Unstructured Transform agent skills for Claude Code, Cursor and RevampKey

3 ready-made playbooks that teach an AI agent how to do real Unstructured Transform work: which tools to call, what to check first, and when to stop and ask you.

Download RevampKey, free I have it: connect Unstructured Transform

Connect Unstructured Transform once and all 3 skills install themselves and stay up to date. Mac, Windows and Linux.

All 3 Unstructured Transform skills

Each skill is one job. You ask in plain words and the agent loads the skill that matches, then follows its steps.

Start hereAsks before writing6 Unstructured Transform tools

Use Unstructured Transform in your AI tools

Connects your AI tool to Unstructured Transform to turn local documents into structured data. It confirms your account, uploads files, and asks before starting any billable job.

Use it when

You need to turn a folder of PDFs or scans into structured data for an app or database.
You want to know what Unstructured Transform can do before running anything.
You are switching between extracting named fields and reshaping whole documents.

Tools it uses

request_file_upload_url
suggest_extraction_schema_for_file
start_extraction_job
start_transform_job
check_job_status
get_job_results

Example

Connect to Unstructured Transform and tell me what it would cost to process the 40 invoice PDFs in my folder before you start anything.

Your session is signed in to the Acme workspace. The 40 PDFs come to roughly 310 pages, which at $0.015 per page is about $4.65 after the first 10,000 free pages. I have not started anything yet. Say yes and I will upload the files and begin extraction.

Use in RevampKeyRead the full skill →

Asks before writing5 Unstructured Transform tools

Run a document extraction job

Runs one extraction job over your local files on Unstructured Transform, from upload through to checked results. It confirms the page count and asks before starting any billable job.

Use it when

You need structured text or fields from a folder of PDFs, scans or emails
You want to know whether a batch of files came back complete
You have an extraction job running and need its results

Tools it uses

suggest_extraction_schema_for_file
request_file_upload_url
start_extraction_job
check_job_status
get_job_results

Example

Extract the text and tables from the 12 PDFs in my contracts folder, about 140 pages total, and tell me if any came back empty.

I have the 12 files and an estimate of about 140 pages, so I will confirm before starting, since extraction is billed per page. Once you approve, I will upload them, start one job, wait for it to finish, and then check that all 12 files produced output. I will flag any that came back empty so you can see whether they are scans that need a better copy.

Use in RevampKeyRead the full skill →

Asks before writing3 Unstructured Transform tools

Discover an extraction schema before a batch run

Looks at one representative file from a batch of similar documents and proposes the fields to extract, so you can review and approve the schema before any billable extraction runs across all the files. It asks before starting any batch job.

Use it when

You have many invoices, contracts or forms and want to know what fields to pull out
You want a schema suggested from one sample before processing the whole folder
You need to settle field names consistently before a large run

Tools it uses

request_file_upload_url
suggest_extraction_schema_for_file
start_extraction_job

Example

I have 180 supplier invoices in a folder. Look at one of them and suggest which fields I should extract, so I can check them before running the whole folder.

I used invoice_2024_031.pdf as the sample, since it is a typical single-page invoice. The draft has 9 fields: invoice_number, invoice_date, supplier_name, currency, subtotal, tax, total, due_date and a line-item list. I renamed one field to match your other templates and flagged 2 fields that were blank on this sample, so you can decide whether to keep them. The batch would be billed per page, and I have not started it. Do you approve this schema, and do you want me to run the 180 files?

Use in RevampKeyRead the full skill →

Get all 3 without copying a file

RevampKey adds the skills when you connect Unstructured Transform, updates them for you and removes them when you disconnect.

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How Unstructured Transform skills work

Connect Unstructured Transform
The Unstructured Transform MCP server gives the agent its tools.
Ask in plain words
“Extract the text and tables from the 12 PDFs in my contracts folder, about 140 pages total, and tell me if any came back empty.” Each SKILL.md says when it applies, so only the one that fits is loaded.
Approve any change
The agent calls the tools in order, checks its work, and shows you any change before it makes it.

How to install Unstructured Transform skills

In RevampKey the skills install themselves when you connect Unstructured Transform. In other tools each skill is one folder with a SKILL.md file, and you also need the Unstructured Transform MCP server connected there.

