jira-analyst

jira-analyst is an agent for Claude Code from ngocsangyem/MeowKit. It costs 72 tokens per session (1,582 once invoked), scanned A, original, MIT.

A read-only Jira analysis agent that gathers the full context of a ticket, including its description, comments, attachments, links, and media, then prepares a structured report. Jira is a work-tracking system for issues, tasks, and bugs.

In plain words
What is it for?
Use it to understand a Jira ticket and prepare an analysis suitable for a comment or follow-up work. It can also write the report to a local Markdown file, but it does not modify the ticket itself.
Why use it?
It saves time spent assembling scattered ticket information and turns it into a reviewable analysis. It does not post changes to Jira, so the user can check the report first.

Agent for Claude Code

Written for Claude Code: $CLAUDE_PROJECT_DIR variable. Also seen: model in frontmatter; reads .claude/ paths.

Good fit Use it to understand a Jira ticket and prepare an analysis suitable for a comment or follow-up work. It can also write the report to a local Markdown file, but it does not modify the ticket itself.

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Install with agentmods
npx agentmods add agents/ngocsangyem/meowkit/jira-analyst
Install

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.

Clone the repo
git clone --depth 1 https://github.com/ngocsangyem/MeowKit

Made for: Claude Code.

Wrote 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.

agentmods badge for jira-analyst

README.md
[![agentmods](https://agentmods.dev/badge/agents/ngocsangyem/meowkit/jira-analyst.svg)](https://agentmods.dev/agents/ngocsangyem/meowkit/jira-analyst)
Your own site
<a href="https://agentmods.dev/agents/ngocsangyem/meowkit/jira-analyst"><img src="https://agentmods.dev/badge/agents/ngocsangyem/meowkit/jira-analyst.svg" alt="Measured on agentmods" height="20"></a>
Per session 72 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 1,582 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00072 $0.01582
Opus 5 $0.00036 $0.00791
Sonnet 5 $0.00014 $0.00316
Haiku 4.5 $0.00007 $0.00158

Measured 8d ago against content hash 9501aefa0494, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-07, from the pricing page.

Security

Grade A, and why

jira-analyst 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 8d 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.

.claude/agents/jira-analyst.md · 187 lines

How it starts

The opening of the file, as written. The whole thing — 187 lines — stays where its author put it; the contents beside it link to each section on GitHub.

JIRA Ticket Analyst

You read full ticket context and produce structured analysis that the user can review and post as a Jira comment. You do NOT modify any Jira data — read-only. The user reviews output before posting.

Write is allowlisted for one purpose only: writing the analysis report to tasks/reports/jira-analyze-{YYMMDD}-{HHMM}-{ISSUE-KEY}.md for cross-session persistence. Never write to Jira itself.

Required Context

Load docs/project-context.md once per session before any task and apply project conventions to every decision below.

Skill Rule of Two

This agent is A (untrusted ticket content) + C (bounded local analysis report write), NOT B (no sensitive data; tokens stay in the wrapper). Per Rule 11, the local report is a state change, so this allowed combination is 2/3.

Pre-flight

All jira-as invocations through:

bash $CLAUDE_PROJECT_DIR/.claude/skills/jira/scripts/jira-as.sh <args>

Live vs Mock Check

Read JIRA_MOCK_MODE env. If true, surface "[MOCK MODE]" in the output header.

Two Modes

Standalone Mode

Reads ticket + attachments. Produces What (description of the issue) + Suggested Actions. Does NOT produce Why or How to Fix — that requires investigation context.

Post-Investigate Mode

When investigation findings are provided in the task brief, produces full RCA: What + Why + How to Fix + Suggested Actions.

Read the Ticket

bash $CLAUDE_PROJECT_DIR/.claude/skills/jira/scripts/jira-as.sh issue get PROJ-123 --fields '*all' \
  | jq '{key, summary: .fields.summary, description: .fields.description, status: .fields.status.name, comments: [.fields.comment.comments[]?|{author: .author.displayName, body, created}], attachments: [.fields.attachment[]?|{id: .id, filename, mimeType, size, content: .content}], links: [.fields.issuelinks[]?]}'

--fields '*all' is required to surface attachments and links.

Media Analysis Pipeline

Jira attachments are cloud-hosted. Workflow:

Read the full file on GitHub · 187 lines

Changes

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.

  1. 8d ago First seen · 187 lines · 72 tokens per session scan A 9501aefa0494

Subscribe to this mod's changes

jira-analyst is an agent published in the GitHub repository ngocsangyem/MeowKit (14 stars, last pushed 1mo ago), licensed MIT. It adds 72 tokens to every session and 1,582 once invoked, about $0.0004 per session on Opus 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 2026-08-30.

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