aisentry 1.0.0

AI Sentry - Unified AI/LLM Security Scanner for Static Code Analysis + Live Model Testing

aisentry

A unified command-line tool for AI/LLM security scanning. Static code analysis for OWASP LLM Top 10 vulnerabilities.

Website: aisentry.co | Docs: aisentry.co/docs

Benchmarks

Evaluated against a comprehensive OWASP LLM Top 10 testbed with 73 ground-truth vulnerabilities.

Metric	aisentry	Semgrep	Bandit
Precision	75.4%	83.3%	58.3%
Recall	63.0%	6.8%	38.4%
F1 Score	68.7%	12.7%	46.3%

LLM-Specific Coverage (patterns generic tools miss):

Category	aisentry	Semgrep	Bandit
LLM01: Prompt Injection	72.7%	0%	15.4%
LLM04: Model DoS	80.0%	0%	0%
LLM06: Sensitive Info	62.5%	0%	0%
LLM10: Model Theft	44.4%	0%	0%

See docs/tool_comparison.md for detailed comparison and llm-sec-eval for methodology.

Features

• Static Code Analysis: OWASP LLM Top 10 + SQL injection detection
• Security Posture Audit: 61 controls across 10 categories with maturity scoring
• Remote Scanning: GitHub, GitLab, Bitbucket URLs
• Multiple Outputs: Text, JSON, HTML (interactive), SARIF (CI/CD)
• False Positive Reduction: ML-trained heuristics (88% accuracy)

Installation

pip install aisentry

# With ML-based false positive reduction
pip install aisentry[ml]

# With all cloud providers
pip install aisentry[cloud]

Quick Start

# Scan local project
aisentry scan ./my_project

# Scan GitHub repository
aisentry scan https://github.com/langchain-ai/langchain

# Generate HTML report
aisentry scan ./my_project -o html -f report.html

# Security posture audit
aisentry audit ./my_project

Live Model Testing

For runtime testing of LLM models (prompt injection, jailbreaks), we recommend Garak by NVIDIA. aisentry focuses on static code analysis - finding vulnerabilities before deployment.

Documentation

Topic	Link
CLI Reference	docs/cli.md
Configuration	docs/configuration.md
Architecture	docs/architecture.md
CI/CD Integration	docs/integration.md
Tool Comparison	docs/tool_comparison.md

GitHub Actions

- run: pip install aisentry
- run: aisentry scan . -o sarif -f results.sarif
- uses: github/codeql-action/upload-sarif@v2
  with:
    sarif_file: results.sarif

See docs/integration.md for GitLab, Azure DevOps, and pre-commit examples.

Development

git clone https://github.com/deosha/aisentry.git
cd aisentry
pip install -e ".[dev]"
pytest tests/ -v

License

MIT License - see LICENSE for details.

Links

• Website: aisentry.co
• GitHub: github.com/deosha/aisentry
• PyPI: pypi.org/project/aisentry
• Issues: Report bugs