backlog

backlog is a command for coding agents from wangke19/gemini-ai-helpers. It costs 16 tokens per session (6,201 once invoked), scanned C, a copy of backlog, Apache-2.0.

A JIRA backlog helper that finds unassigned tickets or tickets assigned only to bots, then recommends work across different priority levels. JIRA is a system teams use to track tasks and bugs.

In plain words
What is it for?
Use it to review suitable backlog work, find neglected tickets, and choose among critical, high, normal, and low-priority tasks.
Why use it?
It helps when you have capacity but do not know which available ticket is worth picking up.

Command

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.

agentmods
npx agentmods add commands/wangke19/gemini-ai-helpers/backlog
Clone the repo
git clone --depth 1 https://github.com/wangke19/gemini-ai-helpers

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 backlog

README.md
[![agentmods](https://agentmods.dev/badge/commands/wangke19/gemini-ai-helpers/backlog.svg)](https://agentmods.dev/commands/wangke19/gemini-ai-helpers/backlog)
Your own site
<a href="https://agentmods.dev/commands/wangke19/gemini-ai-helpers/backlog"><img src="https://agentmods.dev/badge/commands/wangke19/gemini-ai-helpers/backlog.svg" alt="Measured on agentmods" height="20"></a>
Per session 16 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 6,201 The whole file, excluding the scripts and references it only reads on demand.
Security scan C 2 findings. Scan, not verified.
Origin 89% copy Near-identical to another mod 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 $0.00016 $0.06201
Opus 5 $0.00008 $0.03100
Sonnet 5 $0.00003 $0.01240
Haiku 4.5 $0.00002 $0.00620

Measured 2d ago against content hash 7c92fb0764ff, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-05, from the pricing page.

Security

Grade C, and why

backlog scanned grade C with 2 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 2d 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.

Harvests environment variableshighData exfiltration

Enumerating or grepping the environment for keys collects credentials unrelated to what the mod says it does.

# Extract credentials from your mcp.json file

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

**Solution:** This command uses `curl` to fetch data directly from JIRA and save to disk, then processes it with Python. It reads JIRA credentials from `~/.config/claude-code/mcp.json` - the same file used by the MCP ser
Origin

This is a copy

89% identical to backlog — 169 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

extensions/jira/commands/backlog.md · 597 lines

How it starts

The opening of the file, as written. The whole thing — 597 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Name

jira:backlog

Synopsis

/jira:backlog [project-key] [--assignee username] [--days-inactive N]

Description

The jira:backlog command helps identify suitable tickets from the JIRA backlog to work on by intelligently analyzing unassigned tickets and bot-assigned tickets. Unlike simple filtering, this command reads ticket descriptions, comments, and activity patterns to recommend the best candidates for work.

Key Feature: The command selects 2 tickets from each priority level (Critical, High, Normal, Low) that are actually available to pick up (unassigned or assigned to bots only), giving you a balanced view across all priorities so you can choose based on your expertise and preference.

Important: This command only recommends tickets that are unassigned or assigned to bots (like "OCP DocsBot"). Tickets assigned to real people are excluded, even if they have no recent activity, because they may already be claimed by someone.

This command is particularly useful for:

  • Finding tickets to work on when you have available capacity
  • Identifying unassigned or abandoned tickets that need attention
  • Getting a mix of priorities to choose from (not just critical)
  • Understanding ticket context before starting work

How it works:

  • Searches for unassigned tickets or tickets with no activity for 28+ days (configurable)
  • Filters for availability - keeps only unassigned or bot-assigned tickets
  • Analyzes ticket content - reads descriptions, comments, and activity patterns
  • Evaluates suitability - identifies tickets that are ready vs. need verification vs. may be abandoned
  • Selects intelligently - chooses the most suitable 2 tickets from each priority level
  • Provides comprehensive summaries with recommendations for each ticket

Prerequisites

This command requires JIRA credentials to be configured via the JIRA MCP server setup, even though it uses direct API calls instead of MCP commands.

1. Install the Jira Plugin

Read the full file on GitHub · 597 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. 2d ago First seen · 597 lines · 16 tokens per session scan C 7c92fb0764ff

Subscribe to this mod's changes

backlog is a command published in the GitHub repository wangke19/gemini-ai-helpers (2 stars, last pushed 5mo ago), licensed Apache-2.0. It adds 16 tokens to every session and 6,201 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it C with 2 findings (harvests environment variables, makes network calls). It is 89% identical to backlog, differing in 169 lines, and is treated as a copy.