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Risk-to-Jira Transformer · grcengclub | DecimalAI

productivityby grcengclub

Risk-to-Jira Transformer

grcengclub/risk-to-jira-transformer

Source grcengclub/claude-grc-engineering ↗License NOASSERTION

Converts unstructured risk assessments into structured Jira tickets. Extracts Likelihood, Impact, Mitigation from natural language and generates JSON formatted for Jira API with clear Definition of Done criteria.

SkillScore95Maintained

Automatic

Security & AppSec pack

Last verified 8/23/2026

What it changes

Passed 21 of 22 test cases with the skill, and 7 of 22 without it.

Without skill32%

With skill95%

Checks it passed that the model alone missed

The customfield_10001 value is Low
The priority name field is Critical
The customfield_10002 value is High

and 16 more in the full report

14 fixed7 passed either way1 still failing0 broke

Pass-rate lift: +64 pp
Tokens: -3%
Agent turns: 0%
Response time: -34%

Model gemini-3.6-flashMeasured 8/23/2026v121 of 22 cases passed with skill

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/grcengclub-risk-to-jira-transformer/SKILL.md https://app.decimal.ai/s/grcengclub-risk-to-jira-transformer/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add grcengclub-risk-to-jira-transformer, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/grcengclub-risk-to-jira-transformer/ and pins it in .decimal/skills.lock

decimalai skills add grcengclub-risk-to-jira-transformer

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/grcengclub-risk-to-jira-transformer/SKILL.md https://app.decimal.ai/s/grcengclub-risk-to-jira-transformer/SKILL.md

Raw file: /s/grcengclub-risk-to-jira-transformer/SKILL.md ↗ · machine-readable summary at /s/grcengclub-risk-to-jira-transformer.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 14 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 14

Prompt

Convert this risk finding into a Jira JSON object for our infrastructure engineering backlog under project tag INFRA: 'Kubernetes worker nodes running outdated kernel version susceptible to local privilege escalation. High likelihood, High impact. Mitigation: Apply kernel patch across node pool.'

What was checked, without and with the skill
Checked	Without skill	With skill
The project key field value is INFRA	Passed	Passed
The priority name field is Critical	Missed	Passed

case-11 · gemini-3.6-flash · 8/23/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md78 linessingle file

Risk-to-Jira Transformer

Converts unstructured risk assessments into structured engineering tickets. Turns "Risk Management" into "Task Management."

Quick Commands

Transform a risk assessment:

node plugins/grc-engineer/scripts/transform-risk.js "Vulnerability in authentication service discovered during pen test. High likelihood, critical impact. Mitigation: Implement OAuth2 with PKCE." SEC

Transform with custom project:

node plugins/grc-engineer/scripts/transform-risk.js "<risk description>" INFRA

Input Format

Accepts natural language risk descriptions. Automatically extracts:

Risk Description - What is the risk?
Likelihood - How likely is it to occur? (Low/Medium/High/Critical)
Impact - What is the impact? (Low/Medium/High/Critical)
Mitigation - How to address it?
Affected Systems - Which systems are impacted?

Output Format

Generates JSON formatted for Jira API:

{
  "fields": {
    "project": { "key": "SEC" },
    "summary": "Implement OAuth2 with PKCE for authentication service",
    "description": "...",
    "issuetype": { "name": "Security Task" },
    "priority": { "name": "Critical" },

Track record

Benchmark

21 / 22

test cases passed, vs 7 / 22 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

grcengclub / claude-grc-engineering

plugins/grc-engineer/skills/risk-to-jira-transformer/SKILL.md

View on GitHub ↗

License NOASSERTIONImported 8/3/2026Version v1

More skills from the same source and nearby in the registry, with their headline benchmark lift.

Ready to supercharge your AI agents?

See it in action

What's inside

Risk-to-Jira Transformer

Quick Commands

Input Format

Output Format

Track record

Benchmark

Adoption

SkillSafety

Source

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