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Security guards for LLM-powered and agentic AI applications. Zero dependencies. Covers OWASP Top 10 for LLMs 2025.

Project description

llm-trust-guard

Security guards for LLM-powered applications. Zero dependencies. Python port of the npm package.

Installation

pip install llm-trust-guard

Quick Start

from llm_trust_guard import InputSanitizer, EncodingDetector, CompressionDetector

# Check for prompt injection
sanitizer = InputSanitizer(threshold=0.3)
result = sanitizer.sanitize(user_input)
if not result.allowed:
    print(f"Blocked: {result.matches}")

# Check for encoding bypass attacks
encoder = EncodingDetector()
result = encoder.detect(user_input)
if not result.allowed:
    print(f"Encoded threat: {result.violations}")

# Check structural similarity to known attacks (NCD)
detector = CompressionDetector()
result = detector.detect(user_input)
if not result.allowed:
    print(f"Similar to: {result.ncd_analysis.closest_category}")

Guards (Phase 1)

Guard Purpose Method
InputSanitizer Prompt injection detection (170+ patterns, 11 languages) Regex + PAP
EncodingDetector Encoding bypass (9 formats: Base64, URL, Unicode, Hex, HTML, ROT13, Octal, Base32) Decode + scan
CompressionDetector Structural similarity to known attacks gzip NCD (135 templates)
HeuristicAnalyzer Synonym expansion + structural + statistical analysis 8 attack categories
OutputFilter PII/secret detection and masking in LLM output Regex + redaction

Key Features

  • Zero dependencies — only Python stdlib (re, zlib, base64, html)
  • Same patterns as the npm package — feature parity with llm-trust-guard v4.13.1
  • Fast — all checks complete in <5ms
  • Python 3.9+ compatible

More Guards Coming

The npm package has 31 guards total. Python Phase 2 will add:

  • ExternalDataGuard, AgentSkillGuard, SessionIntegrityGuard
  • SchemaValidator, ToolResultGuard, TokenCostGuard

Links

License

MIT

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