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# Promptfoo ## Docs - [Api Reference](/docs/api-reference/) - [Tags](/docs/tags/) - [Changelog](/docs/tags/changelog/) - [Custom](/docs/tags/custom/) - [Features](/docs/tags/features/) - [Multi Turn](/docs/tags/multi-turn/) - [Red Team](/docs/tags/red-team/) - [Releases](/docs/tags/releases/) - [Strategies](/docs/tags/strategies/) - [Updates](/docs/tags/updates/) - [Configuration](/docs/category/configuration/) - [Integrations](/docs/category/integrations/) - [Usage](/docs/category/usage/) - [Code Scanning](/docs/code-scanning/) - [Cli](/docs/code-scanning/cli/) - [Github Action](/docs/code-scanning/github-action/) - [Vscode Extension](/docs/code-scanning/vscode-extension/) - [Caching](/docs/configuration/caching/) - [Chat](/docs/configuration/chat/) - [Datasets](/docs/configuration/datasets/) - [Expected Outputs](/docs/configuration/expected-outputs/) - [Classifier](/docs/configuration/expected-outputs/classifier/) - [Deterministic](/docs/configuration/expected-outputs/deterministic/) - [Guardrails](/docs/configuration/expected-outputs/guardrails/) - [Javascript](/docs/configuration/expected-outputs/javascript/) - [Model Graded](/docs/configuration/expected-outputs/model-graded/) - [Answer Relevance](/docs/configuration/expected-outputs/model-graded/answer-relevance/) - [Context Faithfulness](/docs/configuration/expected-outputs/model-graded/context-faithfulness/) - [Context Recall](/docs/configuration/expected-outputs/model-graded/context-recall/) - [Context Relevance](/docs/configuration/expected-outputs/model-graded/context-relevance/) - [Conversation Relevance](/docs/configuration/expected-outputs/model-graded/conversation-relevance/) - [Factuality](/docs/configuration/expected-outputs/model-graded/factuality/) - [G Eval](/docs/configuration/expected-outputs/model-graded/g-eval/) - [Llm Rubric](/docs/configuration/expected-outputs/model-graded/llm-rubric/) - [Max Score](/docs/configuration/expected-outputs/model-graded/max-score/) - [Model Graded Closedqa](/docs/configuration/expected-outputs/model-graded/model-graded-closedqa/) - [Pi](/docs/configuration/expected-outputs/model-graded/pi/) - [Search Rubric](/docs/configuration/expected-outputs/model-graded/search-rubric/) - [Select Best](/docs/configuration/expected-outputs/model-graded/select-best/) - [Moderation](/docs/configuration/expected-outputs/moderation/) - [Python](/docs/configuration/expected-outputs/python/) - [Ruby](/docs/configuration/expected-outputs/ruby/) - [Similar](/docs/configuration/expected-outputs/similar/) - [Guide](/docs/configuration/guide/) - [Huggingface Datasets](/docs/configuration/huggingface-datasets/) - [Modular Configs](/docs/configuration/modular-configs/) - [Outputs](/docs/configuration/outputs/) - [Parameters](/docs/configuration/parameters/) - [Prompts](/docs/configuration/prompts/) - [Rate Limits](/docs/configuration/rate-limits/) - [Reference](/docs/configuration/reference/) - [Scenarios](/docs/configuration/scenarios/) - [Telemetry](/docs/configuration/telemetry/) - [Test Cases](/docs/configuration/test-cases/) - [Testing Llm Chains](/docs/configuration/testing-llm-chains/) - [Tools](/docs/configuration/tools/) - [Contributing](/docs/contributing/) - [Enterprise](/docs/enterprise/) - [Audit Logging](/docs/enterprise/audit-logging/) - [Authentication](/docs/enterprise/authentication/) - [Findings](/docs/enterprise/findings/) - [Guardrails](/docs/enterprise/guardrails/) - [Red Teams](/docs/enterprise/red-teams/) - [Remediation Reports](/docs/enterprise/remediation-reports/) - [Service