github-issue-prioritizer

github-issue-prioritizer is a skill for Claude Code from richfrem/agent-plugins-skills. It costs 73 tokens per session (653 once invoked), scanned A, original, MIT.

A tool for ranking GitHub issues from P0 to P3 using signals such as severity, how often a problem occurs, and whether it blocks work. GitHub is a service for hosting code and tracking issues.

In plain words
What is it for?
Use it to assign issue priority labels and update priority fields in GitHub Projects.
Why use it?
It helps teams turn scattered bug reports into a consistent order of work and keep GitHub priorities synchronized.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter.

Needs its repository: it runs a file that does not travel with it, so clone the repository first. The line is python3 plugins/agent-scaffolders/scripts/audit_skill.py plugins/dev-utils/skills/github-issue-prioritizer --mode source.

Part of the dev-utils plugin — 19 skills shipped together

Good fit Use it to assign issue priority labels and update priority fields in GitHub Projects.

Compare 6 skills from other repositories ↓
Install

Getting it into your agent

It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.

Clone the repo
git clone --depth 1 https://github.com/richfrem/agent-plugins-skills
agentmods
npx agentmods add skills/richfrem/agent-plugins-skills/github-issue-prioritizer

Made for: Claude Code.

Or install dev-utils, the plugin that ships this one along with the rest of its 19 skills.

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 github-issue-prioritizer

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

Your own site · 80×15
<a href="https://agentmods.dev/skills/richfrem/agent-plugins-skills/github-issue-prioritizer"><img src="https://agentmods.dev/badge/skills/richfrem/agent-plugins-skills/github-issue-prioritizer.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 73 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 653 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 $0.00073 $0.00653
Opus 5.5 $0.00029 $0.00261
Sonnet 5.5 $0.00015 $0.00131
Haiku 4.5 $0.00007 $0.00065

Measured 17d ago against content hash 7f2565890892, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

github-issue-prioritizer 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 17d ago.

The scan reads SKILL.md. This mod also ships 2 executable files (scripts/gh_issue_prioritize.py, tests/test_gh_issue_prioritize.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

plugins/dev-utils/skills/github-issue-prioritizer/SKILL.md · 63 lines

How it starts

The opening of the file, as written. The whole thing — 63 lines — stays where its author put it; the contents beside it link to each section on GitHub.

GitHub Issue Prioritizer (github-issue-prioritizer)

Computes deterministic priority ranks (P0-P3) for GitHub issues from friction tiers, recurrence frequency, and blockages.

Contents

Critical Constraints

  • Scope Boundary: USE ONLY for calculating priority ranks (P0-P3) and syncing priority labels/fields. DO NOT USE for logging issues (use github-issue-agent).
  • Deterministic Formula: Calculate priority ranks strictly using the weighted matrix in priority-matrix.md without manual override inflation.
  • Dry-Run Default: Preview calculated scores and proposed label diffs before mutating GitHub metadata.
  • Rate-Limit Hygiene: Batch queries when prioritizing bulk backlogs to avoid secondary GitHub API limits.

Quick start

# Calculate priority score and preview update (dry-run)
python3 plugins/dev-utils/skills/github-issue-prioritizer/scripts/gh_issue_prioritize.py --issue 42

# Execute live priority label and Projects v2 update
python3 plugins/dev-utils/skills/github-issue-prioritizer/scripts/gh_issue_prioritize.py --issue 42 --execute

Workflow

  1. Phase 1: Issue Inspection: Retrieve issue metadata, friction tier labels (tier:*), and linked blocker relationships.
  2. Phase 2: Score Calculation: Evaluate score via matrix formula considering tier severity, recurrence count, and pipeline blocks.
  3. Phase 3: Payload Preview: Review proposed priority designation (priority:P0 through priority:P3) in preview mode.
  4. Phase 4: Label & Field Sync: Apply the resulting priority label and update GitHub Projects v2 fields using --execute.

Verification

# Audit skill compliance
python3 plugins/agent-scaffolders/scripts/audit_skill.py plugins/dev-utils/skills/github-issue-prioritizer --mode source

References

Read the full file on GitHub · 63 lines

Files

What ships with it

6 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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. 17d ago Changed · +21 lines 7f2565890892
  2. 1mo ago Changed · -13 lines · +30 tokens per session 3d753fad1916
  3. 1mo ago First seen · 55 lines · 43 tokens per session scan A b45bfa227000

Subscribe to this mod's changes

github-issue-prioritizer is a skill published in the GitHub repository richfrem/agent-plugins-skills (7 stars, last pushed yesterday), licensed MIT. It adds 73 tokens to every session and 653 once invoked, about $0.0003 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.