What is the best alternative to Pyspark MCP?

The top-rated alternatives to Pyspark MCP in the Databases category include MCP Toolbox for Databases, Pg Aiguide, Genai Toolbox. These servers offer complementary or alternative capabilities depending on your deployment stack and authentication requirements.

How do Pyspark MCP alternatives differ in installation and runtime?

Pyspark 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 Pyspark 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 Pyspark 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 Pyspark MCP

Looking for an alternative to Pyspark 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 Pyspark MCP Specs →

Target Reference Server

Pyspark MCP Overview

SQL to PySpark conversion, AWS Glue job generation, and Spark code optimization.

Specification Matrix: Pyspark MCP vs Alternatives

Server Name	Runtime	Auth	Pricing	GitHub Stars	Downloads	Action
Pyspark MCP (Target)	uvx	Free/None	Free	—	—	Current
MCP Toolbox for Databases	npx	Free/None	Free	16,488	—	Compare →
Pg Aiguide	Remote (SSE)	Free/None	Free	1,848	—	Compare →
Genai Toolbox	npx	Other	Free	16,470	—	Compare →
MCP Server Sql Analyzer	uvx	No auth required	Free	32	—	Compare →
Postgres MCP	uvx	API key	Free	3,327	—	Compare →
StackQL MCP Server	npx	Free/None	Free	991	—	Compare →
Legion MCP	uvx	Other	Free	94	—	Compare →
MCP Mysql Server	npx	Other	Free	168	—	Compare →
MCP Server Duckdb	uvx	No auth required	Free	179	—	Compare →
Influxdb3 MCP Server	npx	API key	Bring your own API key (usage-based cost)	38	—	Compare →
Supabase	Remote (SSE)	Free/None	Free	2,917	—	Compare →
MCP Server Jdbc	npx	No auth required	Free	196	—	Compare →

Detailed Evaluation of Pyspark MCP Alternatives

MCP Toolbox for Databases

Runtime: npx

MCP Toolbox for Databases enables your agent to connect to your database.

1 0 16,488

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Pg Aiguide

Runtime: Remote (SSE)

Comprehensive PostgreSQL documentation and best practices, including ecosystem tools

0 0 1,848

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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 16,470

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MCP Server Sql Analyzer

Runtime: uvx

MCP server for SQL syntax validation, linting, dialect conversion, and query analysis using SQLGlot.

Key Features:

SQL syntax validation and linting

SQL dialect transpilation (e.g., MySQL to PostgreSQL)

Extraction of table and CTE references

2 0 32

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Postgres MCP

Runtime: uvx

MCP server for Postgres with tools for index tuning, query plans, health checks, and safe SQL execution.

Key Features:

Database health checks including index, vacuum, replication, and cache analysis

Industrial-strength index tuning algorithms

EXPLAIN plan validation and hypothetical index simulation

1 0 3,327

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StackQL MCP Server

Runtime: npx

SQL-native query and provisioning engine for cloud infrastructure, served over MCP.

1 0 991

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Legion MCP

Runtime: uvx

Query and inspect multiple database systems through one MCP interface with SQL, schema discovery, and database selection tools.

Key Features:

Multi-database connection support

SQL execution with markdown or JSON results

Schema and table inspection

5 0 94

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MCP Mysql Server

Runtime: npx

Connects MCP clients to MySQL for parameterized queries, data changes, table listing, and schema inspection.

Key Features:

Parameterized SELECT queries

INSERT, UPDATE, and DELETE execution

Table listing and schema inspection

5 0 168

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MCP Server Duckdb

Runtime: uvx

Query and modify a DuckDB file through one MCP SQL tool, with optional schema inspection and read-only protection.

Key Features:

Unified SQL query tool

DuckDB schema inspection through SQL

Optional native read-only protection

3 0 179

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Influxdb3 MCP Server

Runtime: npx

Verified

Connects MCP clients to InfluxDB 3 for querying, schema discovery, data writes, database management, and token operations.

Key Features:

SQL and InfluxQL query tools

Line-protocol data writes

Database and schema discovery

10 0 38

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Supabase

Runtime: Remote (SSE)

MCP server for interacting with the Supabase platform

1 0 2,917

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MCP Server Jdbc

Runtime: npx

MCP server to query and modify any JDBC-compatible database via a JDBC URL.

Key Features:

Supports any JDBC-compatible database

Execute SQL queries

Perform insert, update, delete operations

2 0 196

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Best Alternatives to Pyspark MCP

Pyspark MCP Overview

Specification Matrix: Pyspark MCP vs Alternatives

Detailed Evaluation of Pyspark MCP Alternatives

Frequently Asked Questions: Pyspark MCP Alternatives