Accounts](/docs/enterprise/service-accounts/) - [Teams](/docs/enterprise/teams/) - [Webhooks](/docs/enterprise/webhooks/) - [Faq](/docs/faq/) - [Getting Started](/docs/getting-started/) - [Guides](/docs/guides/) - [Azure Vs Openai](/docs/guides/azure-vs-openai/) - [Censored Vs Uncensored Ollama](/docs/guides/censored-vs-uncensored-ollama/) - [Chatbase Redteam](/docs/guides/chatbase-redteam/) - [Choosing Best Gpt Model](/docs/guides/choosing-best-gpt-model/) - [Compare Open Source Models](/docs/guides/compare-open-source-models/) - [Deepseek Benchmark](/docs/guides/deepseek-benchmark/) - [Evaling With Harmbench](/docs/guides/evaling-with-harmbench/) - [Evaluate Coding Agents](/docs/guides/evaluate-coding-agents/) - [Evaluate Crewai](/docs/guides/evaluate-crewai/) - [Evaluate Elevenlabs](/docs/guides/evaluate-elevenlabs/) - [Evaluate Json](/docs/guides/evaluate-json/) - [Evaluate Langgraph](/docs/guides/evaluate-langgraph/) - [Evaluate Llm Temperature](/docs/guides/evaluate-llm-temperature/) - [Evaluate Openai Agents Python](/docs/guides/evaluate-openai-agents-python/) - [Evaluate Openai Assistants](/docs/guides/evaluate-openai-assistants/) - [Evaluate Rag](/docs/guides/evaluate-rag/) - [Factuality Eval](/docs/guides/factuality-eval/) - [Google Cloud Model Armor](/docs/guides/google-cloud-model-armor/) - [Gpt Mmlu Comparison](/docs/guides/gpt-mmlu-comparison/) - [Gpt Vs Claude Vs Gemini](/docs/guides/gpt-vs-claude-vs-gemini/) - [Gpt Vs Reasoning Model](/docs/guides/gpt-vs-reasoning-model/) - [Hle Benchmark](/docs/guides/hle-benchmark/) - [Langchain Prompttemplate](/docs/guides/langchain-prompttemplate/) - [Llm Redteaming](/docs/guides/llm-redteaming/) - [Mixtral Vs Gpt](/docs/guides/mixtral-vs-gpt/) - [Multimodal Red Team](/docs/guides/multimodal-red-team/) - [Prevent Llm Hallucinations](/docs/guides/prevent-llm-hallucinations/) - [Qwen Benchmark](/docs/guides/qwen-benchmark/) - [Sandboxed Code Evals](/docs/guides/sandboxed-code-evals/) - [Testing Guardrails](/docs/guides/testing-guardrails/) - [Text To Sql Evaluation](/docs/guides/text-to-sql-evaluation/) - [Installation](/docs/installation/) - [Agent Skill](/docs/integrations/agent-skill/) - [Aws Codecommit](/docs/integrations/aws-codecommit/) - [Azure Pipelines](/docs/integrations/azure-pipelines/) - [Bitbucket Pipelines](/docs/integrations/bitbucket-pipelines/) - [Burp](/docs/integrations/burp/) - [Ci Cd](/docs/integrations/ci-cd/) - [Circle Ci](/docs/integrations/circle-ci/) - [Github Action](/docs/integrations/github-action/) - [Gitlab Ci](/docs/integrations/gitlab-ci/) - [Google Sheets](/docs/integrations/google-sheets/) - [Helicone](/docs/integrations/helicone/) - [Jenkins](/docs/integrations/jenkins/) - [Jest](/docs/integrations/jest/) - [Langfuse](/docs/integrations/langfuse/) - [Looper](/docs/integrations/looper/) - [Mcp Server](/docs/integrations/mcp-server/) - [Mcp](/docs/integrations/mcp/) - [Mocha Chai](/docs/integrations/mocha-chai/) - [N8n](/docs/integrations/n8n/) - [Portkey](/docs/integrations/portkey/) - [Python](/docs/integrations/python/) - [Sharepoint](/docs/integrations/sharepoint/) - [Sonarqube](/docs/integrations/sonarqube/) - [Splunk](/docs/integrations/splunk/) - [Travis Ci](/docs/integrations/travis-ci/) - [Intro](/docs/intro/) - [Model Audit](/docs/model-audit/) - [Ci Cd](/docs/model-audit/ci-cd/) - [Scanners](/docs/model-audit/scanners/) - [Usage](/docs/model-audit/usage/) - [Providers](/docs/providers/) - [Ai21](/docs/providers/ai21/) - [Aimlapi](/docs/providers/aimlapi/) - [Alibaba](/docs/providers/alibaba/) - [Anthropic](/docs/providers/anthropic/) - [Aws