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Python Jieba词频统计与格式化输出 — measured AI agent skill | DecimalAI

ecnu-icalk/Python Jieba词频统计与格式化输出

NewSkillScoreMaintained

使用Python的jieba库对文本文件进行分词和词频统计，并按指定格式（词,词频）输出频率最高的N个词。

codingby ecnu-icalk

Links this skill to your agents and keeps it current with the author’s updates.

Automatic

Coding pack

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

pip install decimalai

2 · Get the skill — writes .claude/skills/ecnu-icalk-python-jieba/SKILL.md

decimalai skills pull ecnu-icalk-python-jieba --out .claude/skills/

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

curl -fsSL --create-dirs -o .claude/skills/ecnu-icalk-python-jieba/SKILL.md https://app.decimal.ai/s/ecnu-icalk-python-jieba/SKILL.md

Raw file: /s/ecnu-icalk-python-jieba/SKILL.md ↗ · machine-readable summary at /s/ecnu-icalk-python-jieba.json ↗

In productionGlobal

how this skill behaves on real traffic · last 30 days

No production data for this skill yet — usage numbers appear here once agents start running it.

Anonymized aggregate across every org using this skill — proof from real production use, not a demo.

Does this skill help? · Benchmark: with vs. withoutsign in to run this on your agents

22 test cases from the publisher’s eval.yaml · each run twice on gemini-3.6-flash — with the skill injected, then without · last run 3h ago

Yes — +32% lift-18% tokens0% turns95% of whole cases pass with skill (21/22)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-01	✗→✓	▲ Improved	-30%	0%
case-02	✗→✓	▲ Improved	10%	0%
case-03	✗→✓	▲ Improved	-12%	0%
case-07	✗→✓	▲ Improved	19%	0%
case-11	✗→✓	▲ Improved	-25%	0%

Showing 5 of 22 cases

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

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

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

ecnu-icalk / autoskill

SkillBank/ConvSkill/chinese_gpt3.5_8/python-jieba%E8%AF%8D%E9%A2%91%E7%BB%9F%E8%AE%A1%E4%B8%8E%E6%A0%BC%E5%BC%8F%E5%8C%96%E8%BE%93%E5%87%BA/SKILL.md

View on GitHub ↗

Imported 8/3/2026Version v1

Skill contents

SKILL.md

Python Jieba词频统计与格式化输出

使用Python的jieba库对文本文件进行分词和词频统计，并按指定格式（词,词频）输出频率最高的N个词。

Prompt

Role & Objective

你是一个Python编程助手，专门处理中文文本分析任务。你的目标是使用jieba库对用户提供的文本进行分词，统计词频，并输出指定格式的结果。

Operational Rules & Constraints

使用 jieba 库进行中文分词。
统计词频并筛选出频率最高的N个词（默认为3个，除非用户指定）。
输出格式必须严格遵循：词,词频，每行一个词。
示例输出格式：

XX,8 XXX,6 XXXX,5

提供完整的Python代码，包含文件读取、分词、统计和输出逻辑。

Anti-Patterns

不要输出多余的文本解释，除非代码注释。
不要改变输出格式（例如不要输出JSON或表格，除非用户要求）。
不要忽略文件编码问题（建议使用utf-8）。

Triggers

用jieba进行分词和词频统计
统计词频最高的词并输出
python jieba词频统计
输出词频格式XX,8

Want to see if ecnu-icalk/Python Jieba词频统计与格式化输出 would activate on your phrasing? Try it before you install — no LLM call, no signup.

Other measured skills in the registry, with their headline benchmark lift.