bioSkills vs BERTopic — Trust Score Comparison

Side-by-side trust comparison of bioSkills and BERTopic. Scores based on security, compliance, maintenance, popularity, and ecosystem signals.

bioSkills scores 72.8/100 (B) while BERTopic scores 69.0/100 (B-) on the Nerq Trust Score. bioSkills leads by 3.8 points. bioSkills is a uncategorized tool with 267 stars, Nerq Verified. BERTopic is a other tool with 7,404 stars.

bios — Nerq Trust Score 63.0/100 (C+). bertopic — Nerq Trust Score 73.0/100 (B). bertopic leads by 10.0 points.

72.8
B verified
Categoryuncategorized
Stars267
Sourcegithub
Security0
Compliance79
Maintenance0
Documentation0
vs
69.0
B-
Categoryother
Stars7,404
Sourcegithub
Security0
Compliance92
Maintenance0
Documentation0

Detailed Score Analysis

Dimensionbiosbertopic
Security90/10090/100
Maintenance53/10093/100
Popularity60/10060/100
Quality65/10065/100
Community35/10035/100

Five-dimension Nerq trust breakdown (registries: pypi / pypi). Scored equally weighted across security, maintenance, popularity, quality, community.

Detailed Metric Comparison

Metric bioSkills BERTopic
Trust Score72.8/10069.0/100
GradeBB-
Stars2677,404
Categoryuncategorizedother
Security00
Compliance7992
Maintenance00
Documentation00
EU AI Act RiskN/AN/A
VerifiedYesNo

Verdict

bioSkills leads with a trust score of 72.8/100 compared to BERTopic's 69.0/100 (a 3.8-point difference). However, BERTopic has stronger community adoption (7,404 vs 267 stars). Both agents should be evaluated based on your specific requirements.

Detailed Analysis

Security

bioSkills leads on security with a score of 0/100 compared to BERTopic's 0/100. This score reflects dependency vulnerability analysis, known CVE exposure, and security best practices. A higher security score means fewer known vulnerabilities and better security hygiene in the codebase.

Maintenance & Activity

bioSkills demonstrates stronger maintenance activity (0/100 vs 0/100). This metric captures commit frequency, issue response times, and release cadence. Actively maintained tools receive faster security patches and are less likely to accumulate technical debt.

Documentation

bioSkills has better documentation (0/100 vs 0/100). Good documentation reduces onboarding time and helps teams adopt the tool safely. This score evaluates README completeness, API documentation, code examples, and tutorial availability.

Community & Adoption

bioSkills has 267 GitHub stars while BERTopic has 7,404. BERTopic has significantly broader community adoption, which typically means more Stack Overflow answers, more third-party tutorials, and faster ecosystem development.

When to Choose Each Tool

Choose bioSkills if you need:

  • Higher overall trust score — more reliable for production use

Choose BERTopic if you need:

  • Larger community (7,404 vs 267 stars)

Switching from bioSkills to BERTopic (or vice versa)

When migrating between bioSkills and BERTopic, consider these factors:

  1. API Compatibility: bioSkills (uncategorized) and BERTopic (other) serve different categories, so migration may require significant refactoring.
  2. Security Review: Run a security audit after migration. Check the bioSkills safety report and BERTopic safety report for known issues.
  3. Testing: Ensure your test suite covers all integration points before switching in production.
  4. Community Support: bioSkills has 267 stars and BERTopic has 7,404. Larger communities typically mean better Stack Overflow answers and migration guides.
bioSkills Safety Report BERTopic Safety Report bioSkills Alternatives BERTopic Alternatives

Related Pages

Frequently Asked Questions

Which is safer, bioSkills or BERTopic?
Based on Nerq's independent trust assessment, bioSkills has a trust score of 72.8/100 (B) while BERTopic scores 69.0/100 (B-). The 3.8-point difference suggests bioSkills has a stronger trust profile. Trust scores are based on security, compliance, maintenance, documentation, and community adoption.
How do bioSkills and BERTopic compare on security?
bioSkills has a security score of 0/100 and BERTopic scores 0/100. Both have comparable security profiles. bioSkills's compliance score is 79/100 (EU risk: N/A), while BERTopic's is 92/100 (EU risk: N/A).
Should I use bioSkills or BERTopic?
The choice depends on your requirements. bioSkills (uncategorized, 267 stars) and BERTopic (other, 7,404 stars) serve different use cases. On trust, bioSkills scores 72.8/100 and BERTopic scores 69.0/100. Review the full KYA reports for each agent before making a decision. Consider factors like integration requirements, documentation quality (0 vs 0), and maintenance activity (0 vs 0).

Related Comparisons

Last updated: 2026-05-05 | Data refreshed weekly
Disclaimer: Nerq trust scores are automated assessments based on publicly available signals. They are not endorsements or guarantees. Always conduct your own due diligence.

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