Ext Ops Panel
Open dashboard

PySpark MCP

SQL migration, AWS Glue job generation, and PySpark optimization as an MCP server.

MCP server · by AnnasMazhar

About

PySpark MCP is an MCP server published by AnnasMazhar. Marketplaces we read that list it: 1 (Official MCP Registry). The last change we recorded was on 2026-10-18. As of our marketplace pass on 2026-10-20.

What it asks for

  • Runs on your machine

None of the marketplaces we read publishes its tools or the settings it asks for.

What it declares, asks for and runs, in full

Only install plugins from developers you trust. We list what marketplaces publish and do not test plugins.

Package

PyPI pyspark-tools (pyspark-tools on PyPI)

  • PyPI downloads/week: 26 (2026-10-13)
  • PyPI downloads/month: 174 (2026-10-13)
  • Latest version on PyPI: 0.1.0, published 2026-08-29
  • Declared version 0.1.0 is not listed on PyPI

PyPI facts come from pypi.org, PyPI downloads from pypistats.org. Each figure is the registry's own and is never added to another. A registry that publishes no figure shows none: no number is not zero.

Works with

  • Claude Code
  • Codex
  • Cursor
  • VS Code
  • Copilot CLI

A one-click link opens the client, which asks you to confirm before it adds the server.

From the marketplaces that list it and the MCP transport it declares, as each client documents them. We do not test plugins.

Connect

Commands and configs built only from what its marketplaces declare. We do not run them for you and do not test plugins.

As a local MCP server: PyPI package

Built from what Official MCP Registry declares.

Claude CodeTerminal
claude mcp add --transport stdio pyspark-mcp -- uvx pyspark-tools
Codex~/.codex/config.toml
[mcp_servers.pyspark-mcp]
command = "uvx"
args = ["pyspark-tools"]
Cursor~/.cursor/mcp.json
{
  "mcpServers": {
    "pyspark-mcp": {
      "command": "uvx",
      "args": [
        "pyspark-tools"
      ]
    }
  }
}

Where it is published

MarketplaceStatusVersionFiguresVerifiedFirst seen
Official MCP Registry (Open the registry record) Listed 0.1.0 Downloads/month (PyPI): 174
Downloads/week (PyPI): 26
Forks (GitHub): 0
Stars (GitHub): 0
Not marked

Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.

What changed

  1. Official MCP Registry: description changed
  2. Official MCP Registry: released version 0.1.0 (was 0.0.4)
  3. Official MCP Registry: title changed to PySpark MCP

Similar plugins

Products whose own names, descriptions, tools and skills are closest in meaning to this one, on every marketplace we read. Closeness is ranked within this list only.

  • Spark SQL

    Query Spark SQL clusters via Thrift/HiveServer2. Works with Spark, EMR, Hive, Impala.

    by aidancorrell · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • spark-analysis

    AWS Spark Analysis plugin for Claude Code - troubleshoot Spark workloads on AWS Glue, EMR, and EMR Serverless

    by AWS SageMaker Unified Studio · Plugin bundle

    Listed on: Community GitHub marketplaces · Describes nearly the same job

  • Databricks MCP Server

    263 tools for Databricks: Unity Catalog, SQL, Compute, Jobs, Serving, and more.

    by pramodbhatofficial · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • sparkforensics-mcp io.github.shuffle-works/sparkforensics-mcp

    MCP server for diagnosing Apache Spark event-log performance issues and comparing runs.

    by shuffle-works · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • datanika-mcp io.datanika/datanika-mcp

    Read-only-by-default MCP for Datanika: browse data, run dbt transforms, manage ELT pipelines.

    by datanika.io · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • Oracle AIDP Migrator for Databricks

    Drive the Oracle AI Data Platform (AIDP) Databricks Migration Toolkit in natural language. Self-contained for Codex: the OpenAI-based Python migration engine ships bundled under…

    by Oracle · Plugin bundle

    Listed on: Community GitHub marketplaces · Describes nearly the same job

  • dolphin-mcp-pilot io.github.iflytek/dolphin-mcp-pilot

    AI agent interface to Apache DolphinScheduler: 58 MCP tools for workflow orchestration & data ops.

    by iflytek · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • Dataiku MCP

    MCP server for Dataiku DSS project, flow, and operations APIs.

    by clssck · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • lakexpress-mcp io.github.arpe-io/lakexpress-mcp

    MCP server for LakeXpress — automated database-to-cloud data pipeline as Parquet

    by arpe-io · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • Prefect MCP Server

    MCP server for Prefect. Monitor and debug workflows, deployments, and automations.

    by PrefectHQ · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

Similar plugins by marketplace

The same question asked of one marketplace at a time: is there an analog of this plugin there?

Has a listing on Claude Code: claude-plugins-community (5)
  • databricks

    Databricks skills for the CLI, Apps, Lakebase, Model Serving, Lakeflow Jobs, Spark Declarative Pipelines, Declarative Automation Bundles (DABs), and classic-to-serverless…

    by databricks · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Community GitHub marketplaces, Claude Code: claude-plugins-community · Describes nearly the same job

  • oracle-ai-data-platform-workbench-spark-connectors

    Oracle AI Data Platform Workbench Spark connectors for Claude Code. 18 connector skills covering every data source workbench customers commonly need: Oracle Autonomous DB family…

    by oracle-samples · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude Code: claude-plugins-community · Describes nearly the same job

  • astronomer-data-agents

    Data engineering for Apache Airflow and Astronomer. Author DAGs with best practices, debug pipeline failures, trace data lineage, profile tables, migrate Airflow 2 to 3, and…

    by astronomer · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude Code: claude-plugins-community · Describes nearly the same job

