How do I use QCM MCP Server?

1. Click on "Deploy Server". 2. Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state. 3. In the chat, type @ followed by the MCP server name and your instructions, e.g., "@QCM MCP Server Run a quality audit on the recent batch recall and identify systemic gaps." That's it! The server will respond to your query, and you can continue using it as needed. Here is a step-by-step guide with screenshots.

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QCM MCP Server

by GYINT

Overview Schema Source Related Servers Discussions Admin

Python

Hybrid

QCM · Quality Crisis Management

Skill for quality issue resolution guidance. v1.0.0 release · Encapsulates "quality crisis handling + system governance assessment + knowledge accumulation" into a reusable problem-solving pipeline.

Status Version Tests License

5-Second Overview

# MCP server（10 工具：问题解决核心 6 + Infoseek 协同 3 + 插件 1）
python scripts/mcp_server.py

输入场景 → 协议匹配（action-orders 14 章）→ 场景路由（意图×领域）→ 4 形态输出
案例应用 / 决策卡片 / 评估报告 / 快速响应（防御性标注 + 缺口协同）

Related MCP server: LogicMCP Server

🎉 v1.0.0 Release Highlights

Capability	Description
🏗️ 4-tier architecture	Strict separation of output/protocol/input/underlying layers + validation layer + collaboration layer (5 paradigms throughout)
📜 14-chapter protocol authority	action-orders.md as the single source of truth: AO cards / crisis management / trigger matrix / double zeroing / 4 governance layers
🧭 Scenario routing and consumption	Intent × domain → form × component dynamic composition (confidence gate + no-match fallback)
🧩 Component pool: three mechanisms	Normalized registration (capacity constraints) + popularity tiers (new/active/stable) + constraint mapping (intent × D × complexity)
🛡️ Defensive output	`[unverified]` annotation + data timeliness + boundary statements + no-rephrase rule
🤝 Infoseek collaboration	5-gap triggering + hybrid strategy with 3 phases + L0→L3 fallback chain (optional dependency)
✅ Regression all green	38 suites PASS + validator 96/96 + guard 9 checks 0 issues

Quick Start

1. Install / Upgrade

pip install -r requirements.txt          # 核心依赖（PyYAML）
pip install -r requirements-optional.txt # 可选能力（LLM / GraphQL / OTel 等）
# 完整依赖说明见 DEPENDENCIES.md

2. MCP Integration

The project provides .mcp.json (dual-server configuration, loadable directly by clients such as Claude/Codex):

{
  "mcpServers": {
    "qcm-search": {
      "command": "${QCM_ROOT}/scripts/mcp_server.py",
      "args": ["--transport", "stdio"],
      "env": {
        "QCM_ROOT": "${QCM_ROOT}",
        "QCM_AUTH_TOKEN": "${QCM_AUTH_TOKEN}"
      }
    },
    "infoseek-search": {
      "command": "${INFOSEEK_ROOT}/scripts/infoseek_mcp_server.py",
      "args": ["--transport", "stdio"],
      "env": {
        "INFOSEEK_ROOT": "${INFOSEEK_ROOT}"
      }
    }
  }
}

💡 On Windows, set command to python3 and args: ["脚本路径", "--transport", "stdio"].

Tool list (10 in total):

Issue Resolution Core – 6: qcm_research / qcm_decide / qcm_solve_problem / qcm_score_source / qcm_audit / qcm_validate
Infoseek collaboration – 3: qcm_attribution / qcm_attribution_phase / qcm_gap_detect
Plugin extension – 1: qcm_plugin_echo (hot-reload example)

3. Environment Variables

Variable	Purpose	Default
`QCM_ROOT`	QCM installation root (path normalization)	Self-derived
`INFOSEEK_ROOT`	Infoseek installation root (cross-Skill collaboration)	Probe list
`QCM_KEYWORDS`	Overrides the keyword-library path	references/config/keyword.yaml
`MCP_AUTH_TOKEN`	MCP authentication Token	—

