hirag

hirag is a command for Claude Code from POWERFULMOVES/PMOVES.AI. It costs 0 tokens per session (415 once invoked), scanned A, original, no licence file.

A query tool for Hi-RAG v2, a system that retrieves relevant information from a knowledge collection using more than one search method.

In plain words
What is it for?
Use it to ask the retrieval system for knowledge and context related to a task.
Why use it?
It helps find supporting context when the needed information is spread across stored material.

Command for Claude Code

Written for Claude Code: installed under .claude/.

Good fit Use it to ask the retrieval system for knowledge and context related to a task.

Compare 6 commands from other repositories ↓
Install with agentmods
npx agentmods add commands/powerfulmoves/pmoves.ai/hirag
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/POWERFULMOVES/PMOVES.AI

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 hirag

README.md
[![agentmods](https://agentmods.dev/badge/commands/powerfulmoves/pmoves.ai/hirag.svg)](https://agentmods.dev/commands/powerfulmoves/pmoves.ai/hirag)
Your own site
<a href="https://agentmods.dev/commands/powerfulmoves/pmoves.ai/hirag"><img src="https://agentmods.dev/badge/commands/powerfulmoves/pmoves.ai/hirag.svg" alt="Measured on agentmods" height="20"></a>
Per session 0 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 415 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown 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 $0.00000 $0.00415
Opus 5 $0.00000 $0.00208
Sonnet 5 $0.00000 $0.00083
Haiku 4.5 $0.00000 $0.00042

Measured 2d ago against content hash 57b139d4a599, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-07, from the pricing page.

Security

Grade A, and why

hirag scanned grade A with 1 finding 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.

Makes network callslowCapability

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

curl -X POST http://localhost:8086/hirag/query \
.claude/commands/search/hirag.md · 50 lines

The source is not reproduced here

A licence we could not identify

The repository carries a LICENSE file, but it is custom or dual enough that GitHub cannot name it and neither can this catalogue. Unknown terms are not permission, so the body is not copied here. Read the licence at the source and decide for yourself.

Read it on GitHub

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 · 50 lines · 0 tokens per session scan A 57b139d4a599

Subscribe to this mod's changes

hirag is a command published in the GitHub repository POWERFULMOVES/PMOVES.AI (7 stars, last pushed today), with no licence file. It costs nothing until one of its globs matches a file; then it loads 415 tokens. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-04.