Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add SteveGJones/ai-first-sdlc-practices --skill traceability-exportgit clone --depth 1 https://github.com/SteveGJones/ai-first-sdlc-practicesWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/stevegjones/ai-first-sdlc-practices/traceability-export)<a href="https://agentmods.dev/skills/stevegjones/ai-first-sdlc-practices/traceability-export"><img src="https://agentmods.dev/badge/skills/stevegjones/ai-first-sdlc-practices/traceability-export/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/stevegjones/ai-first-sdlc-practices/traceability-export"><img src="https://agentmods.dev/badge/skills/stevegjones/ai-first-sdlc-practices/traceability-export.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00045 | $0.00578 |
| Opus 5.5 | $0.00018 | $0.00231 |
| Sonnet 5.5 | $0.00009 | $0.00116 |
| Haiku 4.5 | $0.00005 | $0.00058 |
Grade A, and why
traceability-export scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
What it actually says
Export Traceability Matrix
Produce an audit-friendly REQ↔DES↔TEST traceability matrix.
Arguments
<format>—csvormarkdown<feature-id>— short slug for the feature[output-path]— optional. Defaults todocs/specs/<feature-id>/traceability.<ext>where.extis.csvor.md.
Steps
FORMAT="$1"
FEATURE_ID="$2"
OUTPUT_PATH="${3:-}"
if [ -z "$FORMAT" ] || [ -z "$FEATURE_ID" ]; then
echo "Usage: traceability-export <format> <feature-id> [output-path]" >&2
exit 1
fi
case "$FORMAT" in
csv|markdown) ;;
*)
echo "format must be one of: csv, markdown" >&2
exit 1
;;
esac
FEATURE_DIR="docs/specs/$FEATURE_ID"
if [ -z "$OUTPUT_PATH" ]; then
case "$FORMAT" in
csv) OUTPUT_PATH="$FEATURE_DIR/traceability.csv" ;;
markdown) OUTPUT_PATH="$FEATURE_DIR/traceability.md" ;;
esac
fi
python3 << PYEOF
from pathlib import Path
from sdlc_programme_scripts.programme.traceability import (
TraceabilityError, export_csv, export_markdown,
)
format = "$FORMAT"
feature_id = "$FEATURE_ID"
feature_dir = Path("$FEATURE_DIR")
output_path = Path("$OUTPUT_PATH")
try:
if format == "csv":
text = export_csv(feature_dir, feature_id)
elif format == "markdown":
text = export_markdown(feature_dir, feature_id)
except TraceabilityError as e:
print(f"ERROR: {e}", flush=True)
raise SystemExit(1)
output_path.parent.mkdir(parents=True, exist_ok=True)
output_path.write_text(text)
print(f"Wrote {format} traceability matrix to {output_path}")
PYEOF
Done
Report:
- Format used (csv or markdown)
- Output path
- Number of REQ rows in the matrix
- Any orphan REQs (declared but no DES/TEST satisfying them) — these are coverage gaps the team should resolve
Model selection
This skill runs deterministic Python helpers. Smaller models are sufficient.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 1mo ago First seen · 86 lines · 45 tokens per session scan A 22ebc170b582
traceability-export is a skill published in the GitHub repository SteveGJones/ai-first-sdlc-practices (41 stars, last pushed 15d ago), licensed MIT. It adds 45 tokens to every session and 578 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.
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