An automated quality-checking assistant for a Modular RAG MCP Server. It reads test cases from QATESTPLAN.md and runs command-line, dashboard, MCP protocol, provider-switching, and data-lifecycle tests.

Use it to execute all tests described in QATESTPLAN.md, including headless Streamlit dashboard checks and MCP JSON-RPC checks.

It removes the need to run these checks manually or operate the dashboard by hand. It also checks that data behaves correctly through its full lifecycle.

How shuoubin/RAG-MCP-SERVER configures Claude Code and Codex

Reuse

Borrowing it

Nothing to install: this file belongs to shuoubin/RAG-MCP-SERVER. 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/shuoubin/RAG-MCP-SERVER/main/.github/skills/qa-tester/SKILL.md

Clone the repo

git clone --depth 1 https://github.com/shuoubin/RAG-MCP-SERVER

Made for: Claude Code, Codex.

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.

README.md

[![agentmods](https://agentmods.dev/badge/skills/shuoubin/rag-mcp-server/qa-tester/github.svg)](https://agentmods.dev/skills/shuoubin/rag-mcp-server/qa-tester)

Your own site

<a href="https://agentmods.dev/skills/shuoubin/rag-mcp-server/qa-tester"><img src="https://agentmods.dev/badge/skills/shuoubin/rag-mcp-server/qa-tester/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.

Your own site · 80×15

<a href="https://agentmods.dev/skills/shuoubin/rag-mcp-server/qa-tester"><img src="https://agentmods.dev/badge/skills/shuoubin/rag-mcp-server/qa-tester.svg" alt="Reviewed on agentmods" width="80" 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 2,937 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.

Model	Per session	Once invoked
Fable 5.1	$0.00126	$0.02937
Opus 5.5	$0.00050	$0.01175
Sonnet 5.5	$0.00025	$0.00587
Haiku 4.5	$0.00013	$0.00294

Measured 2mo ago against content hash 26dabf406b92, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, 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 2mo 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.

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

The source is not reproduced here

No licence file

Read it on GitHub

Files

What ships with it

7 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.

2mo ago First seen · 250 lines · 126 tokens per session scan A 26dabf406b92

Subscribe to this mod's changes

qa-tester is a skill published in the GitHub repository shuoubin/RAG-MCP-SERVER (2 stars, last pushed 8mo ago), with no licence file. It adds 126 tokens to every session and 2,937 once invoked, about $0.0005 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 2026-08-31.

E2E testing Testing

qa-tester next to 6 skills from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
qa-testershuoubin/RAG-MCP-SERVER	Skill	2	8mo ago	none	A	126	Claude Code, Codex
verify-omnigentomnigent-ai/omnigent	Skill	11k	yesterday	Apache-2.0	A	100	Claude Code, Codex
test-masterJeffallan/claude-skills	Skill	12k	7d ago	MIT	A	104	Claude Code
eval-dataset-designbojieli/ai-agent-book	Skill	57k	29d ago	Apache-2.0	A	138	Claude Code, Codex
dogfoodcallstack/agent-device	Skill	5.3k	yesterday	MIT	A	55	Claude Code
cua-driverdavidondrej/skills	Skill	4.3k	3d ago	MIT	A	68	Claude Code, Codex
test-warp-uiwarpdotdev/warp	Skill	66k	yesterday	AGPL-3.0	A	55	Claude Code

RAG-MCP-SERVER: Skill for Claude Code