#Embeddings MCP Servers
Discover 34 MCP servers tagged with Embeddings on the Vinkius App Catalog.
OpenAI MCP
Use GPT-4o, DALL-E 3, embeddings, fine-tuning, and moderation as tools inside your AI agent workflows.
Mistral AI (Frontier LLMs & Embeddings) MCP
Manage AI inference via Mistral. Execute chat completions, generate RAG embeddings, and audit frontier models.
NVIDIA AI MCP
Access LLMs, embeddings, code generation, and reasoning via NVIDIA API Catalog.
Cohere (Embed & Rerank) MCP
Empower RAG via Cohere. Generate high-quality text embeddings, rerank documents for better accuracy, and perform AI classification directly from any AI agent.
Elasticsearch Vector MCP
Empower vector search via Elasticsearch. Perform dense vector kNN searches, handle index mappings, and index embedding documents directly from any AI agent.
Jina AI (Search Foundation & LLM Grounding) MCP
Power your RAG and search via Jina AI. Generate embeddings, rerank documents, read URLs, and perform semantic web search.
MongoDB Atlas Vector Search MCP
Manage vector storage via MongoDB Atlas. Perform similarity searches, query MQL documents, and audit collections.
OpenSearch Vector MCP
Run k-NN vector searches on OpenSearch. Create indexes, upsert embeddings, query similar documents, and manage your vector store from any AI agent.
pgvector (Vector Database) MCP
Run vector similarity searches, manage embedding tables, and build AI-powered retrieval pipelines. All directly inside your existing PostgreSQL database.
Cohere MCP
Access Cohere AI models via API. Chat with Command models, generate embeddings, rerank documents and tokenize text from any AI agent.
Mistral AI MCP
Access Mistral AI models via API. Chat with Claude alternatives, generate embeddings, moderate content and manage batch jobs from any AI agent.
Mistral AI MCP
Build with European open-weight language models that deliver strong reasoning, multilingual capability, and efficient inference.
NewOllama MCP
Run LLM models via Ollama cloud API. Generate completions, chat with multimodal models, create embeddings, and inspect model details from any AI agent.
Chroma (Vector DB) MCP
Manage vector embeddings via Chroma. List collections, query embeddings, and audit document counts directly from any AI agent.
Couchbase (Vector & NoSQL) MCP
Manage vector search and NoSQL via Couchbase. Execute N1QL queries, perform KNN vector searches, and audit documents directly from any AI agent.
Fireworks AI MCP
Empower LLM applications via Fireworks AI. Perform ultra-fast chat completions, generate embeddings and images, and transcribe audio directly from any AI agent.
LanceDB (Serverless Vector DB) MCP
Manage vectorized data via LanceDB. Perform similarity searches, create tables, and manage multi-modal embeddings.
Redis Vector MCP
Equip your AI to autonomously manage embeddings, run KNN similarity searches, and administrate vector indexes natively inside your Redis stack.
Supabase Vector MCP
Connect your AI to Supabase Vector. Execute pgvector semantic searches, manage embeddings, and run relational database queries directly from your terminal.
Vertex AI Vector Search MCP
Bring Google's massive vector matching power to your AI agent. Search billions of semantic embeddings and administer Vertex Index endpoints directly in chat.
Exa AI MCP
Search the web with neural embeddings that understand meaning, not just keywords, and return the most relevant results for any query.
Milvus (Open-Source Vector Database) MCP
Manage vector storage via Milvus. Perform ANN searches, query scalar entities, and audit collections.
Distance Metrics Engine MCP
Calculate mathematically perfect Cosine, Euclidean, Manhattan, and Chebyshev distances between high-dimensional vectors local. Essential for embedding comparisons.
Vald MCP
Power your agent with Vald. Query, insert, and manage dense vectors on a highly scalable, distributed nearest-neighbor engine.
Baidu Qianfan MCP
Orchestrate Baidu Qianfan AI models. Manage chat completions, embeddings, and prompt templates directly from any AI agent.
Lingyi Wanwu MCP
Orchestrate Lingyi Wanwu AI models. Manage chat completions, embeddings, and monitor Yi model performance directly from any AI agent.
DeepInfra (Serverless LLM Inference) MCP
Run top-tier LLMs, image generation, and embeddings via DeepInfra's serverless infrastructure directly from your AI agent.
Eden AI MCP
Access 100+ AI models through a single API. Route LLMs, generate embeddings, and execute specialized AI tasks like OCR and translation.
Gradient AI (LLM API & Finetuning) MCP
Access powerful LLMs, fine-tune models on your own data, and generate embeddings directly through your AI agent.
SambaNova (AI Inference) MCP
High-speed AI inference for Llama 3, DeepSeek, and MiniMax models via SambaNova's ultra-fast SN40L chips.
Voyage AI (AI Embeddings API) MCP
Generate high-quality text, multimodal, and contextualized embeddings, plus high-precision reranking for RAG workflows.
New
Embedding Similarity Calculator MCP
Calculate mathematical distances and similarity scores between multidimensional numerical vectors.