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SKILL.md - akshare-qfii · aifinlab | DecimalAI

financeby aifinlab

SKILL.md - akshare-qfii

aifinlab/akshare-qfii

Source aifinlab/finclaw ↗License Apache-2.0

QFII/QDII数据Skill - 提供QFII持仓、QDII基金、外资动向分析 via AkShare

SkillScore63Maintained

Automatic

Finance & Accounting pack

Last verified 8/28/2026

What it changes

Passed 12 of 19 test cases with the skill, and 5 of 19 without it.

Without skill25%

With skill63%

Checks it passed that the model alone missed

Uses script `qdii_nav.py`.
Uses script `qfii_holdings.py`.
Passes `--year 2024` parameter.

and 14 more in the full report

9 fixed6 passed either way9 still failing0 broke

Pass-rate lift: +38 pp
Tokens: +1%
Agent turns: 0%
Response time: -41%

Model gemini-3.6-flashMeasured 8/28/2026v115 of 24 cases passed with skill · 19 comparable

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/aifinlab-akshare-qfii/SKILL.md https://app.decimal.ai/s/aifinlab-akshare-qfii/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add aifinlab-akshare-qfii, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/aifinlab-akshare-qfii/ and pins it in .decimal/skills.lock

decimalai skills add aifinlab-akshare-qfii

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/aifinlab-akshare-qfii/SKILL.md https://app.decimal.ai/s/aifinlab-akshare-qfii/SKILL.md

Raw file: /s/aifinlab-akshare-qfii/SKILL.md ↗ · machine-readable summary at /s/aifinlab-akshare-qfii.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 9 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 9

Prompt

请问在FinClaw架构中，用来提取全量 QDII 基金名录的 Python 脚本准确文件名是什么？

What was checked, without and with the skill
Checked	Without skill	With skill
Names `qdii_list.py` as the list script.	Missed	Passed

case-15 · gemini-3.6-flash · 8/28/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md118 lines3 filesincludes scripts

SKILL.md - akshare-qfii

技能信息

属性	内容
名称	akshare-qfii
版本	1.1.0
分类	QFII/QDII
状态	✅ 已上线
维护者	FinClaw Core Team
最后更新	2026-03-19

功能描述

QFII/QDII数据Skill，提供QFII（合格境外机构投资者）持仓、QDII（合格境内机构投资者）基金、外资动向分析等功能。

触发意图

主要触发词

"QFII"、"外资"
"QDII"、"海外基金"
"外资持仓"
"QFII重仓"
"海外投资"

Few-shot 示例

用户输入	识别意图	调用函数
QFII持仓	qfii_holdings	qfii_holdings.py --year 2024 --quarter 3
QDII基金列表	qdii_list	qdii_list.py
QDII净值	qdii_nav	qdii_nav.py --code 000041

数据源配置

数据类型	主要来源	备用来源	认证要求
QFII/QDII	AkShare	-	无需

Track record

Benchmark

12 / 19

test cases passed, vs 5 / 19 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

aifinlab / finclaw

skills/akshare-qfii/SKILL.md

View on GitHub ↗

License Apache-2.0Imported 8/3/2026Version v1Bundled 2 files · scripts

More skills from the same source and nearby in the registry, with their headline benchmark lift.

Ready to supercharge your AI agents?

See it in action

What's inside

SKILL.md - akshare-qfii

技能信息

功能描述

触发意图

主要触发词

Few-shot 示例

数据源配置

Track record

Benchmark

Adoption

SkillSafety

Source

Related skills