New API vs RePrompt
Side-by-side comparison · Updated October 2026
| Description | New API is a self-hosted AI gateway and model-management project maintained in the QuantumNous repository. It brings provider channels, access tokens, model restrictions, usage statistics and cost accounting into one interface. Teams supply their own authorized model-provider access and operate the gateway in their chosen environment. The gateway supports several API formats, including OpenAI-compatible requests, Claude Messages and Google Gemini. Compatibility has boundaries: the README marks Gemini-to-OpenAI conversion as text-only without function calling, and OpenAI-compatible to Responses conversion as in development. Test the exact endpoints, streaming behavior and tool calls your application uses before switching traffic. Routing features include weighted channel selection, automatic retry after failures and user-level model rate limits. The dashboard supports request-based, usage-based and cache-hit cost accounting, with token grouping and model-access controls. These controls can help organize usage, but retries and a common API format do not guarantee uninterrupted service or identical behavior across providers. The current repository license is AGPLv3. Docker Compose is the recommended quick-start path in the README, which also documents Docker commands with SQLite or MySQL. Running the software still involves infrastructure, operations and upstream model charges. Review the current license, secure your deployment and validate accounting against provider bills. Compare LiteLLM if you also want a Python SDK or a documented gateway for MCP servers and agents. | Reprompt is a cutting-edge platform designed to streamline and simplify prompt testing for developers. With features like real-time data analysis, quick anomaly detection, and version comparisons, it allows for efficient and confident deployment of prompts. Additionally, Reprompt offers unmatched operational speed and robust security measures, including 256-bit AES encryption. This platform is ideal for anyone needing enhanced debugging capabilities and data-driven decision making in their prompt operations. |
| Category | Developer Tools | Prompt Guides |
| Rating | No reviews | No reviews |
| Pricing | Open Source | Pricing unavailable |
| Starting Price | N/A | N/A |
| Use Cases |
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| Tags | AI gatewayLLM routingmodel managementrate limitingusage accounting | prompt testingreal-time data analysisanomaly detectionversion comparisonsdebugging |
| Features | ||
| Self-hosted AI gateway and model management | ||
| Provider channels, token groups and model restrictions | ||
| OpenAI-compatible, Claude Messages and Gemini format support | ||
| Documented limits on protocol conversion | ||
| Weighted channel selection and failure retries | ||
| User-level model rate limiting | ||
| Request, usage and cache-hit cost accounting | ||
| Docker Compose deployment documentation | ||
| Real-time data analysis | ||
| Quick anomaly detection | ||
| Version comparisons | ||
| Built-in enterprise encryption | ||
| 256-bit AES encryption | ||
| Advanced security standards | ||
| Less than 1 sec operations | ||
| No commissions | ||
| Collaborative prompt testing | ||
| Streamlined prompt debugging | ||
| View New API | View RePrompt | |
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