Chroma alternatives
12 MCP servers that do a similar job to Chroma in Data & Analytics, ranked by rating and usage.
View Chroma →mcp server
Official Qdrant MCP server — store and retrieve memories with semantic search over the Qdrant vector database.
Qdrant MCP
Official Qdrant MCP server — store and retrieve memories with semantic search over the Qdrant vector database.0+
mcp server
Official Zilliz MCP server for the Milvus vector database — search, manage, and query Milvus from your AI for semantic search and RAG.
Milvus MCP
Official Zilliz MCP server for the Milvus vector database — search, manage, and query Milvus from your AI for semantic search and RAG.0+
mcp server
Official Weaviate MCP server — store, search, and retrieve vector data from the Weaviate database.
Weaviate MCP
Official Weaviate MCP server — store, search, and retrieve vector data from the Weaviate database.0+
mcp server
npx -y @pinecone-database/mcp
Pinecone MCP
Official Pinecone MCP server — let your AI assistant search and manage your Pinecone vector indexes and docs for retrieval-augmented apps.0+
mcp serverclaude_appclaude_codecursor
This Model Context Protocol (MCP) server provides a bridge for AI agents to access and manipulate data within Couchbase NoSQL databases. It allows for natural language queries and operations, simplifying data management and retrieval for AI-driven applications.
Couchbase
Enables AI agents to interact with and query data stored in Couchbase clusters using natural language commands.0+
mcp serverclaude_appclaude_codecursor
This MCP server allows users to interact with Amazon Bedrock Knowledge Bases. It processes natural language queries to efficiently retrieve specific and relevant information directly from your configured data sources within Bedrock, facilitating access to your proprietary data.
AWS Bedrock KB Retrieval
Enables querying Amazon Bedrock Knowledge Bases using natural language to retrieve relevant information from your data sources.0+
mcp serverclaude_appclaude_codecursor
This MCP server provides AI agents with access to current web information, supporting various data formats including HTML, Markdown, and screenshots. It offers SDKs for integration with Node.js, Python, Java, PHP, and .NET applications.
Crawlbase MCP
A Model Context Protocol (MCP) server that enables AI agents to access real-time web data.0+
mcp serverclaude_appclaude_codecursor
This MCP server is designed to retrieve content from web pages and transform it into a format that is optimized for processing by Large Language Models (LLMs). This enhances the efficiency and effectiveness of LLM applications that require external web data.
Fetch
Fetches web content and converts it for efficient use with Large Language Models.0+
mcp server
Official MongoDB MCP server — connect AI to MongoDB databases and Atlas clusters to query and manage data.
MongoDB MCP
Official MongoDB MCP server — connect AI to MongoDB databases and Atlas clusters to query and manage data.0+
mcp serverclaude_appclaude_codecursor
AgentQL is an MCP server designed to empower AI agents by providing them with the capability to parse and extract structured data from arbitrary unstructured web pages. This facilitates more effective interaction with web content for various AI-driven tasks, enabling agents to understand and utilize…
AgentQL
A tool that allows AI agents to extract structured data from unstructured web content.0+
mcp serverclaude_appclaude_codecursor
This MCP server implements a persistent memory system that leverages a knowledge graph to store and retrieve information. It allows for structured and interconnected data storage, enhancing the capabilities of AI agents that utilize it.
Memory
A persistent memory system built upon a knowledge graph.0+
mcp server
Official Upstash MCP server — manage serverless Redis and Vector databases, query data, and inspect usage from your AI agent.
Upstash MCP
Official Upstash MCP server — manage serverless Redis and Vector databases, query data, and inspect usage from your AI agent.55+
Frequently asked questions
What is the best alternative to Chroma?
Ranked by rating and usage on AI Khazna, the top alternative is Qdrant MCP. Official Qdrant MCP server — store and retrieve memories with semantic search over the Qdrant vector database.
How many alternatives to Chroma are there?
AI Khazna lists 12 MCP servers that are alternatives to Chroma in Data & Analytics, each reviewed before publishing.