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n8n-io/n8n
Load before calling data-tables or parse-file. An agent skill from n8n-io/n8n.
Builds traceability matrices connecting requirements to design documents to source code implementation, tracking the complete development lifecycle.
$ npx skills add ArabelaTso/Skills-4-SE --skill traceability-matrix-generator -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ArabelaTso/Skills-4-SE traceability-matrix-generator --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/ArabelaTso/Skills-4-SE.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/traceability-matrix-generator .claude/skills/traceability-matrix-generator && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "traceability-matrix-generator" agent skill from https://github.com/ArabelaTso/Skills-4-SE/tree/main/skills/traceability-matrix-generator into .claude/skills/traceability-matrix-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "traceability-matrix-generator", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/ArabelaTso/Skills-4-SE/tree/main/skills/traceability-matrix-generatorType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add ArabelaTso/Skills-4-SE --skill traceability-matrix-generator -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ArabelaTso/Skills-4-SE traceability-matrix-generator --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ArabelaTso/Skills-4-SE.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/traceability-matrix-generator .agents/skills/traceability-matrix-generator && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "traceability-matrix-generator" agent skill from https://github.com/ArabelaTso/Skills-4-SE/tree/main/skills/traceability-matrix-generator into .agents/skills/traceability-matrix-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "traceability-matrix-generator", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add ArabelaTso/Skills-4-SE --skill traceability-matrix-generator -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ArabelaTso/Skills-4-SE traceability-matrix-generator --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ArabelaTso/Skills-4-SE.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/traceability-matrix-generator .cursor/skills/traceability-matrix-generator && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "traceability-matrix-generator" agent skill from https://github.com/ArabelaTso/Skills-4-SE/tree/main/skills/traceability-matrix-generator into .cursor/skills/traceability-matrix-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "traceability-matrix-generator", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/ArabelaTso/Skills-4-SE.git --path skills/traceability-matrix-generator--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add ArabelaTso/Skills-4-SE --skill traceability-matrix-generator -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ArabelaTso/Skills-4-SE traceability-matrix-generator --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ArabelaTso/Skills-4-SE.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/traceability-matrix-generator .gemini/skills/traceability-matrix-generator && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "traceability-matrix-generator" agent skill from https://github.com/ArabelaTso/Skills-4-SE/tree/main/skills/traceability-matrix-generator into .gemini/skills/traceability-matrix-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "traceability-matrix-generator", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install ArabelaTso/Skills-4-SE traceability-matrix-generatorInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add ArabelaTso/Skills-4-SE --skill traceability-matrix-generator -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ArabelaTso/Skills-4-SE.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/traceability-matrix-generator .github/skills/traceability-matrix-generator && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "traceability-matrix-generator" agent skill from https://github.com/ArabelaTso/Skills-4-SE/tree/main/skills/traceability-matrix-generator into .github/skills/traceability-matrix-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "traceability-matrix-generator", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add ArabelaTso/Skills-4-SE --skill traceability-matrix-generator -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ArabelaTso/Skills-4-SE traceability-matrix-generator --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ArabelaTso/Skills-4-SE.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/traceability-matrix-generator .opencode/skills/traceability-matrix-generator && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "traceability-matrix-generator" agent skill from https://github.com/ArabelaTso/Skills-4-SE/tree/main/skills/traceability-matrix-generator into .opencode/skills/traceability-matrix-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "traceability-matrix-generator", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
traceability-matrix-generatorBuilds traceability matrices connecting requirements to design documents to source code implementation, tracking the complete development lifecycle.
Traceability Matrix Generator is an agent skill from ArabelaTso/Skills-4-SE. Builds traceability matrices connecting requirements to design documents to source code implementation, tracking the complete development lifecycle. Use when you need to verify implementation completeness, ensure all requirements are implemented in code, generate compliance documentation, audit requirement coverage, identify orphaned code, or create traceability reports for stakeholders. Supports parsing requirements from Markdown, Word, and PDFs; extracting design from architecture docs and API specs; and…
Its SKILL.md is about 5k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including reference files (for example `references/code_scanning.md` and `references/extraction_patterns.md`).
