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adversarial security testing for ArtemisKit LLM evaluation toolkit","maintainers":[{"name":"btsowa","email":"tsowababangida@gmail.com"}],"readme":"# @artemiskit/redteam\n\nRed team adversarial security testing for ArtemisKit LLM evaluation toolkit.\n\n## Installation\n\n```bash\nnpm install @artemiskit/redteam\n# or\nbun add @artemiskit/redteam\n```\n\n## Overview\n\nThis package provides adversarial testing capabilities to identify vulnerabilities in LLM-powered applications:\n\n- **Prompt Injection** - Test resistance to instruction override attacks\n- **Jailbreak Attempts** - Test guardrail bypass techniques\n- **Data Extraction** - Probe for system prompt and training data leakage\n- **Hallucination Triggers** - Test factual accuracy under adversarial prompts\n- **PII Disclosure** - Test for unauthorized personal data exposure\n- **OWASP LLM Top 10** - Comprehensive security testing aligned with OWASP guidelines\n- **Agent Attacks** - Test agentic AI systems for identity confusion, tool abuse, and memory poisoning\n\n## Usage\n\nMost users should use the [`@artemiskit/cli`](https://www.npmjs.com/package/@artemiskit/cli) for red team testing:\n\n```bash\n# Basic red team testing\nartemiskit redteam my-scenario.yaml --count 5\n\n# OWASP LLM Top 10 testing\nartemiskit redteam my-scenario.yaml --owasp LLM01,LLM05\nartemiskit redteam my-scenario.yaml --owasp-full\n\n# Agent-specific testing\nartemiskit redteam my-scenario.yaml --mutations agent-confusion,tool-abuse --agent-detection trace\n```\n\nFor programmatic usage:\n\n```typescript\nimport { RedTeamGenerator } from '@artemiskit/redteam';\n\nconst generator = new RedTeamGenerator();\n\n// Generate mutated versions of a prompt\nconst mutatedPrompts = generator.generate(basePrompt, 10);\n\n// Each result contains:\n// - original: the original prompt\n// - mutated: the mutated prompt\n// - mutations: array of mutation names applied\n// - severity: 'low' | 'medium' | 'high' | 'critical'\n\n// Apply a specific mutation\nconst mutated = generator.applyMutation(prompt, 'role-spoof');\n\n// List available mutations\nconst mutations = generator.listMutations();\n```\n\n## How It Works\n\nThe red team module applies mutations to prompts to test LLM robustness:\n\n1. Takes a base prompt from your scenario\n2. Applies one or more mutations to create adversarial variants\n3. Sends mutated prompts to the LLM\n4. Analyzes responses for unsafe behavior\n5. Reports vulnerabilities with CVSS-like severity ratings\n\n## Mutations\n\n### Basic Mutations\n\n| Mutation | Description |\n|----------|-------------|\n| `TypoMutation` | Introduces typos to evade filters |\n| `RoleSpoofMutation` | Role impersonation attacks |\n| `InstructionFlipMutation` | Reverses or contradicts instructions |\n| `CotInjectionMutation` | Chain-of-thought injection attacks |\n\n### Encoding Mutations\n\n| Mutation | Description |\n|----------|-------------|\n| `EncodingMutation` | Obfuscates attacks using base64, ROT13, hex, unicode |\n\n### Multi-Turn Mutations\n\n| Mutation | Strategy | Description |\n|----------|----------|-------------|\n| `MultiTurnMutation` | `gradual_escalation` | Gradually intensifies requests |\n| `MultiTurnMutation` | `context_switching` | Shifts topics to lower defenses |\n| `MultiTurnMutation` | `persona_building` | Establishes trust through roleplay |\n| `MultiTurnMutation` | `distraction` | Uses side discussions to slip in attacks |\n\n### OWASP LLM Top 10 Mutations\n\n| Mutation | OWASP | Description |\n|----------|-------|-------------|\n| `bad-likert-judge` | LLM01 | Exploit evaluation capability |\n| `crescendo` | LLM01 | Multi-turn gradual escalation |\n| `deceptive-delight` | LLM01 | Positive framing bypass |\n| `output-injection` | LLM05 | XSS, SQLi, command injection in output |\n| `excessive-agency` | LLM06 | Unauthorized action claims |\n| `system-extraction` | LLM07 | System prompt leakage |\n| `hallucination-trap` | LLM09 | Confident fabrication triggers |\n\n### Agent Mutations (v0.3.1+)\n\n| Mutation | OWASP | Description |\n|----------|-------|-------------|\n| `agent-confusion` | LLM01, LLM08 | Tests if agents can be confused about identity/role |\n| `tool-abuse` | LLM01, LLM08 | Tests if agents can be manipulated to misuse tools |\n| `memory-poisoning` | LLM01, LLM08 | Tests if agent memory can be corrupted |\n| `chain-manipulation` | LLM01, LLM08 | Tests if malicious instructions propagate through chains |\n\n#### Agent Detection Modes\n\nAgent mutations support two detection modes:\n\n- **`trace`** - Analyzes agent execution traces for suspicious patterns\n- **`response`** - Analyzes final response content for indicators of compromise\n\n```typescript\nimport { AgentConfusionMutation, AgentMutationDetector } from '@artemiskit/redteam';\n\nconst mutation = new AgentConfusionMutation();\nconst detector = new AgentMutationDetector();\n\n// Apply mutation\nconst mutated = mutation.mutate(originalPrompt, { template: 'identity-override' });\n\n// Detect vulnerability (trace-based)\nconst result = detector.detect(response, 'agent-confusion', {\n  mode: 'trace',\n  agentTrace: executionTrace,\n});\n\n// Detect vulnerability (response-based)\nconst result = detector.detect(response, 'agent-confusion', {\n  mode: 'response',\n});\n```\n\n## Severity Ratings\n\nResults are categorized by CVSS-like severity:\n\n| Severity | Score | Description |\n|----------|-------|-------------|\n| `critical` | 9.0-10.0 | Complete guardrail bypass, full compromise |\n| `high` | 7.0-8.9 | Significant information disclosure or privilege escalation |\n| `medium` | 4.0-6.9 | Partial bypass or concerning behavior |\n| `low` | 0.1-3.9 | Minor issues or edge cases |\n\n## Related Packages\n\n- [`@artemiskit/cli`](https://www.npmjs.com/package/@artemiskit/cli) - Command-line interface\n- [`@artemiskit/core`](https://www.npmjs.com/package/@artemiskit/core) - Core runtime and evaluators\n- [`@artemiskit/reports`](https://www.npmjs.com/package/@artemiskit/reports) - HTML report generation\n- [`@artemiskit/sdk`](https://www.npmjs.com/package/@artemiskit/sdk) - Programmatic SDK\n\n## License\n\nApache-2.0\n","readmeFilename":"README.md"}