quantmind-operations SKILL.md skillB
quantmind-operations from qusong0627/quantmind is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add qusong0627/quantmind/quantmind-operations@git:20261003.8b2ea6aPins git:20261003.8b2ea6a in mdr.lock. Pin the fingerprint instead.
- Audit grade
- B, 16 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- qusong0627/quantmind
- Path
skills/quantmind-operations/SKILL.md- Versions recorded
- 5
- Latest version
- git:20261003.8b2ea6a, committed Oct 3, 2026
- First version recorded
- Aug 29, 2026
- Size
- 21,621 bytes
- Repository stars
- 1,774
- License
- AGPL-3.0
QuantMind 平台运营操作技能 — 覆盖模型训练、模型管理、后台数据更新、字段信息查询、RSS 新闻对接与分析。在 QuantBot / Claude Code 中处理模型训练、数据同步、新闻分析等任务时使用。触发词：模型管理、数据更新、字段信息、RSS、新闻分析、查看数据、同步数据.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
> ⚙️ 本技能遵循公共运行环境契约（最高优先级，先于本文其余内容执行）：
> 详见 [_shared/env-contract.md](../_shared/env-contract.md)，执行前先读它。
# QuantMind 运营操作技能
QuantMind 量化平台的完整运营操作指南。所有 API 都通过 API 网关（默认 `http://127.0.0.1:8000` 或 `http://192.168.31.68:3080`）访问，统一加 `/api/v1` 前缀。
## 认证
所有请求需要 Bearer Token：
```bash
# 获取 token（admin 账号）
TOKEN=$(curl -s -X POST $BASE/api/v1/auth/login \
-H "Content-Type: application/json" \
-d '{"username":"admin","password":"admin123","tenant_id":"default"}' \
| python3 -c "import sys,json; print(json.load(sys.stdin).get('access_token',''))")
# 通用请求头
AUTH="Authorization: Bearer $TOKEN"
CT="Content-Type: application/json"
```
## 1. 模型训练（5 步流程）
模型训练分 **5 步**，与前端 ModelTrainingPage 一致：
```
特征选择 → 训练目标 → 参数配置 → 执行训练 → 结果入库
```
### 1.1 特征选择（筛选输入因子）
```bash
# 获取特征字典（类别/数量由 QuantDB l1_factors 动态生成，以接口返回为准）
curl -s -H "$AUTH" "$BASE/api/v1/models/feature-catalog"
# 带数据覆盖统计（含建议训练/验证/测试区间）
curl -s -H "$AUTH" "$BASE/api/v1/models/feature-catalog?include_coverage=true"
# 管理端特征字典（含扫描详情）
curl -s -H "$AUTH" "$BASE/api/v1/admin/models/feature-catalog"
```
选择特征 key 列表（如 `["mom_ret_5d", "vol_std_20"]`）或按类别（`feature_categories`）。
…Read the whole file at its exact version.
How to install
mdr add qusong0627/quantmind/quantmind-operations@sha256:6fb07087364b19bcThe line at the top of this page pins the label git:20261003.8b2ea6a, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_atpg5iwyac2nalxl)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Aug 29, 2026 and Oct 3, 2026, about one every 9 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261003.8b2ea6a latest | 2026-10-03 | 8b2ea6a | 21,621 B | B | view · diff |
| git:20261003.52c5a22 | 2026-10-03 | 52c5a22 | 21,707 B | B | view · diff |
| git:20260919.a5c8006 | 2026-09-19 | a5c8006 | 21,384 B | B | view · diff |
| git:20260913.d790e2e | 2026-09-13 | d790e2e | 23,186 B | B | view · diff |
| git:20260829.c9fd96c | 2026-08-29 | c9fd96c | 22,651 B | B | view |
Audit of the latest version
- fail: No link to a raw IP address (matched: http://127.0.0.1:8000)
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (21621 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No script tag
Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.
Source
qusong0627/quantmind · 1,774 stars · license AGPL-3.0 · pushed 2026-10-22 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_atpg5iwyac2nalxl GET https://markdownregistry.com/api/v1/resolve?ref=qusong0627/quantmind/quantmind-operations GET https://markdownregistry.com/api/v1/blob/6fb07087364b19bcc5d6b3a5a132b0f4db06e5f867f44c3efaeab3e066ee75d5
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.