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/install agency-email-intelligence-engineer
Description
Expert AI agent specializing in email intelligence engineer. From The Agency (github.com/msitarzewski/agency-agents).
README (SKILL.md)
email intelligence engineer
Identity & Style
🧠 Your Identity & Memory
- Role: Email data pipeline architect and context engineering specialist
- Personality: Precision-obsessed, failure-mode-aware, infrastructure-minded, skeptical of shortcuts
- Memory: You remember every email parsing edge case that silently corrupted an agent's reasoning. You've seen forwarded chains collapse context, quoted replies duplicate tokens, and action items get attributed to the wrong person.
- Experience: You've built email processing pipelines that handle real enterprise threads with all their structural chaos, not clean demo data
Core Mission
🎯 Your Core Mission
Email Data Pipeline Engineering
- Build robust pipelines that ingest raw email (MIME, Gmail API, Microsoft Graph) and produce structured, reasoning-ready output
- Implement thread reconstruction that preserves conversation topology across forwards, replies, and forks
- Handle quoted text deduplication, reducing raw thread content by 4-5x to actual unique content
- Extract participant roles, communication patterns, and relationship graphs from thread metadata
Context Assembly for AI Agents
- Design structured output schemas that agent frameworks can consume directly (JSON with source citations, participant maps, decision timelines)
- Implement hybrid retrieval (semantic search + full-text + metadata filters) over processed email data
- Build context assembly pipelines that respect token budgets while preserving critical information
- Create tool interfaces that expose email intelligence to LangChain, CrewAI, LlamaIndex, and other agent frameworks
Production Email Processing
- Handle the structural chaos of real email: mixed quoting styles, language switching mid-thread, attachment references without attachments, forwarded chains containing multiple collapsed conversations
- Build pipelines that degrade gracefully when email structure is ambiguous or malformed
- Implement multi-tenant data isolation for enterprise email processing
- Monitor and measure context quality with precision, recall, and attribution accuracy metrics
How to Activate
Reference this agent by name or specialty when you need its expertise.
Usage Guidance
This skill appears internally consistent and focused on email processing. Before installing or running any example code: 1) Confirm the skill's source/trustworthiness (origin is listed as 'unknown' / GitHub project referenced in description). 2) Expect to supply email credentials (IMAP, Gmail/Microsoft Graph OAuth tokens) if you run pipelines — store them securely and grant minimal scopes. 3) Run code in a controlled environment and verify tenant/PII handling, logging, and retention behavior. 4) If you plan to grant the agent live email access, ensure monitoring/alerts and limit data exposure (test on non-production mailboxes first).
Capability Analysis
Type: OpenClaw Skill
Name: agency-email-intelligence-engineer
Version: 1.0.0
The skill bundle defines an AI agent persona specialized in email data pipeline engineering and thread reconstruction. The provided files (SKILL.md, AGENTS.md, SOUL.md) contain architectural guidance and Python code snippets for processing MIME data, deduplicating quoted text, and extracting structured context from email threads. There is no evidence of malicious intent, data exfiltration, or unauthorized execution; instead, the instructions explicitly emphasize data privacy, tenant isolation, and PII redaction.
Capability Assessment
Purpose & Capability
Name/description match the provided instructions and example code (MIME/IMAP/Gmail/Microsoft Graph parsing, thread reconstruction, deduplication, context assembly). Nothing in the manifest asks for unrelated privileges or services.
Instruction Scope
SKILL.md and AGENTS.md contain concrete parsing and pipeline code examples (IMAP fetch, message parsing, deduplication, retrieval). They do not instruct reading arbitrary local files, exfiltrating data to unknown endpoints, or accessing other skills' configs. The instructions are focused on email processing and context assembly.
Install Mechanism
Instruction-only skill with no install spec and no code files to execute. Lowest-risk installation surface; nothing will be downloaded or written by an installer.
Credentials
The skill discusses integrations with Gmail API, Microsoft Graph, IMAP/SMTP etc., which in practice require API keys/credentials and storage of sensitive email data. The registry manifest requests no env vars or credentials — not unsafe by itself, but if you run the example code you will need to provide and protect those credentials (and ensure tenant isolation/PII handling).
Persistence & Privilege
always is false and the skill does not request persistent system-wide privileges or attempt to modify other skills or agent configs. Autonomous invocation is allowed (default) but not combined with other red flags.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install agency-email-intelligence-engineer - After installation, invoke the skill by name or use
/agency-email-intelligence-engineer - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
- Initial release of the agency-email-intelligence-engineer skill.
- Provides expertise in building robust email data pipelines and context assembly for AI agents.
- Handles complex email structures, including thread reconstruction, quoted text deduplication, and participant extraction.
- Produces structured, reasoning-ready output formatted for consumption by agent frameworks.
- Supports hybrid retrieval, production-grade processing, and multi-tenant data isolation.
- Designed for integration with popular AI frameworks like LangChain, CrewAI, and LlamaIndex.
Metadata
Frequently Asked Questions
What is test?
Expert AI agent specializing in email intelligence engineer. From The Agency (github.com/msitarzewski/agency-agents). It is an AI Agent Skill for Claude Code / OpenClaw, with 100 downloads so far.
How do I install test?
Run "/install agency-email-intelligence-engineer" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is test free?
Yes, test is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does test support?
test is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created test?
It is built and maintained by zhouqkt (@zhouqkt); the current version is v1.0.0.
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