It sits in Documents & Office, covering OpenAPI specifications, Excel spreadsheets and CSV and tabular files. It works with Microsoft Excel. The repository describes itself as: A curated list of 180+ useful Claude Skills for Software Engineering and resources for customizing AI for SE workflows. The licence is Apache-2.0.
7 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 4f38503. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md (its code samples are python, markdown, yaml, java and javascript).
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Traceability Matrix Generator loads about 5k tokens when it runs, and up to ~11k if it reads all its reference files. Until then it costs about 162 tokens; SKILL.md has 456 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from ArabelaTso/Skills-4-SE at commit 4f38503, republished under its Apache-2.0 licence (© ArabelaTso). 456 words, ~4,972 tokens.
.claude/skills/traceability-matrix-generator/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.Build comprehensive traceability matrices linking requirements → design → implementation across the software development lifecycle.
A traceability matrix documents relationships between:
Benefits:
Gather all traceability sources from the project.
Requirements Sources:
requirements.md, REQUIREMENTS.txtDesign Sources:
DESIGN.md, architecture documentsImplementation Sources:
*.py, *.java, *.js, etc.)Checklist:
Parse requirements and assign unique identifiers.
Common Requirement Formats:
Markdown with IDs:
## REQ-001: User Authentication
The system shall allow users to log in with email and password.
## REQ-002: Password Reset
Users shall be able to reset forgotten passwords via email.User Stories:
### US-123: As a user, I want to search products
So that I can find items quickly
**Acceptance Criteria:**
- Search box on homepage
- Results display in < 1 second
- Filter by categoryNumbered Lists:
1. **REQ-AUTH-001**: System must support OAuth 2.0
2. **REQ-AUTH-002**: Sessions expire after 24 hours
3. **REQ-DATA-001**: Data must be encrypted at restExtraction Script (Python):
import re
from pathlib import Path
def extract_requirements(file_path):
"""Extract requirements with IDs from markdown file."""
requirements = []
with open(file_path, 'r') as f:
content = f.read()
# Pattern: REQ-XXX or US-XXX or similar
pattern = r'^#+\s*([A-Z]+-[A-Z0-9-]+):\s*(.+?)$'
for match in re.finditer(pattern, content, re.MULTILINE):
req_id = match.group(1)
req_title = match.group(2)
requirements.append({
'id': req_id,
'title': req_title,
'source': file_path.name,
'type': 'requirement'
})
return requirements
# Usage
reqs = extract_requirements(Path('requirements.md'))
for req in reqs:
print(f"{req['id']}: {req['title']}")Manual Extraction:
If documents lack IDs, assign them:
Original: "Users can filter search results"
→ Assign: REQ-SEARCH-001: Users can filter search resultsFor detailed requirement extraction patterns, see references/extraction_patterns.md.
Identify design elements and link to requirements.
Design Linking Patterns:
Explicit References in Design Docs:
## Authentication Service (REQ-001, REQ-002)
**Architecture:**
- OAuth 2.0 provider integration (REQ-AUTH-001)
- Session management module (REQ-AUTH-002)
- Password reset workflow (REQ-002)
**API Endpoints:**
- `POST /auth/login` - Implements REQ-001
- `POST /auth/reset` - Implements REQ-002API Specifications:
# openapi.yaml
paths:
/auth/login:
post:
summary: User login endpoint
x-requirements: [REQ-001, REQ-AUTH-001]
description: Implements user authenticationArchitecture Diagrams:
[Component Diagram]
- AuthService → Implements REQ-001, REQ-002
- UserDatabase → Supports REQ-DATA-001
- EmailService → Enables REQ-002Extraction Example:
def extract_design_links(design_file):
"""Extract design artifacts and linked requirements."""
design_artifacts = []
with open(design_file, 'r') as f:
content = f.read()
# Find headers with requirement references
pattern = r'^#+\s*(.+?)\s*\((.+?)\)$'
for match in re.finditer(pattern, content, re.MULTILINE):
artifact_name = match.group(1)
req_refs = match.group(2)
# Parse requirement IDs
req_ids = re.findall(r'[A-Z]+-[A-Z0-9-]+', req_refs)
design_artifacts.append({
'name': artifact_name,
'requirements': req_ids,
'source': design_file.name,
'type': 'design'
})
return design_artifactsSearch source code for requirement references.
