firecrawler Security Audit Report
firecrawler is an AI agent skill, created by andrewdmwalker and published at openclaw/skills. ClawSecure audited firecrawler across 3 files through the 3-Layer Audit Protocol covering all ten OWASP ASI Top 10 categories, assigning a security score of 80/100 (Safe). The 5 findings concentrate in Data Exfiltration, Policy Violation and Unauthorized Tool Use, including Pattern detected: import urllib.request and Skill code uses network libraries but doesn't declare network.... None were rated high or critical severity.
Is firecrawler safe?
ClawSecure audited firecrawler and assigned a security score of 80/100 (Safe), identifying 5 findings across Data Exfiltration and Policy Violation. Review the findings below before installing.
What did ClawSecure find in firecrawler?
ClawSecure identified 5 findings in firecrawler, concentrated in Data Exfiltration, Policy Violation and Unauthorized Tool Use. The most severe include Pattern detected: import urllib.request and Skill code uses network libraries but doesn't declare network....
How was firecrawler audited?
ClawSecure ran firecrawler through its 3-Layer Audit Protocol with full OWASP ASI Top 10 coverage, scanning 3 files from openclaw/skills.
What does a score of 80 mean?
ClawSecure assigned firecrawler a security score of 80/100, placing it in the Safe range. Scores of 80 or above qualify for ClawSecure Verified status; the 5 findings detected are lower-severity. ClawSecure derives this score with a weighted deduction model (critical -20, high -10, medium -5, low -2 from a base of 100).
Audit Findings for firecrawler
ClawSecure detected 5 security findings in firecrawler, spanning Data Exfiltration, Policy Violation, Unauthorized Tool Use and Permissions Manifest.
- medium · Pattern detected: import urllib.request. Data Exfiltration finding detected in
fc.py:18. - medium · Skill code uses network libraries but doesn't declare network.... Unauthorized Tool Use finding.
- medium · Script iterates through environment variables in.... Data Exfiltration finding detected in
/tmp/url-scans/d7ab3ec04dd7b520/fc.py. - medium · Missing config.json - agent may not be properly configured. Permissions Manifest finding.
- info · Skill manifest does not include a 'license' field. Specifying a license.... Policy Violation finding detected in
SKILL.md.
Each finding is expandable in the interactive list below.
3-Layer Audit Protocol
Security Recommendations for firecrawler
Audit external network connections
Resolve policy violations
Add a config.json permissions manifest
Pin dependencies to exact versions
1.2.3 instead of ^1.2.3) to keep unauthorized code out of your dependency tree. ClawSecure checks every dependency against known CVE databases.Related Security Research
ClawHavoc Explained: The Malware Family Targeting AI Agents→Beyond Static Scans: Why ClawSecure Verifies Agentic Intent→OWASP ASI Top 10 Explained: The Complete Guide to AI Agent Security Standards→Related AI Agent Security Audits
Scanned on February 7, 2026. firecrawler is one of thousands of agents audited by ClawSecure from the community-curated awesome-openclaw-skills list and the openclaw/skills repository.