CreatorML vs New API
Side-by-side comparison · Updated October 2026
| Description | CreatorML harnesses advanced AI technology to assist YouTube creators in optimizing their video content. Key features of CreatorML include the YouTube View Predictor, Winning Thumbnail Predictor, YouTube Video Idea Generator, and a Chrome Extension. These tools help creators predict the performance of their videos, select eye-catching thumbnails, generate engaging video ideas, and gain valuable insights directly within their browser. Trusted by top YouTubers, CreatorML aims to take the guesswork out of content creation and boost overall engagement and visibility on YouTube. | 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. |
| Category | Content Creation | Developer Tools |
| Rating | No reviews | No reviews |
| Pricing | Pricing unavailable | Open Source |
| Starting Price | N/A | N/A |
| Use Cases |
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| Tags | YouTubeAIvideo optimizationYouTube View PredictorWinning Thumbnail Predictor | AI gatewayLLM routingmodel managementrate limitingusage accounting |
| Features | ||
| YouTube View Predictor | ||
| Winning Thumbnail Predictor | ||
| YouTube Video Idea Generator | ||
| Chrome Extension integration | ||
| AI-powered video content optimization | ||
| Insights into popular title and thumbnail changes | ||
| Real-time YouTube analytics | ||
| Thumbnail ranking for engagement | ||
| Diverse video ideas tailored to niches | ||
| Endorsements from top YouTubers | ||
| 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 | ||
| View CreatorML | View New API | |
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