Document	Purpose
SKILL.md	Full Skill definition (concepts / capabilities / trigger words)
version _history.md	External version history
DEPENDENCIES.md	External dependency list + purpose + degradation paths
API _KEYS.md	External API Key list + benefits (no real key values)
references/protocol/action-orders.md	Single authority for the 14-chapter protocol
references/contract/	Input contracts (mds-input + guidelines)
references/config/	Keyword library + routing + component configuration
docs/CHANGELOG.md	Version changelog
docs/INSTALL.md	Installation guide
docs/TROUBLESHOOTING.md	Troubleshooting
tests/	Test suites (38, aggregated by `run_all.py`)

Version Roadmap

Version	Status	Notes
v1.0.0	🟢 Current release	Version normalization · 4-tier architecture · 14-chapter protocol · scenario routing and consumption · component pool three mechanisms
0.0.0-pre	✅ Historical	Pre-release baseline (original internal V8.3.1 system; history archived in docs/CHANGELOG.md)
Future	🟡 Pending	Keyword hit-rate elimination · `suggest_research` wiring · industry knowledge expansion

Test Matrix

⚠️ The case counts are suite-reported (PASS counts). Entry point: python tests/run_all.py (script style, not pytest).

Suite Group	Suite Count	Category
engines (8)	qcm_all / cross / loop / combo / super / reverse / full / solution / giant	Engine regression
basic (20)	qcm_mcp v0.1→v0.9 series	MCP protocol + capability evolution
protocol (8)	v1.1→v1.6 series (GraphQL / OTel / BS / WS / dual-channel)	Advanced protocols
main (2)	qcm_v82_test (27 suites) / qcm_router_sequence (15 suites)	Scenario routing / route risk regression

Environment notes: v021 (requires LLM Key) and v071 (Infoseek ws removed) automatically SKIP when the environment is missing so as not to report false FAIL; v131/v151 require the OTel dependency (env_restore.sh --deps one-click restore).

Project Structure

QCM/
├── SKILL.md               # Skill 定义（yfm + 文档）
├── manifest.yaml          # 平台 manifest
├── skill_meta.json        # 元数据（版本/范式/维度/输出形态）
├── README.md              # 本文件
├── version_history.md     # 版本历史
├── DEPENDENCIES.md        # 依赖声明
├── API_KEYS.md            # Key 声明（不含真实值）
├── core/                  # 核心库（路由/组装/验证/组件扫描/缺口检测）
│   ├── router.py          # 场景路由（意图×领域 → 形态×组件）
│   ├── assembler.py       # 输出组装（母模板锚点提取）
│   ├── validator.py       # 4 形态验证器（96/96）
│   ├── component_scan.py  # 组件热度分级
│   └── gap_detector.py    # 5 维缺口检测
├── scripts/               # 适配层 + MCP server + 工具模块
│   ├── mcp_server.py      # MCP server 门面（10 工具）
│   ├── infoseek_bridge.py # QCM↔Infoseek 归因桥（L0→L3 降级）
│   ├── sync_manifest.py   # 双绑校验
│   ├── config_sync.py     # 守卫 9 检
│   └── ...
├── references/            # 协议 + 契约 + 词库 + 配置 + 索引
│   ├── protocol/action-orders.md  # 14 章协议权威
│   ├── contract/          # mds-input + 输入指引
│   ├── config/            # keyword/entities/components/constraint 等 10 配置
│   └── index/             # cases/knowledge-base/masters/tools 索引
├── components/            # 组件池（28 组件，索引自动生成勿手改）
├── outputs/               # 4 形态模板（唯一真源）
├── plugins/               # 插件扩展（热加载）
├── deploy/                # 部署资产（docker/k8s/monitoring/api）
├── docs/                  # CHANGELOG / INSTALL / TROUBLESHOOTING / eval
└── tests/                 # 38 套件（basic/protocol/engines + 主测试）

Contributing & Feedback

Bug report: include qcm --version (or server startup logs) + a minimal reproducible case
Protocol issues: include the relevant action-orders section number
Feature requests: include use cases + expected output form
Test failures: run python tests/run_all.py and provide the full output

v1.0.0 | 4-tier architecture · 14-chapter protocol · 4 forms · scenario routing and consumption · component pool three mechanisms | industry-wide quality crisis management | Apache-2.0 License

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