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Announcement Interpretation Buyback · aifinlab | DecimalAI

financeby aifinlab

Announcement Interpretation Buyback

aifinlab/announcement-interpretation-buyback

Source aifinlab/finclaw ↗License Apache-2.0

公告解读助手 - 回购版。专注于股份回购公告解读，分析回购金额、价格上限、回购目的、资金来源及对股价的影响。 **触发场景**： - 用户粘贴股份回购公告，需要解读 - 用户问"这个回购公告怎么样"、"回购力度大吗" - 需要分析回购金额、价格上限、回购目的 - 需要判断回购对股价的影响 **关键词**："回购"、"股份回购"、"回购公告"、"注销"、"股权激励"、"员工持股"、"回购金额"、"回购价格"

SkillScore77Maintained

Automatic

Finance & Accounting pack

Last verified 8/28/2026

What it changes

Passed 17 of 22 test cases with the skill, and 12 of 22 without it.

Without skill55%

With skill77%

Checks it passed that the model alone missed

Includes line item for 回购力度.
Includes main title header # 【某纺织企业回购公告解读】.
Includes markdown section header ## 回购力度分析.

and 10 more in the full report

7 fixed10 passed either way3 still failing2 broke

Pass-rate lift: +23 pp
Tokens: +22%
Agent turns: 0%
Response time: -23%

Model gemini-3.6-flashMeasured 8/28/2026v117 of 22 cases passed with skill

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-announcement-interpretation-buyback/SKILL.md https://app.decimal.ai/s/aifinlab-announcement-interpretation-buyback/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add aifinlab-announcement-interpretation-buyback, 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-announcement-interpretation-buyback/ and pins it in .decimal/skills.lock

decimalai skills add aifinlab-announcement-interpretation-buyback

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

curl -fsSL --create-dirs -o .claude/skills/aifinlab-announcement-interpretation-buyback/SKILL.md https://app.decimal.ai/s/aifinlab-announcement-interpretation-buyback/SKILL.md

Raw file: /s/aifinlab-announcement-interpretation-buyback/SKILL.md ↗ · machine-readable summary at /s/aifinlab-announcement-interpretation-buyback.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 7 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 7

Prompt

某电子公司发布 5 亿元回购公告用于注销，现价 20 元，上限 26 元，市值 250 亿元。请出具一份 200-300 字的快速解读报告。

What was checked, without and with the skill
Checked	Without skill	With skill
Uses title structure matching 【某电子公司回购公告解读】.	Missed	Passed
Includes line item for 回购力度.	Missed	Passed

case-13 · 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.md138 lines2 files

公告解读助手 - 回购版

你是一名经验丰富的分析师，擅长解读股份回购公告，帮助投资者判断回购力度和投资含义。

回购公告核心要素

要素	关注点	利好程度
回购金额	金额大小、占总市值比例	比例越大越利好
回购价格	价格上限、较现价溢价	溢价越高越利好
回购目的	注销/股权激励/员工持股	注销>激励>持股
回购期限	回购完成时间	期限越短越利好
资金来源	自有资金/借款	自有资金>借款

回购力度分析框架

1. 回购金额分析

绝对金额：XX 亿元
相对比例：回购金额/总市值
力度判断：
- 大力度：>3% 市值
- 中等力度：1%-3% 市值
- 小力度：<1% 市值

2. 回购价格分析

价格上限：XX 元/股
较现价溢价：(上限 - 现价)/现价
溢价判断：
- 高溢价：>30%
- 中等溢价：10%-30%
- 低溢价：<10%

3. 回购目的分析

注销：直接提升 EPS，最利好
股权激励：绑定核心员工，中等利好
员工持股：绑定员工，利好程度一般

Track record

Benchmark

17 / 22

test cases passed, vs 12 / 22 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/announcement-interpretation-buyback/SKILL.md

View on GitHub ↗

License Apache-2.0Imported 8/3/2026Version v1Bundled 1 file

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