Code Annotation Patterns:
Docstrings (Python):
def authenticate_user(email, password):
"""Authenticate user credentials.
Implements: REQ-001, REQ-AUTH-001
Args:
email: User email address
password: User password
Returns:
Authentication token if successful
"""
# Implementation...Comments (Java):
/**
* User authentication service
* @implements REQ-001 User login
* @implements REQ-AUTH-001 OAuth support
*/
public class AuthenticationService {
// Implementation...
}Comments (JavaScript):
/**
* Password reset functionality
* Implements: REQ-002
*/
function resetPassword(email) {
// Implementation...
}Scanning Script:
def scan_code_for_requirements(code_dir):
"""Scan source code for requirement references."""
implementations = []
for file_path in Path(code_dir).rglob('*.py'):
with open(file_path, 'r') as f:
content = f.read()
# Find requirement references in comments/docstrings
matches = re.finditer(
r'(?:Implements?|Satisfies|Covers):\s*([A-Z]+-[A-Z0-9-]+(?:,\s*[A-Z]+-[A-Z0-9-]+)*)',
content,
re.IGNORECASE
)
for match in matches:
req_ids = [r.strip() for r in match.group(1).split(',')]
# Find containing function/class
lines_before = content[:match.start()].split('\n')
for i in range(len(lines_before) - 1, -1, -1):
if 'def ' in lines_before[i] or 'class ' in lines_before[i]:
code_element = lines_before[i].strip()
break
else:
code_element = "Unknown"
implementations.append({
'file': str(file_path),
'element': code_element,
'requirements': req_ids,
'type': 'implementation'
})
return implementationsFor comprehensive code scanning patterns, see references/code_scanning.md.
Combine all extracted data into a structured matrix.
Data Structure:
traceability_matrix = {
'REQ-001': {
'requirement': {
'id': 'REQ-001',
'title': 'User Authentication',
'source': 'requirements.md'
},
'design': [
{
'name': 'Authentication Service',
'source': 'design.md'
}
],
'implementation': [
{
'file': 'auth/service.py',
'element': 'def authenticate_user()'
}
]
},
# ... more requirements
}Building Script:
def build_traceability_matrix(requirements, design_artifacts, implementations):
"""Build complete traceability matrix."""
matrix = {}
# Initialize with requirements
for req in requirements:
matrix[req['id']] = {
'requirement': req,
'design': [],
'implementation': []
}
# Link design artifacts
for design in design_artifacts:
for req_id in design.get('requirements', []):
if req_id in matrix:
matrix[req_id]['design'].append(design)
# Link implementations
for impl in implementations:
for req_id in impl.get('requirements', []):
if req_id in matrix:
matrix[req_id]['implementation'].append(impl)
return matrixExport matrix in multiple formats for different audiences.
Markdown Table:
# Traceability Matrix
| Requirement | Title | Design | Implementation | Status |
|-------------|-------|--------|----------------|--------|
| REQ-001 | User Authentication | Authentication Service | auth/service.py::authenticate_user() | ✓ Complete |
| REQ-002 | Password Reset | Auth Service | auth/service.py::reset_password() | ✓ Complete |
| REQ-003 | Data Encryption | - | - | ⚠ Missing |Generation Script:
def generate_markdown_table(matrix):
"""Generate markdown traceability table."""