Bedrock](/docs/providers/aws-bedrock/) - [Azure](/docs/providers/azure/) - [Bedrock Agents](/docs/providers/bedrock-agents/) - [Browser](/docs/providers/browser/) - [Cerebras](/docs/providers/cerebras/) - [Claude Agent Sdk](/docs/providers/claude-agent-sdk/) - [Cloudera](/docs/providers/cloudera/) - [Cloudflare Ai](/docs/providers/cloudflare-ai/) - [Cloudflare Gateway](/docs/providers/cloudflare-gateway/) - [Cohere](/docs/providers/cohere/) - [Cometapi](/docs/providers/cometapi/) - [Custom Api](/docs/providers/custom-api/) - [Custom Script](/docs/providers/custom-script/) - [Databricks](/docs/providers/databricks/) - [Deepseek](/docs/providers/deepseek/) - [Docker](/docs/providers/docker/) - [Echo](/docs/providers/echo/) - [Elevenlabs](/docs/providers/elevenlabs/) - [Envoy](/docs/providers/envoy/) - [F5](/docs/providers/f5/) - [Fal](/docs/providers/fal/) - [Fireworks](/docs/providers/fireworks/) - [Github](/docs/providers/github/) - [Go](/docs/providers/go/) - [Google](/docs/providers/google/) - [Groq](/docs/providers/groq/) - [Helicone](/docs/providers/helicone/) - [Http](/docs/providers/http/) - [Huggingface](/docs/providers/huggingface/) - [Hyperbolic](/docs/providers/hyperbolic/) - [Ibm Bam](/docs/providers/ibm-bam/) - [Jfrog](/docs/providers/jfrog/) - [Litellm](/docs/providers/litellm/) - [Llama.cpp](/docs/providers/llama.cpp/) - [LlamaApi](/docs/providers/llamaApi/) - [Llamafile](/docs/providers/llamafile/) - [Localai](/docs/providers/localai/) - [Manual Input](/docs/providers/manual-input/) - [Mcp](/docs/providers/mcp/) - [Mistral](/docs/providers/mistral/) - [Modelslab](/docs/providers/modelslab/) - [Nscale](/docs/providers/nscale/) - [Ollama](/docs/providers/ollama/) - [Openai Agents](/docs/providers/openai-agents/) - [Openai Chatkit](/docs/providers/openai-chatkit/) - [Openai Codex App Server](/docs/providers/openai-codex-app-server/) - [Openai Codex Sdk](/docs/providers/openai-codex-sdk/) - [Openai](/docs/providers/openai/) - [Openclaw](/docs/providers/openclaw/) - [Opencode Sdk](/docs/providers/opencode-sdk/) - [Openllm](/docs/providers/openllm/) - [Openrouter](/docs/providers/openrouter/) - [Perplexity](/docs/providers/perplexity/) - [Python](/docs/providers/python/) - [Quiverai](/docs/providers/quiverai/) - [Replicate](/docs/providers/replicate/) - [Ruby](/docs/providers/ruby/) - [Sagemaker](/docs/providers/sagemaker/) - [Sequence](/docs/providers/sequence/) - [Simulated User](/docs/providers/simulated-user/) - [Slack](/docs/providers/slack/) - [Snowflake](/docs/providers/snowflake/) - [Text Generation Webui](/docs/providers/text-generation-webui/) - [Togetherai](/docs/providers/togetherai/) - [Transformers](/docs/providers/transformers/) - [Truefoundry](/docs/providers/truefoundry/) - [Vercel](/docs/providers/vercel/) - [Vertex](/docs/providers/vertex/) - [Vllm](/docs/providers/vllm/) - [Voyage](/docs/providers/voyage/) - [Watsonx](/docs/providers/watsonx/) - [Webhook](/docs/providers/webhook/) - [Websocket](/docs/providers/websocket/) - [Xai](/docs/providers/xai/) - [Red Team](/docs/red-team/) - [Agents](/docs/red-team/agents/) - [Architecture](/docs/red-team/architecture/) - [Coding Agents](/docs/red-team/coding-agents/) - [Configuration](/docs/red-team/configuration/) - [Discovery](/docs/red-team/discovery/) - [Dod Ai Ethics](/docs/red-team/dod-ai-ethics/) - [Eu Ai Act](/docs/red-team/eu-ai-act/) - [Foundation Models](/docs/red-team/foundation-models/) - [Gdpr](/docs/red-team/gdpr/) - [Guides](/docs/red-team/guides/) - [Iso 42001](/docs/red-team/iso-42001/) - [Llm Supply Chain](/docs/red-team/llm-supply-chain/) - [Llm Vulnerability Types](/docs/red-team/llm-vulnerability-types/) - [Mcp