Agent skill · Design & Presentation

bio-primer-design-primer-validation

Validate PCR primers for specificity, dimers, hairpins, and secondary structures using primer3-py thermodynamic calculations. Check self-complementarity, heterodimer formation, and 3' stability. Use when validating primer specificity and properties.

BioTender-maxgithub.com/BioTender-maxGitHub ↗
claude-codeships scriptsNOASSERTION
Install
npx skills add BioTender-max/awesome-bio-agent-skills --skill primer-validation --agent claude-code

Same command for any agent — swap --agent for codex, cursor, copilot.

Facts
Files in the skill folder: 3
SKILL.md size: 10 KB
Bundled scripts: yes
Path: skills/bioskills/primer-validation/SKILL.md
Open the folder on GitHub →
Where it comes from
Stars: 135
Language: Python

Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.

From the SKILL.md

## Version Compatibility Reference examples tested with: pandas 2.2+, primer3-py 2.0+ Before using code patterns, verify installed versions match. If versions differ: - Python: `pip show <package>` then `help(module.function)` to check signatures If code throws ImportError, AttributeError, or TypeError, introspect the installed package and adapt the example to match the actual API rather than retrying. # Primer Validation Check primers for secondary structures, dimers, and other issues using primer3-py. **"Validate a primer pair"** → Check for hairpins, self-dimers, heterodimers, and 3' stability using thermodynamic calculations. - Python: `primer3.calc_hairpin()`, `primer3.calc_homodimer()`, `primer3.calc_heterodimer()` (primer3-py) ## Required Imports ```python import primer3 ``` ## Check Hairpin Formation ```python primer = 'ATGCGATCGATCGATCGATC' hairpin = primer3.calc_hairpin(primer) print(f'Hairpin Tm: {hairpin.tm:.1f}C') print(f'Hairpin dG: {hairpin.dg:.1f} cal/mol') print(f'Hairpin dH: {hairpin.dh:.1f} cal/mol') print(f'Hairpin dS: {hairpin.ds:.1f} cal/mol/K') # Hairpin is problematic if Tm > annealing temp - 10 annealing_temp = 60.0 if hairpin.tm > annealing_temp - 10: prin

What's inside
Steps it walks through
  1. Version Compatibility
  2. Required Imports
  3. Check Hairpin Formation
  4. Check Self-Dimer (Homodimer)
  5. Check Primer-Primer Dimer (Heterodimer)
  6. Complete Primer Validation
  7. Validate Primer Pair
  8. Calculate End Stability (Native Function)
  9. Quick Tm-Only Checks (Lightweight)
  10. Fast Batch Screening with Tm-Only Functions
  11. Check Specificity (3' End)
  12. Batch Validation
  13. Thermodynamic Parameters Under Different Conditions
  14. Validation Thresholds
Ships with 2 files
  • examples/validate_primers.py
  • usage-guide.md
More from awesome-bio-agent-skills
All skills →
About this skill
What does the bio-primer-design-primer-validation skill do?

Validate PCR primers for specificity, dimers, hairpins, and secondary structures using primer3-py thermodynamic calculations. Check self-complementarity, heterodimer formation, and 3' stability. Use when validating primer specificity and properties.

How do I install it?

Run `npx skills add BioTender-max/awesome-bio-agent-skills --skill primer-validation --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.

Where does this skill come from?

From BioTender-max/awesome-bio-agent-skills, a repository with 135 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.

Is a popular skill a good skill?

Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.

Keep going