Skills DirectorySkills Directory
SkillsLearnSecurityCategoriesDocsCommunityBlog
Sign InSubmit Skill
Skills Directory

Security-tested agent skills for Claude, coding agents, and AI workflows.

Directory

  • Browse Skills
  • All Skills A–Z
  • Claude Skills
  • Claude Code Skills
  • Agent Skills
  • Categories
  • Submit a Skill

Learn

  • Learn Hub
  • Install Claude Skills
  • Write SKILL.md
  • Skills vs MCP
  • Directories Compared

Security

  • Security
  • Methodology
  • Secure Claude Skills
  • Security Badges

Company

  • About
  • Community
  • Blog
  • API Docs
  • Advertise

2026 Skills Directory. All rights reserved.

Back to skills

Tcr Pipeline

ASecurity

End-to-end TCR/BCR repertoire analysis from FASTQ to clonotype diversity metrics. Use when analyzing immune repertoire sequencing data from bulk or single-cell experiments.

2 stars
0 votes
0 copies
0 views
Added 9/22/2026
testingbashapi

Works with

cliapi

Security Analysis

A100/100

Scanned 9/22/2026

Install to Claude Code

$npx -y skills add peacezha/HPClaw --skill tcr-pipeline --agent claude-code

Installs into .claude/skills of the current project.

Are you the author of Tcr Pipeline?

Add the live security badge to your README — it updates automatically with every re-scan.

Security grade badge for Tcr Pipeline
[![Security: A — Skills Directory](https://www.skillsdirectory.com/api/skills/peacezha-tcr-pipeline/badge)](https://www.skillsdirectory.com/skills/peacezha-tcr-pipeline)

More formats (shields.io, HTML) on the badges page.

Download Zip
Files
SKILL.md
---
name: bio-workflows-tcr-pipeline
description: End-to-end TCR/BCR repertoire analysis from FASTQ to clonotype diversity metrics. Use when analyzing immune repertoire sequencing data from bulk or single-cell experiments.
tool_type: cli
primary_tool: MiXCR
---

## Version Compatibility

Reference examples tested with: MiXCR 4.6+, VDJtools 1.2.1+

Before using code patterns, verify installed versions match. If versions differ:
- CLI: `<tool> --version` then `<tool> --help` to confirm flags

If code throws ImportError, AttributeError, or TypeError, introspect the installed
package and adapt the example to match the actual API rather than retrying.

# TCR/BCR Analysis Pipeline

**"Analyze my TCR/BCR repertoire sequencing data end-to-end"** -> Orchestrate MiXCR clonotype extraction, VDJtools diversity/repertoire analysis, Immcantation SHM and lineage analysis, and visualization of V/J gene usage and clonal dynamics.

## Pipeline Overview

```
FASTQ -> MiXCR align -> Assemble -> Export -> VDJtools diversity -> Visualization
```

## Step 1: MiXCR Processing

```bash
# Align reads to V(D)J segments
mixcr align -s hsa -p rna-seq \
    R1.fastq.gz R2.fastq.gz \
    aligned.vdjca

# Assemble clonotypes
mixcr assemble aligned.vdjca clones.clns

# Export
mixcr exportClones clones.clns clones.txt
```

## Step 2: VDJtools Analysis

```bash
# Convert to VDJtools format
vdjtools Convert -S mixcr clones.txt vdjtools/

# Diversity metrics
vdjtools CalcDiversityStats vdjtools/clones.txt diversity/

# Sample overlap
vdjtools CalcPairwiseDistances vdjtools/*.txt overlap/
```

## Step 3: Visualization

```bash
# Spectratype plot
vdjtools PlotFancySpectratype vdjtools/clones.txt spectra/

# V usage
vdjtools PlotFancyVJUsage vdjtools/clones.txt usage/
```

## QC Checkpoints

1. **After alignment**: Check V/J assignment rate (>70% typical)
2. **After assembly**: Verify clonotype count and coverage
3. **After diversity**: Compare metrics to expected range

## Related Skills

- tcr-bcr-analysis/mixcr-analysis - Detailed MiXCR usage
- tcr-bcr-analysis/vdjtools-analysis - Diversity metrics
- tcr-bcr-analysis/repertoire-visualization - Plots
- immunoinformatics/tcr-epitope-binding - annotate clonotype specificity by clustering + lookup (de-novo prediction for unseen epitopes does not work)

Attribution

peacezhapeacezha
View sourceMore from peacezha →
SSkills DirectorySkills Directory

Ship a skill? Prove it's safe.

Free 120-pattern security scan, letter grade, and an embeddable README badge.

Submit a skill

Is this your skill, or is something wrong with this listing? Request removal or report an issue. Author removals are honored within 72 hours.

Comments (0)

No comments yet. Be the first to comment!

SSkills DirectorySkills Directory

Ship a skill? Prove it's safe.

Free 120-pattern security scan, letter grade, and an embeddable README badge.

Submit a skill

Related Skills

Screen Reader Testing

Practical guide to testing web applications with screen readers for comprehensive accessibility validation.

397921 votes

Tdd Workflow

在编写新功能、修复错误或重构代码时使用此技能。强制执行测试驱动开发,包含单元测试、集成测试和端到端测试,覆盖率超过80%。

2456590 votes

Python Testing

使用pytest、TDD方法、夹具、模拟、参数化和覆盖率要求的Python测试策略。

2456590 votes

Springboot Tdd

使用JUnit 5、Mockito、MockMvc、Testcontainers和JaCoCo进行Spring Boot的测试驱动开发。适用于添加功能、修复错误或重构时。

2456590 votes

Golang Testing

Go测试模式包括表格驱动测试、子测试、基准测试、模糊测试和测试覆盖率。遵循TDD方法论,采用地道的Go实践。

2456590 votes
View all in testing →