Security Testing](/docs/red-team/mcp-security-testing/) - [Mitre Atlas](/docs/red-team/mitre-atlas/) - [Model Drift](/docs/red-team/model-drift/) - [Multi Input](/docs/red-team/multi-input/) - [Nist Ai Rmf](/docs/red-team/nist-ai-rmf/) - [Owasp Agentic Ai](/docs/red-team/owasp-agentic-ai/) - [Owasp Api Top 10](/docs/red-team/owasp-api-top-10/) - [Owasp Llm Top 10](/docs/red-team/owasp-llm-top-10/) - [Plugins](/docs/red-team/plugins/) - [Aegis](/docs/red-team/plugins/aegis/) - [Age Bias](/docs/red-team/plugins/age-bias/) - [Ascii Smuggling](/docs/red-team/plugins/ascii-smuggling/) - [Beavertails](/docs/red-team/plugins/beavertails/) - [Bfla](/docs/red-team/plugins/bfla/) - [Bias](/docs/red-team/plugins/bias/) - [Bola](/docs/red-team/plugins/bola/) - [Coding Agent](/docs/red-team/plugins/coding-agent/) - [Competitors](/docs/red-team/plugins/competitors/) - [Context Compliance Attack](/docs/red-team/plugins/context-compliance-attack/) - [Contracts](/docs/red-team/plugins/contracts/) - [Coppa](/docs/red-team/plugins/coppa/) - [Cross Session Leak](/docs/red-team/plugins/cross-session-leak/) - [Custom](/docs/red-team/plugins/custom/) - [Cyberseceval](/docs/red-team/plugins/cyberseceval/) - [Data Exfil](/docs/red-team/plugins/data-exfil/) - [Debug Access](/docs/red-team/plugins/debug-access/) - [Disability Bias](/docs/red-team/plugins/disability-bias/) - [Divergent Repetition](/docs/red-team/plugins/divergent-repetition/) - [Donotanswer](/docs/red-team/plugins/donotanswer/) - [Ecommerce](/docs/red-team/plugins/ecommerce/) - [Excessive Agency](/docs/red-team/plugins/excessive-agency/) - [Ferpa](/docs/red-team/plugins/ferpa/) - [Financial](/docs/red-team/plugins/financial/) - [Gender Bias](/docs/red-team/plugins/gender-bias/) - [Goal Misalignment](/docs/red-team/plugins/goal-misalignment/) - [Hallucination](/docs/red-team/plugins/hallucination/) - [Harmbench](/docs/red-team/plugins/harmbench/) - [Harmful](/docs/red-team/plugins/harmful/) - [Hijacking](/docs/red-team/plugins/hijacking/) - [Imitation](/docs/red-team/plugins/imitation/) - [Indirect Prompt Injection](/docs/red-team/plugins/indirect-prompt-injection/) - [Insurance](/docs/red-team/plugins/insurance/) - [Intent](/docs/red-team/plugins/intent/) - [Malicious Code](/docs/red-team/plugins/malicious-code/) - [Mcp](/docs/red-team/plugins/mcp/) - [Medical](/docs/red-team/plugins/medical/) - [Memory Poisoning](/docs/red-team/plugins/memory-poisoning/) - [Model Identification](/docs/red-team/plugins/model-identification/) - [Off Topic](/docs/red-team/plugins/off-topic/) - [Overreliance](/docs/red-team/plugins/overreliance/) - [Pharmacy](/docs/red-team/plugins/pharmacy/) - [Pii](/docs/red-team/plugins/pii/) - [Pliny](/docs/red-team/plugins/pliny/) - [Policy](/docs/red-team/plugins/policy/) - [Politics](/docs/red-team/plugins/politics/) - [Prompt Extraction](/docs/red-team/plugins/prompt-extraction/) - [Race Bias](/docs/red-team/plugins/race-bias/) - [Rag Document Exfiltration](/docs/red-team/plugins/rag-document-exfiltration/) - [Rag Poisoning](/docs/red-team/plugins/rag-poisoning/) - [Rag Source Attribution](/docs/red-team/plugins/rag-source-attribution/) - [Rbac](/docs/red-team/plugins/rbac/) - [Realestate](/docs/red-team/plugins/realestate/) - [Reasoning Dos](/docs/red-team/plugins/reasoning-dos/) - [Religion](/docs/red-team/plugins/religion/) - [Shell Injection](/docs/red-team/plugins/shell-injection/) - [Special Token Injection](/docs/red-team/plugins/special-token-injection/) - [Sql Injection](/docs/red-team/plugins/sql-injection/) - [Ssrf](/docs/red-team/plugins/ssrf/) - [System Prompt