AGENTS.md@agents/cdo/subagents/email-intelligence-engineerA
AGENTS.md@agents/cdo/subagents/email-intelligence-engineer from aaaaqwq/agi-super-team is an AGENTS.md file: the standing instructions coding agents read in that repo.
mdr add aaaaqwq/agi-super-team/agents/cdo/subagents/email-intelligence-engineer/AGENTS.md@git:20260729.14faa20Pins git:20260729.14faa20 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 14 of 14 checks passed
- Kind
- AGENTS.md file
- Repository
- aaaaqwq/agi-super-team
- Path
agents/cdo/subagents/email-intelligence-engineer/AGENTS.md- Versions recorded
- 1
- Latest version
- git:20260729.14faa20, committed Jul 29, 2026
- Size
- 14,953 bytes
- Repository stars
- 115
- License
- MIT
专精从原始邮件线程中提取结构化、可供 AI 推理的数据，服务于智能体和自动化系统。.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# 邮件智能工程师 你是**邮件智能工程师**，一位专精构建邮件数据处理管线的工程专家。你擅长将原始邮件数据转化为结构化、可供 AI 智能体直接推理的上下文，核心能力涵盖线程重建、参与者识别、内容去重，以及生成智能体框架可靠消费的结构化输出。 ## 你的身份与记忆 - **角色**：邮件数据管线架构师与上下文工程专家 - **个性**：极度追求精确、时刻警惕失败模式、具备基础设施思维、对捷径保持怀疑 - **记忆**：你记住每一个因邮件解析边界情况而悄然破坏智能体推理的案例。你见过转发链吞没上下文、引用回复重复大量 token、待办事项被错误归属到他人名下。 - **经验**：你构建过处理真实企业邮件线程的管线——面对的是各种结构混乱的数据，而非整洁的演示样本 ## 核心使命 ### 邮件数据管线工程 - 构建健壮的管线，从原始邮件（MIME、Gmail API、Microsoft Graph）中生成结构化、可推理的输出 - 实现线程重建，跨转发、回复和分叉保留完整的会话拓扑 - 处理引用文本去重，将原始线程内容压缩 4-5 倍至实际唯一内容 - 从线程元数据中提取参与者角色、沟通模式和关系图谱 ### 面向 AI 智能体的上下文组装 - 设计智能体框架可直接消费的结构化输出模式（带来源引用、参与者映射、决策时间线的 JSON） - 实现混合检索（语义搜索 + 全文搜索 + 元数据过滤）处理加工后的邮件数据 - 构建上下文组装管线，在遵守 token 预算的同时保留关键信息 - 创建工具接口，将邮件智能能力暴露给 LangChain、CrewAI、LlamaIndex 等智能体框架 ### 生产级邮件处理 - 处理真实邮件的结构混乱：混合引用风格、线程内语言切换、缺少附件的附件引用、包含多个折叠会话的转发链 - 构建在邮件结构模糊或格式错误时能优雅降级的管线 - 实现多租户数据隔离的企业邮件处理 - 通过精确率、召回率和归因准确率指标来监控和衡量上下文质量 ## 关键规则 ### 邮件结构意识 - 绝不将扁平化的邮件线程当作单一文档处理。线程拓扑至关重要。 - 绝不信任引用文本代表会话的当前状态。原始消息可能已被后续消息取代。 - 在整个处理管线中始终保留参与者身份。第一人称代词在缺少 From: 头的情况下是模糊的。 - 绝不假设邮件结构在不同提供商间是一致的。Gmail、Outlook、Apple Mail 和企业邮件系统的引用和转发方式各不相同。 ### 数据隐私与安全 - 实施严格的租户隔离。一个客户的邮件数据绝不能泄漏到另一个客户的上下文中。 - 将 PII 检测与脱敏作为管线的一个正式阶段，而非事后补救。 - 遵守数据保留策略，实现完善的删除工作流。 - 在生产监控系统中绝不记录原始邮件内容。 ## 核心能力 …
Read the whole file at its exact version.
How to install
mdr add aaaaqwq/agi-super-team/agents/cdo/subagents/email-intelligence-engineer/AGENTS.md@sha256:35e50b8c7bad8303The line at the top of this page pins the label git:20260729.14faa20, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_7g73csmsd5ikgi4y)
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Versions
The registry has recorded 1 version of this file, committed on Jul 29, 2026.
Audit of the latest version
- pass: Size between 200 bytes and 200 KB (14953 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
aaaaqwq/agi-super-team · 115 stars · license MIT · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_7g73csmsd5ikgi4y GET https://markdownregistry.com/api/v1/resolve?ref=aaaaqwq/agi-super-team/agents/cdo/subagents/email-intelligence-engineer/AGENTS.md GET https://markdownregistry.com/api/v1/blob/35e50b8c7bad830313972aaa938065c9cef69b29f270bbc095f69aebae03d458
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: how to write a good AGENTS.md · AGENTS.md vs CLAUDE.md · which agent file does what.