promptfoo vs PromptMage
promptfoo
promptfoo is an open-source tool trusted by over 51,000 developers for testing and securing large language model (LLM) applications. It provides automated red teaming, vulnerability scanning, and continuous monitoring to detect security, legal, and brand risks. The tool dynamically adapts to your application, uncovering issues like PII leaks, insecure tool use, and harmful content.
Built for developers, promptfoo offers a command-line interface, live reloads, and caching, ensuring a seamless experience without cloud dependencies or logins. Its battle-tested open-source framework is supported by an active community, making it a reliable choice for teams serving millions of users.
PromptMage
PromptMage is a comprehensive Python framework designed to streamline the development of Large Language Model (LLM) based applications. This self-hosted solution offers an intuitive interface for creating and managing complex LLM workflows, complete with integrated version control capabilities and a robust testing environment.
The framework stands out with its FastAPI-powered automatic API generation, built-in prompt playground for rapid iteration, and comprehensive evaluation tools for both manual and automatic testing. While currently in alpha state, it provides essential features for developers and organizations looking to build reliable LLM applications with proper version control and collaboration features.
promptfoo
Pricing
PromptMage
Pricing
promptfoo
Features
- Automated Red Teaming: Dynamically adapts to detect security, legal, and brand risks.
- Vulnerability Scanning: Identifies issues like PII leaks, insecure tool use, and harmful content.
- Continuous Monitoring: Provides real-time alerts and automated evaluations for LLM security.
- Developer-Friendly CLI: Command-line interface with live reloads and caching for seamless use.
- Open-Source Framework: Supported by an active community and used by teams serving millions of users.
PromptMage
Features
- Version Control: Built-in tracking system for prompt development and collaboration
- Prompt Playground: Interactive interface for testing and refining prompts
- Auto-generated API: FastAPI-powered automatic API creation for easy integration
- Evaluation Tools: Manual and automatic testing capabilities for prompt validation
- Type Hints: Comprehensive type hinting for automatic inference and validation
- Self-hosted Solution: Complete control over deployment and infrastructure
promptfoo
Use cases
- Securing LLM applications against vulnerabilities
- Automated red teaming for detecting security risks
- Continuous monitoring of LLM performance and compliance
- Evaluating LLM outputs for harmful or insecure content
- Testing LLM integrations for legal and brand risks
PromptMage
Use cases
- Building complex LLM-based applications
- Managing and versioning prompt development
- Testing and validating LLM workflows
- Collaborating on prompt engineering
- Deploying LLM applications with API integration
- Research and development of AI applications
promptfoo
FAQs
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What is included in the Community version?
The Community version includes all core features for local testing, evaluation, and vulnerability scanning.Who needs the Enterprise version?
Larger teams and organizations that want to continuously monitor risk in development and production.How does Enterprise pricing work?
Enterprise pricing is customized based on your team's size and needs. Contact promptfoo for a personalized quote.Can I upgrade from Community to Enterprise?
Yes, you can easily upgrade to Enterprise at any time to access additional features and support.
PromptMage
FAQs
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What is the current state of PromptMage?
PromptMage is currently in alpha state and under active development. Users should be aware that the API and features may change at any time.How can I contribute to PromptMage?
You can contribute by reporting bugs, improving documentation, fixing bugs, submitting feature requests, and creating pull requests. It's recommended to create an issue before submitting a pull request to discuss changes.What are the main philosophy points of PromptMage?
PromptMage's philosophy includes integrating prompt playground for fast iteration, treating prompts as first-class citizens with version control, providing manual and automatic testing, enabling easy result sharing, and offering built-in API creation with FastAPI.
promptfoo
Uptime Monitor
Average Uptime
100%
Average Response Time
151.75 ms
Last 30 Days
PromptMage
Uptime Monitor
Average Uptime
100%
Average Response Time
257.75 ms
Last 30 Days
promptfoo
PromptMage