lines = [
"# Traceability Matrix\n",
"| Requirement | Title | Design | Implementation | Status |",
"|-------------|-------|--------|----------------|--------|"
]
for req_id, data in sorted(matrix.items()):
req = data['requirement']
design = ', '.join([d['name'] for d in data['design']]) or '-'
impl = ', '.join([f"{i['file']}::{i['element']}" for i in data['implementation']]) or '-'
# Determine status
if data['design'] and data['implementation']:
status = '✓ Complete'
elif data['design'] or data['implementation']:
status = '⚠ Partial'
else:
status = '❌ Missing'
lines.append(f"| {req_id} | {req['title']} | {design} | {impl} | {status} |")
return '\n'.join(lines)CSV Export:
import csv
def generate_csv(matrix, output_file):
"""Generate CSV traceability matrix."""
with open(output_file, 'w', newline='') as f:
writer = csv.writer(f)
# Header
writer.writerow([
'Requirement ID',
'Title',
'Source',
'Design Artifacts',
'Implementation Files',
'Status'
])
# Data rows
for req_id, data in sorted(matrix.items()):
req = data['requirement']
design_str = '; '.join([d['name'] for d in data['design']])
impl_str = '; '.join([f"{i['file']}" for i in data['implementation']])
if data['design'] and data['implementation']:
status = 'Complete'
elif data['design'] or data['implementation']:
status = 'Partial'
else:
status = 'Missing'
writer.writerow([
req_id,
req['title'],
req['source'],
design_str,
impl_str,
status
])HTML Interactive Visualization:
def generate_html_visualization(matrix, output_file):
"""Generate interactive HTML traceability matrix."""
html = """
<!DOCTYPE html>
<html>
<head>
<title>Traceability Matrix</title>
<style>
table { border-collapse: collapse; width: 100%; }
th, td { border: 1px solid #ddd; padding: 8px; text-align: left; }
th { background-color: #4CAF50; color: white; }
tr:nth-child(even) { background-color: #f2f2f2; }
.complete { color: green; }
.partial { color: orange; }
.missing { color: red; }
.filter { margin: 20px 0; }
</style>
</head>
<body>
<h1>Traceability Matrix</h1>
<div class="filter">
<label>Filter by status:</label>
<select id="statusFilter" onchange="filterTable()">
<option value="all">All</option>
<option value="complete">Complete</option>
<option value="partial">Partial</option>
<option value="missing">Missing</option>
</select>
</div>
<table id="matrixTable">
<thead>
<tr>
<th>Requirement</th>
<th>Title</th>
<th>Design</th>
<th>Implementation</th>
<th>Status</th>
</tr>
</thead>
<tbody>
"""
for req_id, data in sorted(matrix.items()):
req = data['requirement']
design = '<br>'.join([d['name'] for d in data['design']]) or '-'
impl = '<br>'.join([f"{i['file']}" for i in data['implementation']]) or '-'
if data['design'] and data['implementation']:
status_class = 'complete'
status_text = '✓ Complete'
elif data['design'] or data['implementation']:
status_class = 'partial'
status_text = '⚠ Partial'
else:
status_class = 'missing'
status_text = '❌ Missing'
html += f"""
<tr class="{status_class}">
<td>{req_id}</td>
<td>{req['title']}</td>
<td>{design}</td>
<td>{impl}</td>
<td class="{status_class}">{status_text}</td>
</tr>
"""
html += """
</tbody>
</table>
<script>
function filterTable() {
var filter = document.getElementById('statusFilter').value;
var rows = document.querySelectorAll('#matrixTable tbody tr');
rows.forEach(function(row) {
if (filter === 'all' || row.classList.contains(filter)) {
row.style.display = '';
} else {
row.style.display = 'none';
}
});
}
</script>
</body>
</html>
"""
with open(output_file, 'w') as f:
f.write(html)Identify incomplete traceability and generate recommendations.
