operate

operate is a plugin for Claude Code from kimsanguine/hplan. Its manifest loads nothing; the 6 skills it bundles cost 494 tokens per session together, scanned A, original, MIT.

An operations toolkit for running AI agents in production. It organizes agent performance, reliability, costs, incidents, goals, and updates for stakeholders.

In plain words
What is it for?
Use it to create scorecards, KPIs, OKRs, reliability and cost tracking, cohort analyses, incident responses, weekly rollups, routing plans, and stakeholder reports.
Why use it?
It brings scattered production measurements and status updates into a repeatable operating process. It also helps teams learn from results and feed those lessons into future agent work.

Plugin for Claude Code

Written for Claude Code: a Claude Code plugin manifest.

Good fit Use it to create scorecards, KPIs, OKRs, reliability and cost tracking, cohort analyses, incident responses, weekly rollups, routing plans, and stakeholder reports.

Compare 6 plugins from other repositories ↓
Install in Claude Code
/plugin marketplace add kimsanguine/hplan
/plugin install operate
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/kimsanguine/hplan

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 operate

README.md
[![agentmods](https://agentmods.dev/badge/plugins/kimsanguine/hplan/operate/github.svg)](https://agentmods.dev/plugins/kimsanguine/hplan/operate)
Your own site
<a href="https://agentmods.dev/plugins/kimsanguine/hplan/operate"><img src="https://agentmods.dev/badge/plugins/kimsanguine/hplan/operate/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 operate

Your own site · 80×15
<a href="https://agentmods.dev/plugins/kimsanguine/hplan/operate"><img src="https://agentmods.dev/badge/plugins/kimsanguine/hplan/operate.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session not measured What this adds to a session before it is invoked.
When invoked not measured The manifest loads nothing itself; its 6 skills cost 494 tokens a session between them.
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.
Security

Grade A, and why

operate 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.

operate/.claude-plugin/plugin.json · 36 lines

What it actually says

{
  "name": "operate",
  "version": "1.1.0",
  "description": "Operate and continuously improve AI agents — portfolio tiering, scorecards, weekly rollups, cross-team routing, KPI/North Star/OKR design (metrics-design), reliability measurement, cost monitoring, cohort analysis, incident response, stakeholder reporting (ops-review: exec-summary 임원 보고, weekly-update 팀 주간, partner-brief 외부 파트너, stakeholder update), and PM knowledge capture (pm-engine). Use when running agents in production: measuring health, communicating status to stakeholders, learning from outcomes, and feeding insights back into the next build cycle.",
  "author": {
    "name": "AI PM Skills Contributors",
    "url": "https://github.com/kimsanguine"
  },
  "repository": "https://github.com/kimsanguine/hplan",
  "license": "MIT",
  "keywords": [
    "agent",
    "portfolio",
    "operations",
    "scorecard",
    "tiering",
    "multi-agent",
    "rollup",
    "routing",
    "kpi",
    "reliability",
    "burn-rate",
    "incident",
    "pm-engine",
    "knowledge",
    "pm",
    "agent-ecosystem",
    "stakeholder",
    "exec-summary",
    "weekly-update",
    "partner-brief",
    "status-report"
  ],
  "skills": "./skills/",
  "commands": "./commands/"
}
Contents

What it installs

The manifest is a name and a version. 6 skills travel with it, and installing the plugin installs all of them — 494 tokens a session between them. Each is measured on its own page, and each can be installed alone.

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 · 36 lines scan A 285d48d060fe

Subscribe to this mod's changes

operate is a plugin published in the GitHub repository kimsanguine/hplan (3 stars, last pushed 2mo ago), licensed MIT. Its token cost is not measured: this kind of file is read by the harness, not the model. 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 2026-08-31.