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163 Email Ground Truth — measured AI agent skill | DecimalAI

ethanyoq/163-email-ground-truth

SkillScore86Maintained

163 邮箱真值集构建、审计与跑批测试。当任务涉及 163 邮箱、网易邮箱、163 真值集、163 跑批时触发。包含 163 IMAP 特殊处理（ID 命令）、已知分类陷阱、已验证案例。

by ethanyoq

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

Automatic

QA & Test Engineering pack

decimalai skills pull ethanyoq-163-email-ground-truth

Get this skill — curl · raw file

curl -fsSL https://app.decimal.ai/s/ethanyoq-163-email-ground-truth/SKILL.md

Raw file: /s/ethanyoq-163-email-ground-truth/SKILL.md ↗ · machine-readable summary at /s/ethanyoq-163-email-ground-truth.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 43h ago

—-29% tokens0% turns86% of whole cases pass with skill (19/22)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-02	✗→✓	▲ Improved	-24%	0%
case-07	✗→✓	▲ Improved	86%	0%
case-08	✗→✓	▲ Improved	-49%	0%
case-09	✗→✓	▲ Improved	-49%	0%
case-10	✗→✓	▲ Improved	-65%	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 — 8/2/2026

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

ethanyoq / skill-hub

projects/codex-invoice/163-email-ground-truth/SKILL.md

View on GitHub ↗

License MITImported 8/2/2026Version v1Bundled 3 files

Skill contents

references/

SKILL.md

163 Email Ground Truth

触发条件

当任务涉及以下关键词时自动触发：

163 邮箱、网易邮箱、netease
163 真值集、163 跑批
imap.163.com

必读文件

references/workflow-163.md — 163 专属工作流程
references/pitfalls-163.md — 163 踩坑记录
references/case-study-163.md — 本次 41 张已验证案例

与 QQ Skill 的关系

163 和 QQ 共用同一套核心处理逻辑，本 Skill 只记录 163 的差异点。通用规则请参考 qq-email-ground-truth Skill。

关键差异

IMAP ID 命令：163 登录后必须发送 RFC 2971 ID 命令
行程单分类：163 转发邮件中行程报销单容易被误判为打车发票
通讯费识别：联通发票 seller 为"中国联合网络通信"，不能按"联通"匹配

真值集位置

.claude/worktrees/test-163-batch/test_dataset/163_20260301_20260319/truth_manifest.json

凭证

邮箱：<your-163-email>@163.com
授权码：<YOUR_163_AUTH_CODE>
区间：2026-03-01 ~ 2026-03-19
INBOX 窗口邮件数：83

Want to see if ethanyoq/163-email-ground-truth 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.