backtest-center SKILL.md skillB
backtest-center 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/backtest-center@git:20260919.a5c8006Pins git:20260919.a5c8006 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- B, 16 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- qusong0627/quantmind
- Path
skills/backtest-center/SKILL.md- Versions recorded
- 4
- Latest version
- git:20260919.a5c8006, committed Sep 19, 2026
- First version recorded
- Aug 29, 2026
- Size
- 9,411 bytes
- Repository stars
- 1,774
- License
- AGPL-3.0
回测中心 — 快速回测、专家模式、回测历史、策略对比、参数优化、策略管理、高级分析。在 QuantBot / Claude Code 中运行 Qlib 回测、对比策略、优化参数、分析回测结果、管理策略时使用。触发词：回测、回测中心、运行回测、策略对比、参数优化、回测历史、专家模式、高级分析、模型回测、推理回测.
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。
# 回测中心技能
QuantMind 回测中心的完整操作指南。覆盖 7 大功能：快速回测、专家模式、回测历史、策略对比、参数优化、策略管理、高级分析。
## 架构
回测走 **engine 服务**（8001）的 Qlib 引擎，API 网关（8000）代理。核心路径前缀见下文 `qlib/*` 各节。
## 认证
```bash
BASE=http://127.0.0.1:8000
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',''))")
AUTH="Authorization: Bearer $TOKEN"
CT="Content-Type: application/json"
```
## 1. 快速回测（单次 Qlib 回测）
### 1.0 向量化极速回测（新）
`QlibBacktestRequest.use_vectorized: bool`（默认 false）触发**向量化极速引擎**（纯 pandas 矩阵运算，全市场近 1 年从 500s+ 降到秒级~分钟级）。
```bash
curl -s -X POST -H "$AUTH" -H "$CT" "$BASE/api/v1/qlib/backtest" \
-d '{
"strategy_type": "CustomStrategy",
"strategy_content": "STRATEGY_CONFIG = {...}",
"model_id": "mdl_cn_xxx",
"start_date": "2025-01-01",
"end_date": "2025-12-31",
"universe": "csi300",
"initial_capital": 1000000,
"benchmark": "000300.SH",
"use_vectorized": true,
…Read the whole file at its exact version.
How to install
mdr add qusong0627/quantmind/backtest-center@sha256:ed395f07ee064014The line at the top of this page pins the label git:20260919.a5c8006, 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_e4knit52jds7kjde)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Aug 29, 2026 and Sep 19, 2026, about one every 7 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260919.a5c8006 latest | 2026-09-19 | a5c8006 | 9,411 B | B | view · diff |
| git:20260913.d790e2e | 2026-09-13 | d790e2e | 11,183 B | B | view · diff |
| git:20260829.c9fd96c | 2026-08-29 | c9fd96c | 11,244 B | B | view · diff |
| git:20260829.cda0e48 | 2026-08-29 | cda0e48 | 11,246 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 (9411 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_e4knit52jds7kjde GET https://markdownregistry.com/api/v1/resolve?ref=qusong0627/quantmind/backtest-center GET https://markdownregistry.com/api/v1/blob/ed395f07ee06401468af222a46a0ed08c5c69cfea760b6df17ac7e9b9401bb82
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.