What is the best alternative to Chroma MCP?

The top-rated alternatives to Chroma MCP in the Databases category include MCP Server Qdrant, Airtable MCP Server, Influxdb3 MCP Server. These servers offer complementary or alternative capabilities depending on your deployment stack and authentication requirements.

How do Chroma MCP alternatives differ in installation and runtime?

Chroma MCP and its alternatives vary by runtime requirement (Node.js/npx, Python/uvx, Docker, or remote HTTP/SSE endpoints). Check the specification comparison table above to verify command requirements before installing.

Are alternatives to Chroma MCP free and open source?

Most MCP servers listed on AllMCPs are open source tools under MIT or Apache licenses that you can self-host or run locally with Claude Desktop, Cursor, VS Code, or Windsurf.

How do I side-by-side compare Chroma MCP with a specific alternative?

Click the "Compare side-by-side →" button on any alternative card to see an in-depth comparison matrix covering feature lists, stars, npm downloads, install configurations, and schema specifications.

Databases• MCP Alternatives Guide

Best Alternatives to Chroma MCP

Looking for an alternative to Chroma MCP? Whether you need a different runtime environment, custom authentication support, or alternative API integrations in the Databases ecosystem, we have cataloged and compared the top alternative MCP servers below.

Browse all Databases servers →View Chroma MCP Specs →

Target Reference Server

Chroma MCP Overview

This server enables AI applications to interact with Chroma embedding databases for storing and retrieving documents using vector search, full-text search, and metadata filtering. It supports ephemeral in-memory, persistent file-based, HTTP, and cloud clients, allowing flexible deployment options. Use it to manage collections and documents with advanced search capabilities in self-hosted or Chroma Cloud environments.

Server Name	Runtime	Auth	Pricing	GitHub Stars	Downloads	Action
Chroma MCP (Target)	uvx	API key	Free	594	—	Current
MCP Server Qdrant	uvx	API key	Free	1,530	—	Compare →
Airtable MCP Server	npx	API key	Bring your own API key (usage-based cost)	456	—	Compare →
Influxdb3 MCP Server	npx	API key	Bring your own API key (usage-based cost)	36	—	Compare →
Firebase MCP	npx	No auth required	Free	248	—	Compare →
Supabase MCP	Remote (SSE)	OAuth	Free	2,910	—	Compare →
Genai Toolbox	npx	Other	Free	16,408	—	Compare →
MCP Server Mysql	npx	Other	Free	2,120	—	Compare →
Mongo MCP	—	Other	Free	175	—	Compare →
MCP Server Duckdb	—	No auth required	Free	178	—	Compare →
MCP Server Neon	npx	OAuth	Freemium	646	—	Compare →
SmartDB MCP	uvx	API key	Free	80	—	Compare →
Influxdb MCP Server	—	API key	Free	44	—	Compare →

Detailed Evaluation of Chroma MCP Alternatives

MCP Server Qdrant

Runtime: uvx

Verified

Stores and retrieves semantic memories in Qdrant using configurable embeddings, collections, and local or remote database connections.

Key Features:

Qdrant-backed semantic memory

FastEmbed model configuration

Remote URL and local-path connection modes

3 0 1,530

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Airtable MCP Server

Runtime: npx

MCP server for Airtable with schema inspection and full read/write record and table management.

Key Features:

List and describe Airtable bases and tables with detail levels

Read, search, create, update, and delete records

Create and update tables and fields with metadata

2 0 456

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Influxdb3 MCP Server

Runtime: npx

Verified

MCP server providing tools to query, write, and manage InfluxDB 3 databases including Core, Enterprise, and Cloud editions.

Key Features:

Execute bounded read-only SQL and InfluxQL queries with structured metadata

Write data using InfluxDB line protocol

Create, update, and delete databases with cloud-specific options

2 0 36

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Firebase MCP

Runtime: npx

MCP server enabling AI agents to interact with Firebase Auth, Firestore, and Storage services.

Key Features:

Firestore document CRUD and querying

Storage file upload, listing, and metadata retrieval

Authentication user lookup by identifier

2 0 248

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Supabase MCP

Runtime: Remote (SSE)

Connects AI assistants to Supabase projects for database operations, configuration access, and data queries.

Key Features:

Hosted HTTP MCP endpoint

Supabase project and table management

Data querying and configuration retrieval

5 0 2,910

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Genai Toolbox

Runtime: npx

Connects MCP-compatible agents and IDEs to databases through prebuilt or custom tools.

Key Features:

Prebuilt database tools

Custom YAML-defined tools

Multi-database source support

5 0 16,408

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MCP Server Mysql

Runtime: npx

Connects AI clients to MySQL for schema inspection and SQL queries, with opt-in writes and configurable database access controls.

Key Features:

Read-only SQL access by default

Schema and column metadata resource

Opt-in insert, update, and delete permissions

3 0 2,120

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Mongo MCP

Runtime not confirmed

Connects an MCP client to MongoDB for schema inspection, queries, index management, and document changes.

Key Features:

Collection schema inspection

Filtered document queries

Single-document CRUD operations

3 0 175

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MCP Server Duckdb

Runtime not confirmed

MCP server enabling SQL query execution and schema inspection on DuckDB databases.

Key Features:

Single unified query tool accepting any DuckDB SQL statement

Supports read-only mode to prevent write operations

Automatic creation of database file and directories if missing

2 0 178

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MCP Server Neon

Runtime: npx

Open-source MCP server enabling natural language management of Neon Serverless Postgres databases via API.

Key Features:

Natural language interaction for database management

Project and branch lifecycle management

SQL query and transaction execution

2 0 646

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SmartDB MCP

Runtime: uvx

Universal MCP server for multi-database access with SQL execution, health checks, optimization, and OAuth 2.0 support.

Key Features:

Supports MySQL, PostgreSQL, Oracle, SQL Server, Dameng

SQL execution tool with broad command support

Database health analysis with diagnostic reports

2 0 80

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Influxdb MCP Server

Runtime not confirmed

MCP server providing access to InfluxDB v2 via OSS API for querying, writing, and managing time-series data.

Key Features:

Access organizations, buckets, and measurements as resources

Execute Flux queries and return results

Write data points in line protocol format

2 0 44

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Best Alternatives to Chroma MCP

Chroma MCP Overview

Specification Matrix: Chroma MCP vs Alternatives

Detailed Evaluation of Chroma MCP Alternatives

MCP Server Qdrant

Airtable MCP Server

Influxdb3 MCP Server

Firebase MCP

Supabase MCP

Genai Toolbox

MCP Server Mysql

Mongo MCP

MCP Server Duckdb

MCP Server Neon

SmartDB MCP

Influxdb MCP Server

Frequently Asked Questions: Chroma MCP Alternatives