Integration · Docs and data
AI agents for LlamaParse
Turn PDFs, slides, spreadsheets and scans into clean Markdown or text with LlamaParse (LlamaCloud by LlamaIndex), from a web address or a file.
- Actions
- 8
- Read
- 4
- Write
- 4
Actions
What your agents can do in LlamaParse
Turn PDFs, slides, spreadsheets and scans into clean Markdown or text with LlamaParse (LlamaCloud by LlamaIndex), from a web address or a file (fil_…), then pull structured fields out of a parsed document with a JSON Schema, or sort documents into types you describe in plain words.
Read 4
Look things up. Nothing changes.
Get a parsed document
Returns a parse job's job.status and, once COMPLETED, its content.
List parse jobs
Lists the project's parse jobs, newest first, with each one's id, name, status, tier and created_at.
Get an extraction
Returns an extraction job's status and, once COMPLETED, extract_result (the values in your schema's shape) and extract_metadata (citations and confidence when asked for).
Get a classification
Returns a classify job's status and, once COMPLETED, result.type (the matched type, or null when no rule fits), result.confidence and result.reasoning.
Write 4
Create, change or send.
Parse a document
Starts reading a document from its public web address (PDF, Word, PowerPoint, Excel, HTML, images and more) into Markdown and text.
Parse a file
Uploads a document file (a person's attachment or another tool's answer, passed as its file reference fil_…) and starts reading it into Markdown and text, like parse_document does for a web address.
Extract structured data
Pulls the fields you describe out of a document and returns them as JSON that follows your schema: an invoice's number, dates, totals and line items, a contract's parties and terms.
Classify a document
Decides which of your document types a parsed document is.
A person can approve first
Any write action can be set to wait for a person's approval before it runs, so an agent asks before it changes anything.
Connection
How it connects
Connect it once in the console, then give it to the agents and workflows that need it.
Paste an API key from your LlamaParse account.
What you enter
- API key
Kept safe
- Credentials are stored encrypted with your organization's own keys.
- They are opened only by the process that makes the call, at the moment it runs, and never go into a prompt or the browser.
- Calls go only to the tool's own servers.
Ideas
Ideas to start with
Starting points made only from the actions above. Mix them with any other tool your agents can use.
- 01
Ask about your LlamaParse data
Ask a question in plain words. The agent can get a parsed document, list parse jobs or get an extraction in LlamaParse, then answers with what it found.
- 02
Let an agent update LlamaParse
Have the agent extract structured data in LlamaParse as part of a larger task. Turn on approval and a person signs off on each change first.
- 03
Share what it finds in Slack
Give one agent LlamaParse and Slack: it can get a parsed document in LlamaParse and post a summary to a Slack channel in the same run.
FAQ
LlamaParse and MyDeepAgents
Can MyDeepAgents connect to LlamaParse?
Yes. The LlamaParse connector has 8 actions: 4 read and 4 make changes. Your agents can call them as tools, and your workflows can run them as steps.
How do I connect LlamaParse?
Paste an API key from your LlamaParse account. You'll need: API key. Credentials are stored encrypted with your organization's own keys and are opened only at the moment of a call.
Can an agent change data in LlamaParse without asking?
Only if you let it. Each of the 4 actions that change data can be set to wait for a person's approval before it runs.
Can I use LlamaParse in workflows as well as agents?
Yes. Every LlamaParse action also works as a step in a workflow, and the same connection serves your agents and your workflows.
Early access
Put LlamaParse to work
Connect it in a few minutes, give an agent the actions it needs, and decide which changes wait for a person.