Is Doccano veilig?

Is Doccano veilig?

JA — Doccano heeft een Nerq Vertrouwensscore van 71.8/100 (B). Het voldoet aan de Nerq vertrouwensdrempel met sterke signalen voor beveiliging, onderhoud en acceptatie door de gemeenschap. Recommended for use — bekijk het volledige rapport hieronder voor specifieke overwegingen.

What Is Doccano?

Doccano is a software tool in the AI tool category: Open source annotation tool for machine learning practitioners.. It has 10,542 GitHub stars. Nerq Vertrouwensscore: 72/100 (B).

Nerq independently analyzes every software tool, app, and extension across multiple trust signals including beveiliging vulnerabilities, onderhoud activity, license naleving, and gemeenschapsacceptatie.

How Nerq Assesses Doccano's Safety

Nerq's Vertrouwensscore is calculated from 13+ independent signals aggregated into five dimensies. Here is how Doccano performs in each:

• Beveiliging (0/100): Doccano's beveiliging posture is poor. This score factors in known CVEs, dependency vulnerabilities, beveiliging policy presence, and code signing practices.
• Onderhoud (0/100): Doccano 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 documentatie, usage examples, and contribution guidelines.
• Compliance (92/100): Doccano is broadly compliant. Assessed against regulations in 52 jurisdictions including the EU AI Act, CCPA, and GDPR.
• Community (0/100): Community adoption is limited. Gebaseerd op GitHub stars, forks, download counts, and ecosystem integrations.

The overall Vertrouwensscore of 71.8/100 (B) reflects the weighted combination of these signals. This exceeds the Nerq Verified threshold of 70, indicating the tool meets our standards for production use.

Who Should Use Doccano?

Doccano is designed for:

• Developers and teams working with AI tool tools
• Organizations evaluating AI tools for their stack
• Researchers exploring AI capabilities in this domain

Risk guidance: Doccano meets the minimum threshold for production use, but we recommend monitoring for beveiliging advisories and keeping dependencies up to date. Consider implementing additional guardrails for sensitive workloads.

How to Verify Doccano's Safety Yourself

While Nerq provides automated trust analysis, we recommend these additional steps before adopting any software tool:

1. Check the source code — Bekijk de repository's beveiliging policy, open issues, and recent commits for signs of active onderhoud.
2. Scan dependencies — Use tools like npm audit, pip-audit, or snyk to check for bekende kwetsbaarheden in Doccano's dependency tree.
3. Beoordeling permissions — Understand what access Doccano requires. Software tools should follow the principle of least privilege.
4. Test in isolation — Run Doccano in a sandboxed environment before granting access to production data or systems.
5. Monitor continuously — Use Nerq's API to set up automated trust checks: GET nerq.ai/v1/preflight?target=doccano/doccano
6. Bekijk de license — Confirm that Doccano'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.
7. 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 beveiliging concerns openly. Low community engagement may indicate limited peer review of the codebase.

Common Safety Concerns with Doccano

When evaluating whether Doccano is safe, consider these category-specific risks:

Best Practices for Using Doccano Safely

Whether you're an individual developer or an enterprise team, these practices will help you get the most from Doccano while minimizing risk:

When Should You Avoid Doccano?

Even well-trusted tools aren't right for every situation. Consider avoiding Doccano in these scenarios:

• Scenarios where Doccano's specific capabilities exceed your actual needs — simpler tools may be safer
• Air-gapped environments where the tool cannot receive beveiliging updates
• Projects with strict regulatory requirements that haven't been explicitly validated

For each scenario, evaluate whether Doccano is 71.8/100 meets your organization's risk tolerance. The Nerq Verified status indicates general production readiness, but sector-specific requirements may apply.

How Doccano Compares to Industry Standards

Nerq indexes over 6 million software tools, apps, and packages across dozens of categories. Among AI tool tools, the average Vertrouwensscore is 62/100. Doccano's score of 71.8/100 is above the category average of 62/100.

This positions Doccano favorably among AI tool tools. While it outperforms the average, there is still room for improvement in certain trust dimensies.

Industry benchmarks matter because they contextualize a tool's safety profile. A score that looks matig 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.

Vertrouwensscore History

Nerq continuously monitors Doccano and recalculates its Vertrouwensscore 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 onderhoud patterns change, Doccano'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 beveiliging and quality. Conversely, a downward trend may signal reduced onderhoud, growing technical debt, or unresolved vulnerabilities. To track Doccano's score over time, use the Nerq API: GET nerq.ai/v1/preflight?target=doccano/doccano&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 — beveiliging, onderhoud, documentatie, naleving, and community — has evolved independently, providing granular visibility into which aspects of Doccano are strengthening or weakening over time.

Doccano vs Alternatieven

In the AI tool category, Doccano scores 71.8/100. There are higher-scoring alternatives available. For a detailed comparison, see:

• Doccano vs openclaw — Vertrouwensscore: 84.3/100
• Doccano vs stable-diffusion-webui — Vertrouwensscore: 69.3/100
• Doccano vs prompts.chat — Vertrouwensscore: 69.3/100

Belangrijkste conclusies

• Doccano has a Vertrouwensscore of 71.8/100 (B) and is Nerq Verified.
• Doccano meets the minimum threshold for production deployment, though monitoring and additional guardrails are recommended.
• Among AI tool tools, Doccano scores above the category average of 62/100, demonstrating above-average reliability.
• Always verify safety independently — use Nerq's Preflight API for automated, up-to-date trust checks before integration.