batch-inference-analysis SKILL.md skillB
batch-inference-analysis 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/batch-inference-analysis@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/batch-inference-analysis/SKILL.md- Versions recorded
- 3
- Latest version
- git:20260919.a5c8006, committed Sep 19, 2026
- First version recorded
- Aug 29, 2026
- Size
- 14,919 bytes
- Repository stars
- 1,774
- License
- AGPL-3.0
批量推理结果分析 — 用 QuantMind 选股策略方法论分析每日信号、行业轮动、个股分数区间、负分参考。在 QuantBot / Claude Code 中分析批量推理结果、解读每日信号、判断市场状态、选股决策、做空参考时使用。触发词：分析批量推理、解读信号、每日选股、市场状态判断、行业轮动分析、负分参考、信号分析、批次分析、选股决策.
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。
# 批量推理结果分析技能
基于 QuantMind 选股策略方法论，分析批量推理产出的每日信号，做出入场/选股/买卖/做空决策。
## 数据基础
批量推理产出：
- **batch**：多个交易日的推理集合（`/models/inference/batch/{batch_id}`）
- `member_runs`：每个交易日的 run 记录（run_id/trade_date/signals_count）
- **单日 run**：`/models/inference/runs/{run_id}`
- `items`：5377+ 只股票信号，每只含 `fusion_score`（分数）/`board`（板块）/`industry`（行业）/`market_cap_tier`（市值分档）/`trend`（趋势）/`prev_score`/`prev2_score`/`next_score`
## 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 $TOKEN"
```
## 1. 拉取批量推理数据
```bash
# 1. 批量推理历史
curl -s -H "$AUTH" "$BASE/api/v1/models/inference/batches?page=1&page_size=10"
# 2. 某批次详情（含 member_runs 每日记录）
curl -s -H "$AUTH" "$BASE/api/v1/models/inference/batch/{batch_id}"
# 3. 单日 run 信号（分析数据源）
curl -s -H "$AUTH" "$BASE/api/v1/models/inference/runs/{run_id}"
```
…Read the whole file at its exact version.
How to install
mdr add qusong0627/quantmind/batch-inference-analysis@sha256:cbdf549acc22b634The 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_oca6lrc77lbakc7d)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between Aug 29, 2026 and Sep 19, 2026, about one every 11 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260919.a5c8006 latest | 2026-09-19 | a5c8006 | 14,919 B | B | view · diff |
| git:20260829.c9fd96c | 2026-08-29 | c9fd96c | 16,756 B | B | view · diff |
| git:20260829.cda0e48 | 2026-08-29 | cda0e48 | 16,758 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 (14919 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_oca6lrc77lbakc7d GET https://markdownregistry.com/api/v1/resolve?ref=qusong0627/quantmind/batch-inference-analysis GET https://markdownregistry.com/api/v1/blob/cbdf549acc22b6346fb31f3a98125b4ca0f899a7217dea6fb175e15aff819384
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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.