Data Extractor — AI Workspace Template for Ai Tools
ProxyExtract structured JSON from unstructured text. Parse emails, documents, logs, and free-form input into clean data.
Template Data Extractor bundles a ready-to-deploy workspace for ai tools workflows. Install in one click from the Aerostack dashboard or via aerostack init --template=data-extractor.
What It Does
Turn unstructured text into structured JSON with AI. Send any free-form text — emails, documents, chat messages, log entries, form responses — and get back clean, typed data fields. No regex, no parsing code, no brittle rules.
How It Works
- Send unstructured text to your proxy endpoint
- Knowledge context — if you've uploaded schema examples or field definitions, the AI uses them to understand your specific data model
- AI extraction — identifies entities, dates, amounts, relationships, and key facts from the input
- Structured JSON — returns clean, typed data ready for your database or API
Use Cases
- Email processing — extract sender, intent, action items, and deadlines from customer emails
- Document parsing — pull key fields from contracts, invoices, reports without building custom parsers
- Log analysis — structure error logs, audit trails, and system events into queryable data
- Form normalization — standardize free-text form responses into consistent fields
Compared to Regex
Regex breaks when formatting changes. AI extraction handles variations naturally — "March 3rd", "3/3/2026", "next Tuesday" all become the same date field. Upload examples of your data to improve accuracy on domain-specific content.
Metadata
What's Included
Deploy this proxy in minutes
Extract structured JSON from unstructured text. Parse emails, documents, logs, and free-form input into clean data.
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Frequently asked questions
What does the Data Extractor template include?+
The Data Extractor template is a pre-configured Aerostack workspace for ai tools. It bundles the required MCP servers, skills, and workflows. Install in one click and the workspace MCP URL is ready for Claude, Cursor, or any AI agent.
How do I install the Data Extractor template?+
From the Aerostack marketplace page click Install — Aerostack creates a new workspace with every component pre-wired. You can also install via CLI: aerostack install template aerostack/data-extractor
Can I customize Data Extractor after installing?+
Yes. Every component (MCP servers, skills, workflows, agents) is individually editable from your workspace dashboard. Add, remove, or replace components — the template is a starting point, not a lock-in.
Is the Data Extractor template free to use?+
Templates are free to install. Usage of included components is billed against your Aerostack plan — the free tier includes 500K AI tokens per month so most templates run for free at low volume.