchmarks matter because they contextualize a tool's safety profile. A score that looks moderate in isolation may actually represent strong performance within a challenging category — or vice versa. Nerq's category-relative analysis helps teams make informed decisions by showing not just absolute quality, but how a tool ranks against its direct peers.
Trust Score History
Nerq continuously monitors Lighteval and recalculates its Trust Score as new data becomes available. Our scoring engine ingests real-time signals from source repositories, vulnerability databases (NVD, OSV.dev), package registries, and community metrics. When a new CVE is published, a major release ships, or maintenance patterns change, Lighteval's score is updated within 24 hours.
Historical trust trends reveal whether a tool is improving, stable, or declining over time. A tool that consistently maintains or improves its score demonstrates ongoing commitment to security and quality. Conversely, a downward trend may signal reduced maintenance, growing technical debt, or unresolved vulnerabilities. To track Lighteval's score over time, use the Nerq API: GET nerq.ai/v1/preflight?target=lighteval&include=history
Nerq retains trust score snapshots at regular intervals, enabling trend analysis across weeks and months. Enterprise users can access detailed historical reports showing how each dimension — security, maintenance, documentation, compliance, and community — has evolved independently, providing granular visibility into which aspects of Lighteval are strengthening or weakening over time.
Key Takeaways
- Lighteval has a Trust Score of 50.6/100 (D) and is not yet Nerq Verified.
- Lighteval shows moderate trust signals. Conduct thorough due diligence before deploying to production environments.
- Among uncategorized tools, Lighteval scores below the category average of 62/100, suggesting room for improvement relative to peers.
- Always verify safety independently — use Nerq's Preflight API for automated, up-to-date trust checks before integration.
Frequently Asked Questions
Is Lighteval safe to use?
What is Lighteval's trust score?
What are safer alternatives to Lighteval?
How often is Lighteval's safety score updated?
Can I use Lighteval in a regulated environment?
Disclaimer: Nerq trust scores are automated assessments based on publicly available signals. They are not endorsements or guarantees. Always conduct your own due diligence.