New API vs Prefind
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. | Prefind is an innovative AI-powered search engine designed to transform online information discovery. As a Chrome extension, it utilizes the advanced capabilities of GPT-4 and Claude-3 Opus to deliver faster, more relevant search results compared to traditional engines. Prefind excels in enhancing the search experience by providing context-aware, ad-free insights with multi-model comparisons. Beneficial for students, researchers, and professionals, it supports diverse applications from educational research to content creation. Unique features like seamless integration, intuitive queries, and free core functionality set Prefind apart, offering a broad reach through its global accessibility. |
| Category | Developer Tools | Search Engine |
| Rating | No reviews | No reviews |
| Pricing | Open Source | Free |
| Starting Price | N/A | Free |
| Plans | — |
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| Tags | AI gatewayLLM routingmodel managementrate limitingusage accounting | AISearch EngineChrome ExtensionGPT-4Claude-3 Opus |
| 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 | ||
| AI-powered search using GPT-4 and Claude-3 Opus models | ||
| Free access to core features | ||
| Intuitive query understanding for contextually aware answers | ||
| Fast delivery of search results | ||
| Clear and concise presentation of answers | ||
| Ability to compare answers from different AI models simultaneously | ||
| Global accessibility for users worldwide | ||
| Seamless integration as a Chrome extension | ||
| Compatibility with major search engines | ||
| View New API | View Prefind | |
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