Is Translategemma 27B It I1 Gguf Safe? — Trust Score: 57.1/100
Why This Score
- Maintenance: 0/100 — low maintenance activity
- Compliance: 87/100 — covers 45 of 52 jurisdictions
- Documentation: 0/100 — limited documentation
- Popularity: 0/100 — 3 stars on huggingface_w2
According to Nerq's independent analysis of translategemma-27b-it-i1-GGUF, this translation has a trust score of 57.1 out of 100, earning a D grade. With 3 stars on huggingface_w2, it is below the recommended threshold of 70. Compliance: 87/100 across 52 jurisdictions. Data sourced from 13+ independent signals including GitHub, NVD, OSV.dev, and OpenSSF Scorecard. Last updated: 2026-03-19. Machine-readable data (JSON).
Is Translategemma 27B It I1 Gguf safe?
CAUTION — Translategemma 27B It I1 Gguf has a Nerq Trust Score of 57.1/100 (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.
Trust Assessment
Moderate — translategemma-27b-it-i1-GGUF shows mixed trust signals. Some areas are strong while others could be improved. We recommend reviewing the full KYA (Know Your Agent) report before integrating it into production workflows.
Trust Signal Breakdown
Details
| Author | mradermacher |
| Category | translation |
| Stars | 3 |
| Source | https://huggingface.co/mradermacher/translategemma-27b-it-i1-GGUF |
| Protocols | huggingface_api |
Regulatory Compliance
| EU AI Act Risk Class | Not assessed |
| Compliance Score | 87/100 |
| Jurisdictions | Assessed across 52 jurisdictions |
Popular Alternatives in translation
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What Is Translategemma 27B It I1 Gguf?
Translategemma 27B It I1 Gguf is a AI tool in the translation category. A large language model for translation tasks.
As of March 2026, Translategemma 27B It I1 Gguf is available on huggingface_w2, making it an emerging tool in the AI ecosystem. But popularity alone does not equal safety — which is why Nerq independently analyzes every tool across 13+ trust signals.
How Nerq Assesses Translategemma 27B It I1 Gguf's Safety
Nerq's Trust Score is calculated from 13+ independent signals aggregated into five dimensions. Here is how Translategemma 27B It I1 Gguf performs in each:
- Maintenance (0/100): Translategemma 27B It I1 Gguf is potentially abandoned. We track commit frequency, release cadence, issue response times, and PR merge rates.
- Documentation (0/100): Documentation quality is insufficient. This includes README completeness, API documentation, usage examples, and contribution guidelines.
- Compliance (87/100): Translategemma 27B It I1 Gguf is broadly compliant. Assessed against regulations in 52 jurisdictions including the EU AI Act, CCPA, and GDPR.
- Community (0/100): Community adoption is limited. Based on GitHub stars, forks, download counts, and ecosystem integrations.
The overall Trust Score of 57.1/100 (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 Translategemma 27B It I1 Gguf?
Translategemma 27B It I1 Gguf is designed for:
- Developers and teams working with translation tools
- Organizations evaluating AI tools for their stack
- Researchers exploring AI capabilities in this domain
Risk guidance: Translategemma 27B It I1 Gguf 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 Translategemma 27B It I1 Gguf's Safety Yourself
While Nerq provides automated trust analysis, we recommend these additional steps before adopting any AI 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 Translategemma 27B It I1 Gguf's dependency tree. - Review permissions — Understand what access Translategemma 27B It I1 Gguf requires. AI tools should follow the principle of least privilege.
- Test in isolation — Run Translategemma 27B It I1 Gguf 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=translategemma-27b-it-i1-GGUF - Review the license — Confirm that Translategemma 27B It I1 Gguf'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 Translategemma 27B It I1 Gguf
When evaluating whether Translategemma 27B It I1 Gguf is safe, consider these category-specific risks:
Understand how Translategemma 27B It I1 Gguf processes, stores, and transmits your data. Review the tool's privacy policy and data retention practices, especially for sensitive or proprietary information.
Check Translategemma 27B It I1 Gguf's dependency tree for known vulnerabilities. Tools with outdated or unmaintained dependencies pose a higher security risk.
Regularly check for updates to Translategemma 27B It I1 Gguf. Security patches and bug fixes are only effective if you're running the latest version.
If Translategemma 27B It I1 Gguf 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 Translategemma 27B It I1 Gguf's license is compatible with your intended use case. Some AI tools have restrictive licenses that limit commercial use, redistribution, or derivative works. Using Translategemma 27B It I1 Gguf in violation of its license can expose your organization to legal liability.
Best Practices for Using Translategemma 27B It I1 Gguf Safely
Whether you're an individual developer or an enterprise team, these practices will help you get the most from Translategemma 27B It I1 Gguf while minimizing risk:
Periodically review how Translategemma 27B It I1 Gguf is used in your workflow. Check for unexpected behavior, permissions drift, and compliance with your security policies.
Ensure Translategemma 27B It I1 Gguf and all its dependencies are running the latest stable versions to benefit from security patches.
Grant Translategemma 27B It I1 Gguf only the minimum permissions it needs to function. Avoid granting admin or root access.
Subscribe to Translategemma 27B It I1 Gguf's security advisories and vulnerability disclosures. Use Nerq's API to get automated trust score updates.
Create and maintain a clear policy for how Translategemma 27B It I1 Gguf is used within your organization, including data handling guidelines and acceptable use cases.
When Should You Avoid Translategemma 27B It I1 Gguf?
Even promising tools aren't right for every situation. Consider avoiding Translategemma 27B It I1 Gguf 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 Translategemma 27B It I1 Gguf's trust score of 57.1/100 meets your organization's risk tolerance. We recommend running a manual security assessment alongside the automated Nerq score.
How Translategemma 27B It I1 Gguf Compares to Industry Standards
Nerq indexes over 204,000 AI agents and tools across dozens of categories. Among translation tools, the average Trust Score is 62/100. Translategemma 27B It I1 Gguf's score of 57.1/100 is near the category average of 62/100.
This places Translategemma 27B It I1 Gguf in line with the typical translation tool tool. It meets baseline expectations but does not distinguish itself from peers on trust metrics.
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 Translategemma 27B It I1 Gguf 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, Translategemma 27B It I1 Gguf'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 Translategemma 27B It I1 Gguf's score over time, use the Nerq API: GET nerq.ai/v1/preflight?target=translategemma-27b-it-i1-GGUF&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 Translategemma 27B It I1 Gguf are strengthening or weakening over time.
Translategemma 27B It I1 Gguf vs Alternatives
In the translation category, Translategemma 27B It I1 Gguf scores 57.1/100. There are higher-scoring alternatives available. For a detailed comparison, see:
- Translategemma 27B It I1 Gguf vs XCOMET-XXL — Trust Score: 57.4/100
- Translategemma 27B It I1 Gguf vs i18n Agent Action — Trust Score: 44.7/100
- Translategemma 27B It I1 Gguf vs AI Translation — Trust Score: 42.5/100
Key Takeaways
- Translategemma 27B It I1 Gguf has a Trust Score of 57.1/100 (D) and is not yet Nerq Verified.
- Translategemma 27B It I1 Gguf shows moderate trust signals. Conduct thorough due diligence before deploying to production environments.
- Among translation tools, Translategemma 27B It I1 Gguf scores near 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.
Safer Alternatives
Higher-rated translation agents you may want to consider:
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