Astrix Openclaw Scanner

Detect OpenClaw AI agent installations across your organization via EDR telemetry. The lookback period (how many days of EDR data to search) is configurable via the --days-back option; the default is 14 days.

What It Detects

This tool searches your EDR for evidence of OpenClaw/Clawdbot AI agent activity. Detection is based on pattern matching in process names/command lines; this can produce false positives, so review results before taking action.

How Detection Works

Pattern matching -- The tool queries EDR telemetry for known patterns associated with OpenClaw (e.g., openclaw, clawdbot, moltbot) in process names, file paths, and command lines. Pattern matching is used because OpenClaw can be installed and executed in many ways -- as a native binary, a Python package, a Docker container, or a system service -- and new methods are added frequently. Broad pattern matching catches all variants without requiring constant updates for each installation method.

Post-collection filtering -- Because pattern matching is broad, some results may be noise (e.g., a browser visiting openclaw.ai). The tool filters these by extracting the binary/executable name from each event and removing known false positives (browsers, editors, office apps, utilities). Use --no-filter to disable this and see all raw matches.

Supported EDRs

EDR	Status	Requirements
CrowdStrike	✅ Full support	API credentials with NGSIEM Read/Write scopes
Microsoft Defender	✅ Full support	App registration with AdvancedQuery permissions

Prerequisites

• Python 3.10 or greater
• EDR API credentials (see setup instructions below)

EDR Setup

CrowdStrike

1. Go to Falcon Console → Support and resources → API Clients and Keys
2. Create a new API client and assign permissions (scopes):
   • NGSIEM:WRITE
   • NGSIEM:READ
3. Copy the Client ID and Client Secret

Required API Scopes:

• NGSIEM:WRITE
• NGSIEM:READ

Microsoft Defender

1. Go to Azure Portal → App registrations → New registration
2. Create a new app (e.g., "Astrix Openclaw Scanner")
3. Go to API permissions → Add a permission:
   • Select APIs my organization uses
   • Search for WindowsDefenderATP
   • Add Application permission: AdvancedQuery.Read.All
4. Click Grant admin consent
5. Go to Certificates & secrets → New client secret
6. Copy:
   • Application (client) ID from Overview
   • Directory (tenant) ID from Overview
   • Client secret value from Certificates & secrets

Required API Permissions:

• AdvancedQuery.Read.All

Installation

pip install astrix-openclaw-scanner

Then run the CLI:

astrix-openclaw-scanner crowdstrike --client-id YOUR_CLIENT_ID --client-secret YOUR_CLIENT_SECRET --days-back 14
astrix-openclaw-scanner microsoft_defender --client-id YOUR_CLIENT_ID --client-secret YOUR_CLIENT_SECRET --tenant-id YOUR_TENANT_ID --days-back 14

You can also run as a module: python -m astrix_openclaw_scanner.

Command Line Options

Option	Required	Default	Description
edr	Yes	-	EDR to query: crowdstrike or microsoft_defender
--client-id	Yes	-	API client ID
--client-secret	Yes	-	API client secret
--tenant-id	Defender only	-	Azure tenant ID
--days-back	No	14	Number of days to look back
--no-filter	No	off	Disable post-collection noise filtering
--save-raw-events PATH	No	(none)	Save raw EDR events to this JSON file; omit to not save
--report-path DIR	No	./astrix_openclaw_scanner_results/<edr>/	Directory to write the HTML report

Known API Limits

EDR	Limit	Details
CrowdStrike	10,000 events per 3-day window	The tool divides the search range into 3-day windows. A warning is logged if the limit is reached.
Microsoft Defender	100,000 events per query	The Advanced Hunting API returns at most 100,000 results. A warning is logged if the limit is reached.

If a limit is reached, reduce --days-back to narrow the search scope.

Rate limiting

EDR APIs (CrowdStrike, Microsoft Defender) may apply rate limits. If you see throttling or errors, reduce query scope (e.g. fewer --days-back) or run during off-peak times.

Output

• HTML report – By default the report is written to ./astrix_openclaw_scanner_results/<edr>/report_YYYYMMDD_HHMMSS/ relative to where you run the command. Use --report-path DIR to change.
• Raw events – Only when you pass --save-raw-events PATH; the tool writes a JSON file to that path.

Report folder layout:

astrix_openclaw_scanner_results/<edr>/report_YYYYMMDD_HHMMSS/
├── index.html
├── script.js
├── styles.css
└── assets/

HTML Report

The HTML report shows:

• Threats Detected - Count of unique endpoint/user combinations
• Endpoint Table - Hostname, Username, OS, and Last Seen timestamp

Open index.html in any browser to view results. The report is self-contained and can be shared.

Raw Events JSON

The raw events file contains the full EDR response for further analysis:

{
  "collected_at": "2026-02-05T14:49:45Z",
  "event_count": 15,
  "events": [...]
}

License

This project is licensed under the GNU Affero General Public License v3.0 (AGPL-3.0) or later. See LICENSE for the full text.