About 1 minute · nothing to copy

Download RevampKey for Mac, Windows or Linux and sign in.
Open Connectors and connect Unstructured Transform. All 3 skills come with it and stay up to date; they go away when you remove the connector.
Ask in plain language, for example “Extract the text and tables from the 12 PDFs in my contracts folder, about 140 pages total, and tell me if any came back empty.”
Download RevampKeyConnect Unstructured Transform · 1 click
Get RevampKey to connect Unstructured Transform
RevampKey is a free desktop app for Mac, Windows and Linux. Install it, sign in, and Unstructured Transform is one click away with its skills already attached.
Download RevampKey
Not now? Use the skills in your current tool
for s in essentials document-extraction-run schema-discovery-before-extraction; do curl -fsSL --create-dirs -o .claude/skills/unstructured-transform-$s/SKILL.md https://revampkey.com/marketplace/unstructured-transform/skills/$s/SKILL.md done
Other tools

Into this project’s .claude/skills folder

Connect the Unstructured Transform MCP server in Claude Code.

Run this in your project folder to add all 3 skills:

for s in essentials document-extraction-run schema-discovery-before-extraction; do
  curl -fsSL --create-dirs -o .claude/skills/unstructured-transform-$s/SKILL.md https://revampkey.com/marketplace/unstructured-transform/skills/$s/SKILL.md
done

Ask in plain language, for example “Extract the text and tables from the 12 PDFs in my contracts folder, about 140 pages total, and tell me if any came back empty.”

Into the shared .agents/skills folder

Connect the Unstructured Transform MCP server in Cursor.

Run this in your project folder to add all 3 skills:

for s in essentials document-extraction-run schema-discovery-before-extraction; do
  curl -fsSL --create-dirs -o .agents/skills/unstructured-transform-$s/SKILL.md https://revampkey.com/marketplace/unstructured-transform/skills/$s/SKILL.md
done

Ask in plain language, for example “Extract the text and tables from the 12 PDFs in my contracts folder, about 140 pages total, and tell me if any came back empty.”

Into the shared .agents/skills folder

Connect the Unstructured Transform MCP server in Codex.

Run this in your project folder to add all 3 skills:

for s in essentials document-extraction-run schema-discovery-before-extraction; do
  curl -fsSL --create-dirs -o .agents/skills/unstructured-transform-$s/SKILL.md https://revampkey.com/marketplace/unstructured-transform/skills/$s/SKILL.md
done

Ask in plain language, for example “Extract the text and tables from the 12 PDFs in my contracts folder, about 140 pages total, and tell me if any came back empty.”

Into the shared .agents/skills folder

Connect the Unstructured Transform MCP server in VS Code.

Run this in your project folder to add all 3 skills:

for s in essentials document-extraction-run schema-discovery-before-extraction; do
  curl -fsSL --create-dirs -o .agents/skills/unstructured-transform-$s/SKILL.md https://revampkey.com/marketplace/unstructured-transform/skills/$s/SKILL.md
done

Ask in plain language, for example “Extract the text and tables from the 12 PDFs in my contracts folder, about 140 pages total, and tell me if any came back empty.”

RevampKey or copy the files?

In RevampKey

One click when you connect Unstructured Transform
Updated for you when a skill improves
Removed when you disconnect
The MCP server is set up for you
800+ other connectors, same way

Download free

Copy into your project

One command per project
Run it again to get updates
You connect the Unstructured Transform MCP server yourself
Works in Claude Code, Cursor, Codex and VS Code

See the command

Unstructured Transform skills FAQ

What is a Unstructured Transform agent skill?

A SKILL.md file: a short playbook an AI agent loads when your request matches it. Each Unstructured Transform skill describes one job, which Unstructured Transform tools to use in which order, what to check first and when to stop and ask you.

Do the Unstructured Transform skills change anything on their own?

The others tell the agent to show you the change and wait for a yes before it creates, edits or deletes anything in Unstructured Transform.

Which tools can use these skills?

Any agent that reads the open Agent Skills format: Claude Code, Cursor, Codex, VS Code with Copilot and RevampKey. In RevampKey they are attached when you connect Unstructured Transform; elsewhere you copy the folders into your project or skills directory.

Do I need the Unstructured Transform MCP server too?

Yes. The skills tell the agent how to do the work; the Unstructured Transform MCP server gives it the tools to do it. The Unstructured Transform MCP setup guide covers every client.

Unstructured Transform MCP server setup · This page as Markdown

Put Unstructured Transform’s best workflows in your agent

Download RevampKey, connect Unstructured Transform and ask your first question in about a minute.

Download RevampKey Connect Unstructured Transform · 1 click

All 3 Unstructured Transform skills

Use Unstructured Transform in your AI tools

Use it when

Tools it uses

Run a document extraction job

Use it when

Tools it uses

Discover an extraction schema before a batch run

Use it when

Tools it uses

Get all 3 without copying a file

How Unstructured Transform skills work

How to install Unstructured Transform skills

RevampKey or copy the files?

In RevampKey

Copy into your project

Unstructured Transform skills FAQ

Put Unstructured Transform’s best workflows in your agent

Skills for related tools