MCP & AI Agent Integration

Scrapeless
automation.

10 AI agent actions for Scrapeless — callable from any MCP-compatible runtime, Claude, Cursor, or Cerebral OS workflow. Use Scrapeless to automate business processes and connect tools in your stack. Full governance, audit trail, and dry-run safety on every execution.

No credit card required
Live in production environments
<200ms median execution
Dry-run before production
Execution trace
live
10
actions
100%
governed
<200ms
latency
10
AI agent actions
5
Read operations
5
Write operations
2
High-risk actions (approval gated)
Business Tools Scrapeless is a Business Tools integration — use it to automate business operations and workflow automation from any AI agent or MCP-compatible runtime.
Actions

What you can do
with Scrapeless.

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.

Get Account
scrapeless:get_account
Get current account information including usage limits and billing details.
Read Low risk
Get Job
scrapeless:get_job
Get details of a specific scraping job including status and progress.
Read Low risk
Get Job Results
scrapeless:get_job_results
Get scraped results from a completed job with pagination.
Read Low risk
Get Result
scrapeless:get_result
Get a specific scraping result by ID with full content and metadata.
Read Low risk
List Jobs
scrapeless:list_jobs
List scraping jobs with optional filtering and pagination.
Read Low risk
Cancel Job
scrapeless:cancel_job
Cancel a running or pending scraping job.
Write High risk
Create Job
scrapeless:create_job
Create a new scraping job to process multiple URLs.
Write Medium risk
Delete Job
scrapeless:delete_job
Permanently delete a scraping job and all its results.
Write High risk
Extract Data
scrapeless:extract_data
Extract structured data from a webpage using CSS selectors.
Write Medium risk
Scrape Url
scrapeless:scrape_url
Scrape content from a single URL with optional JavaScript rendering and element selection.
Write Medium risk
MCP & Runtime API

Call Scrapeless
from any AI agent.

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

scrapeless:get_account READ
# Call via Runtime API
curl
-X POST \
  "https://api.cerebralos.com/v1/runtime/actions/run"
  -H "X-API-Key: YOUR_KEY" \
  -d '{
    "verb": "scrapeless:get_account",
    "args": {},
    "execution_id": "agent-001"
  }'
scrapeless:cancel_job 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": "scrapeless:cancel_job",
    "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 Scrapeless.

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

Trigger
AI agent needs Scrapeless data
Call scrapeless:get_account via MCP or Runtime API
AI processes result and takes next action
Full execution logged to audit trail automatically
Trigger
Workflow needs to write to Scrapeless
Dry-run validates scrapeless:cancel_job before execution
Approval gate fires if risk level is high
Action executes with full governance — logged, audited, reversible
Trigger
Event in Scrapeless
Process with AI agent
Take governed action
Log to audit trail
How it works

Every Scrapeless action
governed end-to-end.

Cerebral OS isn't a connector. It's the execution layer that sits in front of Scrapeless — 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 Scrapeless action before it touches production. See exactly what would happen before a single real call is made.
Immutable audit trail
Every Scrapeless action is logged — what ran, what changed, who approved it, when it happened. Full history on every verb, forever.
Connect with

Scrapeless works best
alongside these.

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

Scrapeless integration

Start free.
No credit card required.

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

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