Mixedbread AI alternatives

Agentic search platform that ingests PDFs, decks, video, code, Slack and Drive and returns evidence to agents. Built on its own models and database: Wholembed V3 (late-interaction, omnimodal) embeddings, mxbai-rerank listwise reranker, a trained search agent… Full Mixedbread AI record →

  1. 1 Hugging Face Inference API (Embeddings) Embedding & reranker services

    also in Embedding & reranker services · also self-hostable · also offered managed · also has MCP

    OSS — Self-host ✓ Managed ✓ MCP ✓ ★ 5.1k released 2026-10-23 proprietary service; huggingface_hub SDK… Compare with Mixedbread AI →

  2. 2 Sentence Transformers Embedding & reranker services

    also in Embedding & reranker services · also self-hostable · also offered managed

    OSS ✓ Self-host ✓ Managed ✓ MCP ? ★ 19k Apache-2.0 Compare with Mixedbread AI →

  3. 3 BGE (BAAI) Embedding & reranker services

    also in Embedding & reranker services · also self-hostable · also offered managed

    OSS ✓ Self-host ✓ Managed ✓ MCP ? ★ 12k MIT Compare with Mixedbread AI →

  4. 4 Cohere Embed Embedding & reranker services

    also in Embedding & reranker services · also self-hostable · also offered managed

    OSS — Self-host ✓ Managed ✓ MCP ? ★ 406 released 2026-09-30 proprietary; Python SDK MIT Compare with Mixedbread AI →

  5. 5 OpenAI Embeddings Embedding & reranker services

    also in Embedding & reranker services · also offered managed

    OSS — Self-host — Managed ✓ MCP ? ★ 32k released 2026-10-26 proprietary; SDKs Apache-2.0 Compare with Mixedbread AI →

  6. 6 Nomic Embed Embedding & reranker services

    also in Embedding & reranker services · also self-hostable · also offered managed

    OSS ✓ Self-host ✓ Managed ✓ MCP ? ★ 1.9k released 2025-11-11 Apache-2.0 Compare with Mixedbread AI →

  7. 7 Jina AI Embeddings Embedding & reranker services ⚠ acquired — acquired by Elastic

    also in Embedding & reranker services · also self-hostable · also offered managed · also has MCP

    OSS ✓ Self-host ✓ Managed ✓ MCP ✓ ★ 841 released 2026-05-07 mixed — most recent open-weight models… Compare with Mixedbread AI →

  8. 8 GTE (Alibaba-NLP) Embedding & reranker services

    also in Embedding & reranker services · also self-hostable · also offered managed

    OSS ✓ Self-host ✓ Managed ✓ MCP ? released 2025-01-20 Apache-2.0 (Alibaba-NLP gte-multilingual… Compare with Mixedbread AI →

Ranked by shared memory design (storage, retrieval, conflict handling, memory unit), same section and shared must-haves (open source, self-hosting, MCP), with adoption as a tie-breaker. ✓ confirmed · — no · ? not in the catalog yet. Want picks for your own requirements? Use the chooser. Checking a whole project? Check your stack.