Gap Analysis:
def analyze_gaps(matrix):
"""Identify gaps in traceability."""
gaps = {
'missing_design': [], # Requirements without design
'missing_implementation': [], # Requirements without code
'complete': [], # Fully traced requirements
'orphaned_code': [] # Code without requirements (if tracked)
}
for req_id, data in matrix.items():
req = data['requirement']
if not data['design'] and not data['implementation']:
# Completely untraced
gaps['missing_design'].append(req_id)
gaps['missing_implementation'].append(req_id)
elif not data['design']:
gaps['missing_design'].append(req_id)
elif not data['implementation']:
gaps['missing_implementation'].append(req_id)
else:
gaps['complete'].append(req_id)
return gaps
def generate_gap_report(gaps):
"""Generate gap analysis report."""
report = ["# Traceability Gap Analysis\n"]
report.append(f"## Summary")
report.append(f"- ✓ Complete: {len(gaps['complete'])} requirements")
report.append(f"- ⚠ Missing Design: {len(gaps['missing_design'])} requirements")
report.append(f"- ⚠ Missing Implementation: {len(gaps['missing_implementation'])} requirements\n")
if gaps['missing_design']:
report.append("## Requirements Without Design")
for req_id in gaps['missing_design']:
report.append(f"- {req_id}")
report.append("")
if gaps['missing_implementation']:
report.append("## Requirements Without Implementation")
for req_id in gaps['missing_implementation']:
report.append(f"- {req_id}")
report.append("")
report.append("## Recommendations")
if gaps['missing_design']:
report.append("- Create design documents for undesigned requirements")
if gaps['missing_implementation']:
report.append("- Implement missing requirements or update requirement status")
return '\n'.join(report)Coverage Metrics:
def calculate_coverage(matrix):
"""Calculate traceability coverage metrics."""
total = len(matrix)
with_design = sum(1 for data in matrix.values() if data['design'])
with_impl = sum(1 for data in matrix.values() if data['implementation'])
complete = sum(1 for data in matrix.values()
if data['design'] and data['implementation'])
return {
'total_requirements': total,
'design_coverage': (with_design / total * 100) if total > 0 else 0,
'implementation_coverage': (with_impl / total * 100) if total > 0 else 0,
'complete_coverage': (complete / total * 100) if total > 0 else 0
}from pathlib import Path
# Step 1: Collect artifacts
req_file = Path('requirements.md')
design_file = Path('design.md')
code_dir = Path('src/')
# Step 2-4: Extract data
requirements = extract_requirements(req_file)
design_artifacts = extract_design_links(design_file)
implementations = scan_code_for_requirements(code_dir)
# Step 5: Build matrix
matrix = build_traceability_matrix(requirements, design_artifacts, implementations)
# Step 6: Generate outputs
with open('traceability.md', 'w') as f:
f.write(generate_markdown_table(matrix))
generate_csv(matrix, 'traceability.csv')
generate_html_visualization(matrix, 'traceability.html')
# Step 7: Analyze gaps
gaps = analyze_gaps(matrix)
coverage = calculate_coverage(matrix)
print(f"Coverage: {coverage['complete_coverage']:.1f}% complete")
print(generate_gap_report(gaps))Compliance Auditing:
Impact Analysis:
Quality Assurance:
For detailed information:
© ArabelaTso, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 2 other files (references) in skills/traceability-matrix-generator of ArabelaTso/Skills-4-SE.
Open the folder on GitHubat commit 4f38503
Traceability Matrix Generator next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Traceability Matrix Generator this skillArabelaTso/Skills-4-SE | 253 | — | ~5k | Automated safety check: Pass | Apache-2.0 | |
| Data Table Managern8n-io/n8n | 207k | — | ~2.3k | Automated safety check: Pass | Custom licence | |
| Instrument Data To Allotropeaws-samples/amazon-bedrock-agents-healthcare-lifesciences | 274 | 2 repos | ~2.7k | Automated safety check: Pass | Apache-2.0 | |
| Markitshift-labs-ai/markit | 1.3k | — | ~299 | Automated safety check: Pass | MIT | |
| Convert Fileduckdb/duckdb-skills | 600 | 1 repos | ~720 | Automated safety check: Notes | MIT | |
| Research Integrity Auditxuzhougeng/wisp-science | 1k | — | ~2.6k | Automated safety check: Pass | AGPL-3.0 |
n8n-io/n8n
Load before calling data-tables or parse-file. An agent skill from n8n-io/n8n.
