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MCP Integrations Unstructured
MCP & AI Agent Integration

Unstructured
automation.

5 AI agent actions for Unstructured — callable from any MCP-compatible runtime, Claude, Cursor, or Cerebral OS workflow. Use Unstructured to organize files, generate documents, and manage permissions programmatically. Full governance, audit trail, and dry-run safety on every execution.

Connect Unstructured free Browse all integrations →
No credit card required
Live in production environments
<200ms median execution
Dry-run before production
Execution trace
live
5
actions
100%
governed
<200ms
latency
5
AI agent actions
0
Read operations
5
Write operations
0
High-risk actions (approval gated)
Files & Documents Unstructured is a Files & Documents integration — use it to automate file storage, sharing, and document management from any AI agent or MCP-compatible runtime.
Actions

What you can do
with Unstructured.

Every action below is available as an MCP tool and a verb in Cerebral OS — callable from any AI agent, Claude, Cursor, Windsurf, or your own runtime via the BYOA API. All executions are governed, audited, and dry-run safe.

Analyze Document Structure
unstructured:analyze_document_structure
Analyze document structure and hierarchy to understand document organization.
Write Medium risk
Extract Tables
unstructured:extract_tables
Extract tables specifically from documents with enhanced table structure detection.
Write Medium risk
Extract Text
unstructured:extract_text
Extract clean text content from documents with minimal processing overhead.
Write Medium risk
Partition Document
unstructured:partition_document
Extract structured elements from an unstructured document using AI-powered partitioning.
Write Medium risk
Partition Document Url
unstructured:partition_document_url
Extract structured elements from a document at a public URL using AI-powered partitioning.
Write Medium risk
MCP & Runtime API

Call Unstructured
from any AI agent.

Any AI agent — Claude, Cursor, LangChain, AutoGen, or your own — can call Unstructured actions through the Cerebral OS Runtime API. Governance, credentials, and audit trail fire automatically.

unstructured:analyze_document_structure READ
# Call via Runtime API
curl
-X POST \
  "https://api.cerebralos.com/v1/runtime/actions/run"
  -H "X-API-Key: YOUR_KEY" \
  -d '{
    "verb": "unstructured:analyze_document_structure",
    "args": {},
    "execution_id": "agent-001"
  }'
unstructured:analyze_document_structure WRITE
# Dry-run first — no production risk
curl
-X POST \
  "https://api.cerebralos.com/v1/runtime/actions/run"
  -H "X-API-Key: YOUR_KEY" \
  -d '{
    "verb": "unstructured:analyze_document_structure",
    "args": {},
    "execution_id": "agent-001",
    "metadata": {"dryRun": true}
  }'
Get your Runtime API key at app.cerebralos.com/signup — 1,000 free executions, no credit card required.
AI agent examples

What your AI agent
can do with Unstructured.

Real patterns your AI agent can execute via MCP or the Runtime API. Every action governed, dry-run safe, and fully audited.

Trigger
Workflow needs to write to Unstructured
Dry-run validates unstructured:analyze_document_structure before execution
Approval gate fires if risk level is high
Action executes with full governance — logged, audited, reversible
Trigger
File or document event
Process with AI
Route for approval
Notify team
How it works

Every Unstructured action
governed end-to-end.

Cerebral OS isn't a connector. It's the execution layer that sits in front of Unstructured — adding governance, dry-run safety, and a full audit trail to every operation.

Governance first
Every verb carries a risk classification. High-risk writes require explicit approval gates before they execute in production.
Dry-run safe
Simulate any Unstructured action before it touches production. See exactly what would happen before a single real call is made.
Immutable audit trail
Every Unstructured action is logged — what ran, what changed, who approved it, when it happened. Full history on every verb, forever.
Connect with

Unstructured works best
alongside these.

Build multi-step workflows that connect Unstructured to the rest of your stack. All governed. All audited.

Google Drive Dropbox Box Notion Slack
Unstructured integration

Start free.
No credit card required.

Start free with 1,000 runs — no credit card required. Connect Unstructured in minutes, dry-run every action before it touches production, full audit trail on everything.

Start free — 1,000 runs Browse all integrations →