Override](/docs/red-team/plugins/system-prompt-override/) - [Teen Safety](/docs/red-team/plugins/teen-safety/) - [Telecom](/docs/red-team/plugins/telecom/) - [Tool Discovery](/docs/red-team/plugins/tool-discovery/) - [Toxic Chat](/docs/red-team/plugins/toxic-chat/) - [Unsafebench](/docs/red-team/plugins/unsafebench/) - [Unverifiable Claims](/docs/red-team/plugins/unverifiable-claims/) - [Vlguard](/docs/red-team/plugins/vlguard/) - [Vlsu](/docs/red-team/plugins/vlsu/) - [Wordplay](/docs/red-team/plugins/wordplay/) - [Xstest](/docs/red-team/plugins/xstest/) - [Quickstart](/docs/red-team/quickstart/) - [Rag](/docs/red-team/rag/) - [Risk Scoring](/docs/red-team/risk-scoring/) - [Strategies](/docs/red-team/strategies/) - [Audio](/docs/red-team/strategies/audio/) - [Authoritative Markup Injection](/docs/red-team/strategies/authoritative-markup-injection/) - [Base64](/docs/red-team/strategies/base64/) - [Basic](/docs/red-team/strategies/basic/) - [Best Of N](/docs/red-team/strategies/best-of-n/) - [Citation](/docs/red-team/strategies/citation/) - [Composite Jailbreaks](/docs/red-team/strategies/composite-jailbreaks/) - [Custom Strategy](/docs/red-team/strategies/custom-strategy/) - [Custom](/docs/red-team/strategies/custom/) - [Gcg](/docs/red-team/strategies/gcg/) - [Goat](/docs/red-team/strategies/goat/) - [Hex](/docs/red-team/strategies/hex/) - [Homoglyph](/docs/red-team/strategies/homoglyph/) - [Hydra](/docs/red-team/strategies/hydra/) - [Image](/docs/red-team/strategies/image/) - [Indirect Web Pwn](/docs/red-team/strategies/indirect-web-pwn/) - [Iterative](/docs/red-team/strategies/iterative/) - [Jailbreak Templates](/docs/red-team/strategies/jailbreak-templates/) - [Layer](/docs/red-team/strategies/layer/) - [Leetspeak](/docs/red-team/strategies/leetspeak/) - [Likert](/docs/red-team/strategies/likert/) - [Math Prompt](/docs/red-team/strategies/math-prompt/) - [Meta](/docs/red-team/strategies/meta/) - [Mischievous User](/docs/red-team/strategies/mischievous-user/) - [Multi Turn](/docs/red-team/strategies/multi-turn/) - [Other Encodings](/docs/red-team/strategies/other-encodings/) - [Prompt Injection](/docs/red-team/strategies/prompt-injection/) - [Retry](/docs/red-team/strategies/retry/) - [Rot13](/docs/red-team/strategies/rot13/) - [Tree](/docs/red-team/strategies/tree/) - [Video](/docs/red-team/strategies/video/) - [Attack Generation](/docs/red-team/troubleshooting/attack-generation/) - [Best Practices](/docs/red-team/troubleshooting/best-practices/) - [Connecting To Targets](/docs/red-team/troubleshooting/connecting-to-targets/) - [Data Handling](/docs/red-team/troubleshooting/data-handling/) - [False Positives](/docs/red-team/troubleshooting/false-positives/) - [Grading Results](/docs/red-team/troubleshooting/grading-results/) - [Inference Limit](/docs/red-team/troubleshooting/inference-limit/) - [Linking Targets](/docs/red-team/troubleshooting/linking-targets/) - [Multi Turn Sessions](/docs/red-team/troubleshooting/multi-turn-sessions/) - [Multiple Response Types](/docs/red-team/troubleshooting/multiple-response-types/) - [Overview](/docs/red-team/troubleshooting/overview/) - [Remote Generation](/docs/red-team/troubleshooting/remote-generation/) - [Releases](/docs/releases/) - [Tracing](/docs/tracing/) - [Command Line](/docs/usage/command-line/) - [Node Package](/docs/usage/node-package/) - [Self Hosting](/docs/usage/self-hosting/) - [Sharing](/docs/usage/sharing/) - [Troubleshooting](/docs/usage/troubleshooting/) - [Web Ui](/docs/usage/web-ui/) - [Write For Promptfoo](/docs/write-for-promptfoo/)
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