aws-samples/amazon-bedrock-agents-healthcare-lifesciences
Convert laboratory instrument output files (PDF, CSV, Excel, TXT) to Allotrope Simple Model (ASM) JSON format or flattened 2D CSV.
shift-labs-ai/markit
Convert files and URLs to Markdown. An agent skill from shift-labs-ai/markit.
duckdb/duckdb-skills
Convert any data file to another format: CSV, Parquet, JSON, Excel, GeoJSON, and more.
xuzhougeng/wisp-science
学术审查 / research-integrity screening of a manuscript's figures and reported numbers.
eclipse-rdf4j/rdf4j
Parse JMH result text by finding the first header line that starts with Benchmark and contains Mode and Score, build a structured table for all columns/rows, compare overlapping benchmarks across 2+…
ArabelaTso/Skills-4-SE
Generate prioritized CVE watchlists and actionable security recommendations for repositories.
ArabelaTso/Skills-4-SE
Automatically migrate Python web applications between frameworks (Flask → FastAPI, Django → FastAPI).
ArabelaTso/Skills-4-SE
Generate test cases using metamorphic testing by applying transformations based on metamorphic properties.
ArabelaTso/Skills-4-SE
Instruments programs to capture execution traces specifically for reproducing reported bugs, enabling consistent replay and diagnosis of failures.
ArabelaTso/Skills-4-SE
Automatically migrate Spring MVC applications to Spring Boot.
ArabelaTso/Skills-4-SE
Instrument programs (Python, C/C++, Java) to capture snapshots of key program states at runtime, including variables, memory, and call stacks.
Works with
Categories
Builds traceability matrices connecting requirements to design documents to source code implementation, tracking the complete development lifecycle. Traceability Matrix Generator is an agent skill from ArabelaTso/Skills-4-SE. Builds traceability matrices connecting requirements to design documents to source code implementation, tracking the complete development lifecycle.
Traceability Matrix Generator fits situations like: you need to verify implementation completeness; ensure all requirements are implemented in code; generate compliance documentation; audit requirement coverage.
Run `npx skills add ArabelaTso/Skills-4-SE --skill traceability-matrix-generator -a claude-code`. Or copy the skill folder (skills/traceability-matrix-generator in ArabelaTso/Skills-4-SE) into .claude/skills/traceability-matrix-generator in your project. Claude Code loads it when a task matches its description.
Run `npx skills add ArabelaTso/Skills-4-SE --skill traceability-matrix-generator -a codex`. Or copy the skill folder (skills/traceability-matrix-generator in ArabelaTso/Skills-4-SE) into .agents/skills/traceability-matrix-generator in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add ArabelaTso/Skills-4-SE --skill traceability-matrix-generator -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/traceability-matrix-generator, .gemini/skills/traceability-matrix-generator, .github/skills/traceability-matrix-generator and .opencode/skills/traceability-matrix-generator in your project.
SKILL.md names no scripts, command-line tools or credentials: Traceability Matrix Generator is instructions for the agent only. Our summary lists: Python 3.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Traceability Matrix Generator is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 5k tokens (SKILL.md is roughly 20k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 6k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Traceability Matrix Generator: Data Table Manager (n8n-io/n8n, 207k stars), Instrument Data To Allotrope (aws-samples/amazon-bedrock-agents-healthcare-lifesciences, 274 stars), Markit (shift-labs-ai/markit, 1.3k stars) and Convert File (duckdb/duckdb-skills, 600 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
ArabelaTso (a GitHub user) maintains it in ArabelaTso/Skills-4-SE, which has 253 GitHub stars. The repository holds 150 skills in this directory. The repository was last updated on August 21, 2026.
Source: ArabelaTso/Skills-4-SE on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.