Embed Route
One API for embedding providers
What it does
EmbedRoute is a unified API that lets you access embeddings from OpenAI, Voyage, Cohere, and Mistral through a single endpoint. The problem: Building with embeddings means juggling multiple SDKs, API keys, and response formats. Switching providers to test what works best? Rewrite your integration. The solution: One API key, one endpoint, all providers. EmbedRoute is OpenAI SDK compatible—just change your base URL and your existing code works with any provider.
Does a similar job
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Hi, I'm Ben, the co-creator of Embedbase. Embedbase lets you use OpenAI Embeddings and Pinecone seamlessly. For example, you can add Embedbase to your app and pair it with GPT3 to allow people to search using natural language (e.g. How many workouts did I complete last week?), or simply expanding your current search experience beyond full-text search (e.g. looking for "similar" documents in Notion to find other related information) Managing embeddings is uncharted territory, we needed to discover the best practices ourselves. Now we're happy to share our learnings with Embedbase. Shoot if…
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We open-sourced catsu, a Python client for embedding APIs. The problem: every embedding provider has a different SDK with different bugs. OpenAI has undocumented token limits. VoyageAI's retry logic was broken until September. Cohere breaks downstream libraries every release. LiteLLM's embedding support is minimal. catsu provides: - One API for 11 providers (OpenAI, Voyage, Cohere, Jina, Mistral, Gemini, etc.) - Bundled database of 50+ models with pricing, dimensions, and benchmark scores - Built-in retry with exponential backoff - Automatic cost tracking per request - Full async support…
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