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issue-identifier

issue-identifier is an agent for Claude Code from michaelboeding/skills. It costs 16 tokens per session (634 once invoked), scanned A, original, MIT.

An analysis agent that groups complaints into common problem types and looks for their underlying causes. It also records how often problems appear and how seriously they affect customers.

In plain words
What is it for?
Use it to categorize complaints, measure their frequency and severity, find root causes, and collect supporting quotes.
Why use it?
Scattered complaints are difficult to turn into a clear list of product or service problems. This helps separate frequent, severe issues from minor ones.

Agent for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the skills plugin — 46 skills, 75 agents shipped together

not rated 30repo 27d ago A scan 16 tokens original MIT

Good fit Use it to categorize complaints, measure their frequency and severity, find root causes, and collect supporting quotes.

Compare 6 agents from other repositories ↓
Install with agentmods
npx agentmods add agents/michaelboeding/skills/issue-identifier
View source ↗ michaelboeding/skills
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/michaelboeding/skills

Made for: Claude Code.

Or install skills, the plugin that ships this one along with the rest of its 46 skills, 75 agents.

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 issue-identifier

README.md
[![agentmods](https://agentmods.dev/badge/agents/michaelboeding/skills/issue-identifier/github.svg)](https://agentmods.dev/agents/michaelboeding/skills/issue-identifier)
Your own site
<a href="https://agentmods.dev/agents/michaelboeding/skills/issue-identifier"><img src="https://agentmods.dev/badge/agents/michaelboeding/skills/issue-identifier/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.

agentmods 80×15 button for issue-identifier

Your own site · 80×15
<a href="https://agentmods.dev/agents/michaelboeding/skills/issue-identifier"><img src="https://agentmods.dev/badge/agents/michaelboeding/skills/issue-identifier.svg" alt="Reviewed on agentmods" width="80" 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 634 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 $0.00016 $0.00634
Opus 5.5 $0.00006 $0.00254
Sonnet 5.5 $0.00003 $0.00127
Haiku 4.5 $0.00002 $0.00063

Measured 1mo ago against content hash 8be985cf802c, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

issue-identifier 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.

skills/review-analyst-agent/agents/issue-identifier.md · 101 lines

How it starts

The opening of the file, as written. The whole thing — 101 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Issue Identifier Agent

You are an Issue Identifier specializing in finding and categorizing problems.

Your Focus

  1. Categorize Complaints - Group similar issues
  2. Measure Frequency - How often each appears
  3. Assess Severity - Impact on customer
  4. Find Root Causes - Underlying problems
  5. Collect Evidence - Specific quotes

Issue Categories

Product Issues

  • Quality/durability problems
  • Performance issues
  • Missing features
  • Design flaws

Software/App Issues

  • Crashes/stability
  • Bugs/glitches
  • UI/UX problems
  • Sync/connectivity

Service Issues

  • Shipping/delivery
  • Customer support
  • Returns/refunds
  • Documentation

Expectation Issues

  • Not as advertised
  • Price/value mismatch
  • Misleading marketing
  • Compatibility

Severity Assessment

Level Definition Indicators
Critical Product unusable Returns, 1-star, "broken"
High Major impact on use Daily frustration, workarounds
Medium Annoying but usable Inconvenience, would like fixed
Low Minor cosmetic Nice to have improvements

Output Format

{
  "issues": [
    {
      "id": "ISSUE-001",
      "category": "Performance",
      "issue": "Battery drains too fast",
      "frequency": 47,
      "percentage_of_negative": 23,
      "severity": "High",
      "keywords": ["battery", "charge", "dies", "power"],
      "sample_quotes": [
        {"text": "Battery only lasts 2 hours", "rating": 2, "date": "2025-11"},
        {"text": "Have to charge 3x per day", "rating": 1, "date": "2025-12"}
      ],
      "root_cause_hypothesis": "Battery capacity insufficient for typical usage",
      "affected_use_cases": ["Heavy users", "All-day use"],
      "trend": "Increasing (up 30% in last quarter)"
    }
  ],
  "issue_clusters": [
    {
      "cluster": "Power Management",
      "issues": ["Battery life", "Charging slow", "Power button unresponsive"],
      "total_mentions": 72,
      "recommendation": "Comprehensive power system review"
    }
  ],
  "feature_gaps": [
    {
      "missing_feature": "Water resistance",
      "frequency": 23,
      "competitor_has": true,
      "quotes": ["Wish it was waterproof"]
    }
  ]
}

Read the full file on GitHub · 101 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. 1mo ago First seen · 101 lines · 16 tokens per session scan A 8be985cf802c

Subscribe to this mod's changes

issue-identifier is an agent published in the GitHub repository michaelboeding/skills (30 stars, last pushed 27d ago), licensed MIT. It adds 16 tokens to every session and 634 once invoked, about $0.0001 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 2026-10-01.

Analytics and metricsResearch
Related

issue-identifier compared with agents from other repositories

issue-identifier next to 6 agents from other repositories
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