rag_mcp: Skill for Claude Code

.claude/skills/qa-tester/SKILL.md

qa-tester is a skill for Claude Code from IcedVodka/rag_mcp. It costs 126 tokens per session (2,873 once invoked), scanned A, original, no licence file.

An automated tester for a Modular RAG MCP Server. RAG means a system that looks up relevant information before generating an answer; MCP is a protocol for connecting tools to AI agents.

In plain words
What is it for?
Use it to test the server from QATESTPLAN.md, its Streamlit dashboard, MCP communication, provider changes, and data handling.
Why use it?
It runs the planned checks without requiring someone to perform each test manually, including command-line, interface, protocol, provider, and data-lifecycle checks.

Skill for Claude Code

Written for Claude Code: installed under .claude/.

This is IcedVodka/rag_mcp's own configuration. It tells Claude Code how to work on rag_mcp itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything rag_mcp configures →

Reuse

Borrowing it

Nothing to install: this file belongs to IcedVodka/rag_mcp. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/IcedVodka/rag_mcp/main/.claude/skills/qa-tester/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/IcedVodka/rag_mcp

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 qa-tester

README.md
[![agentmods](https://agentmods.dev/badge/skills/icedvodka/rag_mcp/qa-tester.svg)](https://agentmods.dev/skills/icedvodka/rag_mcp/qa-tester)
Your own site
<a href="https://agentmods.dev/skills/icedvodka/rag_mcp/qa-tester"><img src="https://agentmods.dev/badge/skills/icedvodka/rag_mcp/qa-tester.svg" alt="Measured on agentmods" height="20"></a>
Per session 126 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,873 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 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 $0.00126 $0.02873
Opus 5 $0.00063 $0.01437
Sonnet 5 $0.00025 $0.00575
Haiku 4.5 $0.00013 $0.00287

Measured 6d ago against content hash fa2811359f8a, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-06, from the pricing page.

Security

Grade A, and why

qa-tester 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 6d ago.

The scan reads SKILL.md. This mod also ships 4 executable files (scripts/qa_bootstrap.py, scripts/qa_config.py, scripts/qa_multistep.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.

.claude/skills/qa-tester/SKILL.md · 250 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

Files

What ships with it

5 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. 6d ago First seen · 250 lines · 126 tokens per session scan A fa2811359f8a

Subscribe to this mod's changes

qa-tester is a skill published in the GitHub repository IcedVodka/rag_mcp (1 stars, last pushed 5mo ago), with no licence file. It adds 126 tokens to every session and 2,873 once invoked, about $0.0006 per session on Opus 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 2026-08-31.

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