AnythingLLM vs Promptfoo
Side-by-side comparison · Updated September 2026
| Description | AnythingLLM is an AI workspace from Mintplex Labs for chatting with documents, connecting language models and running agents. Choose the desktop app for an individual computer, self-host a multi-user installation with Docker, or use a managed cloud instance. The free desktop and self-hosted paths are separate from optional Desktop Pro features and hosted subscriptions. For document work, AnythingLLM connects your files to a retrieval workflow so an assistant can use relevant material when answering questions. It also supports local and cloud model providers, embedding services and vector databases. This flexibility is useful when you want control over the model and deployment, but it makes privacy a configuration decision: remote providers and integrations may process data outside your device. Review the model, embedder and storage settings before adding confidential files. Hosted Basic is listed at $50 per month and hosted Pro at $99 per month, with Enterprise available by enquiry. Running the open-source software yourself avoids the hosted subscription, but your hardware, infrastructure and any paid provider usage still have costs. Desktop Pro is a separate optional subscription for expanded Magic features; it is not the $99 hosted plan. AnythingLLM is a useful shortlist choice for private document assistants and team knowledge workspaces. Start with representative files and questions, check whether answers use the right source material, then evaluate access controls and deployment requirements before expanding to a larger document library. Retrieval does not guarantee that every fact in every uploaded document will appear in an answer. | Promptfoo is an open-source tool designed to ensure the security and reliability of LLM (Large Language Models) applications. It offers a comprehensive vulnerability scanner specifically tailored to each LLM product, providing customized probes for detecting PII leaks, unauthorized prompt manipulations, and other critical failures. With capabilities like caching, concurrency, and detailed vulnerability reports, Promptfoo allows developers to build, test, and refine LLM applications efficiently with test-driven development rather than trial-and-error. |
| Category | AI Assistant | SecurityApplication |
| Rating | No reviews | No reviews |
| Pricing | Freemium | Free |
| Starting Price | Free | Free |
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| Tags | local AIdocument chatRAGself-hostingAI agents | open-sourcesecurityreliabilityLLMvulnerability scanner |
| Features | ||
| Desktop app for macOS, Windows and Linux | ||
| Document knowledge and retrieval-augmented chat | ||
| Self-hosted Docker deployment for team workspaces | ||
| Connections to local and cloud language models | ||
| Configurable embedding providers and vector databases | ||
| AI agents with MCP tool connections | ||
| Multi-user access controls on supported deployments | ||
| Anonymous telemetry opt-out | ||
| Optional Desktop Pro Magic features | ||
| Managed cloud hosting as a separate paid option | ||
| Open-source | ||
| Customized vulnerability probes | ||
| Detection of PII leaks | ||
| Protection against unauthorized prompt manipulations | ||
| Prevention of jailbreaks | ||
| Detailed vulnerability reports | ||
| Support for multiple LLM API providers | ||
| Local operation without cloud dependencies | ||
| Test-driven LLM development | ||
| Community-supported | ||
| View AnythingLLM | View Promptfoo | |
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