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groupsend Skill · coderwanfeng | DecimalAI

productivityby coderwanfeng

groupsend Skill

coderwanfeng/group_send

Source coderwanfeng/python-office ↗License Apache-2.0

通过微信向多个联系人群发消息。当用户提到微信群发、批量发微信、群发助手时使用。

SkillScore100Maintained

Automatic

Personal Assistant pack

Last verified 8/14/2026

What it changes

Passed 22 of 22 test cases with the skill, and 3 of 22 without it.

Without skill14%

With skill100%

Checks it passed that the model alone missed

Calls group_send()
Invokes group_send()
Executes group_send()

and 10 more in the full report

19 fixed3 passed either way0 still failing0 broke

Pass-rate lift: +86 pp
Tokens: -73%
Agent turns: 0%
Response time: -75%

Model gemini-3.6-flashMeasured 8/14/2026v222 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/coderwanfeng-group-send/SKILL.md https://app.decimal.ai/s/coderwanfeng-group-send/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add coderwanfeng-group-send, 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/coderwanfeng-group-send/ and pins it in .decimal/skills.lock

decimalai skills add coderwanfeng-group-send

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

curl -fsSL --create-dirs -o .claude/skills/coderwanfeng-group-send/SKILL.md https://app.decimal.ai/s/coderwanfeng-group-send/SKILL.md

Raw file: /s/coderwanfeng-group-send/SKILL.md ↗ · machine-readable summary at /s/coderwanfeng-group-send.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 19 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 19

Prompt

我想一次性向多个微信联系人发送信息，请执行微信群发消息的功能。

What was checked, without and with the skill
Checked	Without skill	With skill
Imports group_send from skills.wechat	Missed	Passed
Calls group_send() without passing arguments	Missed	Passed

case-02 · gemini-3.6-flash · 8/14/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md38 linessingle file

group_send Skill

群发消息

功能描述

通过微信自动化群发消息给多个联系人。

所属分类

office/skills/wechat/group_send/

调用方式

from skills.wechat import group_send

group_send()

参数说明

无参数。

返回值

None

使用示例

from skills.wechat import group_send
group_send()

原始函数

office.api.wechat.group_send

Track record

Benchmark

22 / 22

test cases passed, vs 3 / 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 — 8/10/2026

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

coderwanfeng / python-office

skills/wechat/group_send/SKILL.md

View on GitHub ↗

License Apache-2.0Imported 8/10/2026Version v2

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