Is Top2Vec Safe?
Top2Vec — Nerq Trust Score 56.2/100 (D grade). Score based on 5 independent trust signals.
Top2Vec is a software tool with a Nerq Trust Score of 56.2/100 (D), based on 5 independent data dimensions. Security: 0/100. Maintenance: 0/100. Popularity: 0/100. Data sourced from multiple public sources including package registries, GitHub, NVD, OSV.dev, and OpenSSF Scorecard. Last updated: n/a. Machine-readable data (JSON).
Is Top2Vec safe?
Trust Score Breakdown — Top2Vec has a Nerq Trust Score of 56.2/100 (D). Measured across 5 independent trust signals.
What is Top2Vec's trust score?
Top2Vec has a Nerq Trust Score of 56.2/100, earning a D grade. This score is based on 5 independently measured dimensions including security, maintenance, and community adoption.
What are the key security findings for Top2Vec?
Top2Vec's strongest signal is compliance at 100/100. No known vulnerabilities have been detected.
What is Top2Vec and who maintains it?
| Author | Unknown |
| Category | Other |
| Stars | 3,104 |
| Source | https://github.com/ddangelov/Top2Vec |
Regulatory Compliance
| EU AI Act Risk Class | Not assessed |
| Compliance Score | 100/100 |
| Jurisdictions | Assessed across 52 jurisdictions |
Popular Alternatives in other
What Is Top2Vec?
Top2Vec is a software tool in the other category: Top2Vec learns jointly embedded topic, document and word vectors.. It has 3,104 GitHub stars. Nerq Trust Score: 56/100 (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 Top2Vec's Safety
Nerq's Trust Score is calculated from 13+ independent signals aggregated into five dimensions. Here is how Top2Vec performs in each:
- Security (0/100): Top2Vec's security posture is poor. This score factors in known CVEs, dependency vulnerabilities, security policy presence, and code signing practices.
- Maintenance (0/100): Top2Vec 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 (100/100): Top2Vec 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 56.2/100 (D) is the weighted combination of these measured signals. It is a measurement, not a pass/fail or suitability judgment — weigh the individual signals against your own requirements.
Who Typically Evaluates Top2Vec?
Top2Vec is commonly evaluated by:
- Developers and teams working with other tools
- Organizations evaluating AI tools for their stack
- Researchers exploring AI capabilities in this domain
How to read the signals: Top2Vec's measured signals (security 0/100, maintenance 0/100, documentation 0/100, community 0/100) are shown above. These are measurements, not a suitability judgment — weigh each signal against the requirements of your own use case and risk tolerance.
How to Verify Top2Vec'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's 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 Top2Vec's dependency tree. - Review permissions — Understand what access Top2Vec requires. Software tools should follow the principle of least privilege.
- Test in isolation — Run Top2Vec 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=ddangelov/Top2Vec - Review the license — Confirm that Top2Vec'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 Top2Vec
When evaluating whether Top2Vec is safe, consider these category-specific risks:
Understand how Top2Vec processes, stores, and transmits your data. Review the tool's privacy policy and data retention practices, especially for sensitive or proprietary information.
Check Top2Vec's dependency tree for known vulnerabilities. Tools with outdated or unmaintained dependencies pose a higher security risk.
Regularly check for updates to Top2Vec. Security patches and bug fixes are only effective if you're running the latest version.
If Top2Vec 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 Top2Vec's license is compatible with your intended use case. Some AI tools have restrictive licenses that limit commercial use, redistribution, or derivative works. Using Top2Vec in violation of its license can expose your organization to legal liability.
Best Practices for Using Top2Vec Safely
Whether you're an individual developer or an enterprise team, these practices will help you get the most from Top2Vec while minimizing risk:
Periodically review how Top2Vec is used in your workflow. Check for unexpected behavior, permissions drift, and compliance with your security policies.
Ensure Top2Vec and all its dependencies are running the latest stable versions to benefit from security patches.
Grant Top2Vec only the minimum permissions it needs to function. Avoid granting admin or root access.
Subscribe to Top2Vec's security advisories and vulnerability disclosures. Use Nerq's API to get automated trust score updates.
Create and maintain a clear policy for how Top2Vec is used within your organization, including data handling guidelines and acceptable use cases.
Situations That Warrant Independent Review of Top2Vec
Nerq's signals are one input. In the following situations, evaluate Top2Vec's measured signals against your own requirements before making a decision:
- Environments handling sensitive or regulated data (healthcare, finance, government)
- Mission-critical systems where downtime has significant business impact
- Deployments with strict regulatory requirements that must be independently validated
For each situation, compare Top2Vec's measured trust score of 56.2/100 and its individual signals against your organization's own criteria. Nerq does not assert whether Top2Vec is suitable for any particular use.
How Top2Vec Compares to Industry Standards
Nerq indexes over 6 million software tools, apps, and packages across dozens of categories. Among other tools, the average Trust Score is 62/100. Top2Vec's score of 56.2/100 is near the category average of 62/100.
This places Top2Vec in line with the typical other 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 Top2Vec 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, Top2Vec'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 Top2Vec's score over time, use the Nerq API: GET nerq.ai/v1/preflight?target=ddangelov/Top2Vec&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 Top2Vec are strengthening or weakening over time.
Top2Vec vs Alternatives
In the other category, Top2Vec scores 56.2/100. There are higher-scoring alternatives available. For a detailed comparison, see:
- Top2Vec vs cs-video-courses — Trust Score: 59.9/100
- Top2Vec vs awesome-scalability — Trust Score: 59.4/100
- Top2Vec vs superpowers — Trust Score: 66.4/100
Key Takeaways
- Top2Vec has a measured Nerq Trust Score of 56.2/100 (D) — a composite of independent signals, not a suitability judgment.
- Among other tools, Top2Vec scores near the category average of 62/100 (a positional measurement relative to peers).
- The individual signals — security, maintenance, documentation, compliance, community — are shown above. Weigh them against your own requirements.
- Query the current measured values via Nerq's Preflight API.
Frequently Asked Questions
Is Top2Vec Safe?
What is Top2Vec's trust score?
What are safer alternatives to Top2Vec?
How often is Top2Vec's safety score updated?
Can I use Top2Vec in a regulated environment?
See Also
Disclaimer: Nerq trust scores are automated measurements based on publicly available signals. They are not endorsements, verdicts, or guarantees of suitability. Always evaluate the signals against your own requirements.