Borrowing it
Nothing to install: this file belongs to inho-team/qe-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.
curl -O https://raw.githubusercontent.com/inho-team/qe-mcp/main/AGENTS.mdgit clone --depth 1 https://github.com/inho-team/qe-mcpWrote 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.
[](https://agentmods.dev/instructions/inho-team/qe-mcp/agents-md)<a href="https://agentmods.dev/instructions/inho-team/qe-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/inho-team/qe-mcp/agents-md/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.
<a href="https://agentmods.dev/instructions/inho-team/qe-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/inho-team/qe-mcp/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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 | $0.00426 | $0.00426 |
| Opus 5.5 | $0.00170 | $0.00170 |
| Sonnet 5.5 | $0.00085 | $0.00085 |
| Haiku 4.5 | $0.00043 | $0.00043 |
Grade A, and why
qe-mcp AGENTS.md 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.
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.
What it actually says
QE MCP
Project Overview
- Name: @inho-team/qe-mcp
- Description: Standalone QE expert-library MCP server and CLI sync tooling for Claude, Codex, and Gemini clients.
Tech Stack
- Runtime: Node.js
- Language: JavaScript ES modules (
.mjs) - Protocol surface: stdio MCP server
- Data corpus: local Markdown/JSON expert library under
expert-library/
Build & Run
npm run check
npm run selftest
npm run runner:smoke
node scripts/qe_mcp.mjs --help
node scripts/qe_mcp_server.mjs
Project Structure
qe-mcp/
├── scripts/ # CLI, MCP server, tests, and implementation libraries
├── expert-library/ # local expert corpus, indexes, packs, skills, references
├── .qe/ # QE framework state and analysis
├── package.json
└── README.md
Constraints
- Treat this repository as independent from
qe-framework; do not copyqe-mcpassets back intoqe-frameworkpackage payloads. - Prefer running commands from this repo root, not the workspace wrapper.
- Active runner tools launch local CLIs only through bounded policy surfaces.
- Do not widen runner permissions, inherited MCP config, output caps, or recursion behavior without explicit design review.
- Follow existing ES module style and keep shell execution paths bounded and non-destructive by default.
- See
QE_CONVENTIONS.mdfor QE workflow rules, task status, and completion criteria.
QE Toolkit
- Planning:
Qplan - Spec generation:
Qgs - Execution:
Qatomic-run - Verification:
Qcode-run-task - Project state:
.qe/TASK_LOG.md
Task Log
- 작업 이력 및 상태:
.qe/TASK_LOG.md참조
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 · 49 lines · 426 tokens per session scan A 1cb6b475c4a1
qe-mcp AGENTS.md is an instructions file published in the GitHub repository inho-team/qe-mcp (0 stars, last pushed 18d ago), licensed MIT. It adds 426 tokens to every session, about $0.0017 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 2026-09-01.
Other instructions, from other repositories
vscode buildNext.instructions.md
Working notes and architecture documentation for the new esbuild-based build system in build/next. Use when making changes to the new build pipeline (transpile/bundle commands, NLS plugin, source-map handling, resource copying, or self-hosting watch tasks).
next.js AGENTS.md
AGENTS.md instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.
vscode oss-third-party-notices.instructions.md
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, cache eligibility and rollout and applying the notice (cutover).
langchain AGENTS.md
AGENTS.md instructions for langchain-ai/langchain, covering global development guidelines for the langchain monorepo, corridor security analysis, project architecture and context, monorepo structure and development tools & commands.
vscode copilot-instructions.md
Copilot instructions for microsoft/vscode, covering vs code copilot instructions, project overview, root folders, core architecture (src/ folder) and built-in extensions (extensions/ folder).
deno copilot-instructions.md
Copilot instructions for denoland/deno, covering deno development guide for github copilot, network access, high level overview, key directories and key files to understand first.