ai-ide-strategy-writing SKILL.md skillB

ai-ide-strategy-writing from qusong0627/quantmind is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add qusong0627/quantmind/ai-ide-strategy-writing@git:20260919.a5c8006

Pins 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/ai-ide-strategy-writing/SKILL.md
Versions recorded
5
Latest version
git:20260919.a5c8006, committed Sep 19, 2026
First version recorded
Aug 29, 2026
Size
10,051 bytes
Repository stars
1,774
License
AGPL-3.0

AI-IDE 写策略与执行 — 用 AI 生成 Qlib 量化策略代码、Docker 容器执行策略/回测、自然语言条件选股、策略落库。在 QuantBot / Claude Code 中让 AI 写策略、生成 Qlib 策略、执行策略回测、云端保存策略时使用。触发词:AI写策略、写策略、生成策略、策略代码、AI-IDE、运行策略、执行策略、帮我写个策略、云端策略.

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。

# AI-IDE 写策略技能

AI-IDE 用 AI 生成 Qlib 量化策略代码,并在 **Docker 容器**中隔离执行(策略运行 / 回测)。核心入口是 `/api/v1/ai-ide/execute/*`。

## 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"
```

## 0. AI 服务(LLM)配置与自定义请求头

AI-IDE / QuantAgent / QuantBot 的 LLM 通道统一走「个人中心 → AI 服务」配置(持久化在 `user_profiles`):

```bash
# 读取当前配置(api_key 已脱敏)
curl -s -H "$AUTH" "$BASE/api/v1/ai-ide/config/llm"

# 保存配置(自定义网关/模型:可带自定义请求头)
curl -s -X POST -H "$AUTH" -H "$CT" "$BASE/api/v1/ai-ide/config/llm" -d '{
  "provider": "custom",
  "model": "your-model",
  "base_url": "https://your-gateway.example.com",
  "qwen_api_key": "sk-...",
  "extra_headers": "{\"x-opencode-session\": \"<session-id>\"}"
}'

# 测试连通(字段同上)
curl -s -X POST -H "$AUTH" -H "$CT" "$BASE/api/v1/ai-ide/config/llm/test" -d '{ ... }'
```
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add qusong0627/quantmind/ai-ide-strategy-writing@sha256:8a705bf9bbab4c42

The 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_zkcvnazmpsnyxdxb.svg)](https://markdownregistry.com/a/art_zkcvnazmpsnyxdxb)

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 Sep 19, 2026, about one every 5 days.

versioncommittedcommitsizeaudit
git:20260919.a5c8006 latest2026-09-19 a5c8006 10,051 BB view · diff
git:20260913.d790e2e2026-09-13 d790e2e 11,888 BB view · diff
git:20260906.f481c4e2026-09-06 f481c4e 10,519 BB view · diff
git:20260829.c9fd96c2026-08-29 c9fd96c 8,299 BB view · diff
git:20260829.cda0e482026-08-29 cda0e48 8,301 BB view

Audit of the latest version

B  16 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • 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 (10051 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

GitHub

qusong0627/quantmind · 1,774 stars · license AGPL-3.0 · pushed 2026-10-22 · branch master

API

GET https://markdownregistry.com/api/v1/artifacts/art_zkcvnazmpsnyxdxb
GET https://markdownregistry.com/api/v1/resolve?ref=qusong0627/quantmind/ai-ide-strategy-writing
GET https://markdownregistry.com/api/v1/blob/8a705bf9bbab4c428bee612c519e227d9ce906c6a2ba3b9c736d1f1e9e006219

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.

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