  • jetty

    Build, run, and monitor AI/ML workflows on Jetty — from prompt to production in 5 minutes.

    by jettyio · Plugin bundle

    Listed on: Claude Code: claude-plugins-community · Describes nearly the same job

  • conductor

    Teach Claude to orchestrate microservices and business processes with Conductor. This skill adds full workflow lifecycle management: define workflows with any task type (HTTP…

    by conductor-oss · Plugin bundle

    Listed on: Claude Code: claude-plugins-community, Community GitHub marketplaces · Describes nearly the same job

Has a listing on Claude Code: claude-plugins-official (5)
  • oracle-ai-data-platform-workbench-databricks-migrator

    Drive the Oracle AI Data Platform (AIDP) Databricks Migration Toolkit in natural language. Plans and executes automated Databricks → AIDP migrations of notebooks, jobs, schedules…

    by oracle-samples · Plugin bundle

    Listed on: Claude Code: claude-plugins-official · Describes nearly the same job

  • databricks

    Databricks skills for the CLI, Apps, Lakebase, Model Serving, Lakeflow Jobs, Spark Declarative Pipelines, Declarative Automation Bundles (DABs), and classic-to-serverless…

    by databricks · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Community GitHub marketplaces, Claude Code: claude-plugins-community · Describes nearly the same job

  • oracle-ai-data-platform-workbench-engineer-agent

    Oracle AI Data Platform (AIDP) Workbench engineer agent for Claude Code — a 37-skill agent that operates the full Spark/Delta lakehouse in natural language. Discovers your catalog…

    by oracle-samples · Plugin bundle

    Listed on: Claude Code: claude-plugins-official · Describes nearly the same job

  • oracle-ai-data-platform-workbench-spark-connectors

    Oracle AI Data Platform Workbench Spark connectors for Claude Code. 18 connector skills covering every data source workbench customers commonly need: Oracle Autonomous DB family…

    by oracle-samples · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude Code: claude-plugins-community · Describes nearly the same job

  • astronomer-data-agents

    Data engineering for Apache Airflow and Astronomer. Author DAGs with best practices, debug pipeline failures, trace data lineage, profile tables, migrate Airflow 2 to 3, and…

    by astronomer · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude Code: claude-plugins-community · Describes nearly the same job

Has a listing on Claude: knowledge-work-plugins (5)
  • prisma

    Prisma MCP integration for Postgres database management, schema migrations, SQL queries, and connection string management. Provision Prisma Postgres databases, run migrations, and…

    by prisma · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Claude Code: claude-plugins-community · Describes nearly the same job

  • Grafana Cloud MCP

    Hosted MCP server for AI-assisted Grafana Cloud observability — no local installation required.

    by grafana · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Community GitHub marketplaces · Describes nearly the same job

  • cockroachdb

    Connect Claude Code directly to your CockroachDB clusters for hands-on database work — explore schemas, write optimized SQL, debug queries, and manage distributed database…

    by cockroachdb · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Claude Code: claude-plugins-community · Describes nearly the same job

  • datarobot-agent-skills

    DataRobot skills for AI/ML workflows — model training, deployment, predictions, feature engineering, monitoring, explainability, data preparation, App Framework CI/CD, and…

    by datarobot-oss · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Community GitHub marketplaces · Describes nearly the same job

  • clickhouse

    Connect Claude to your ClickHouse Cloud databases. Browse organizations, services, databases, and table schemas. Run read-only SQL queries against your data and get instant…

    by ClickHouse · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Claude Code: claude-plugins-community · Describes nearly the same job

Has a listing on Codex: openai-curated (openai/plugins) (5)
  • Temporal

    Comprehensive skill for the entire Temporal lifecycle — developing applications, using the Temporal CLI, running and managing Temporal Server, and working with Temporal Cloud.

    by Temporal · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • NVIDIA

    Skills for NVIDIAs ecosystem spans GPU acceleration, CUDA, AI agents, inference, robotics, Physical AI, Omniverse, and simulation. This plugin helps you understand the pieces…

    by NVIDIA · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • Cloudflare

    Cloudflare platform plugin with curated skills for Workers, Wrangler, and Agents SDK plus the official Cloudflare API MCP server.

    by Cloudflare · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • Supabase

    Manage Supabase projects directly through ChatGPT. Execute SQL queries on PostgreSQL databases, design and modify table schemas, deploy serverless edge functions, and configure…

    by Supabase · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • crowdstrike-falcon-fusion

    CrowdStrike Falcon Fusion skills for authoring, deploying, and executing Fusion workflows. Includes live action discovery, YAML authoring with schema validation, workflow import…

    by CrowdStrike · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Codex: openai-curated (openai/plugins), Copilot CLI: github/awesome-copilot, Community GitHub marketplaces · Describes nearly the same job

Has a listing on Community GitHub marketplaces (5)
  • spark-analysis

    AWS Spark Analysis plugin for Claude Code - troubleshoot Spark workloads on AWS Glue, EMR, and EMR Serverless

    by AWS SageMaker Unified Studio · Plugin bundle

    Listed on: Community GitHub marketplaces · Describes nearly the same job

  • Oracle AIDP Migrator for Databricks

    Drive the Oracle AI Data Platform (AIDP) Databricks Migration Toolkit in natural language. Self-contained for Codex: the OpenAI-based Python migration engine ships bundled under…

    by Oracle · Plugin bundle

    Listed on: Community GitHub marketplaces · Describes nearly the same job

  • Oracle AIDP Migrator for AWS

    Migrate an AWS data stack (S3, Glue, Athena, EMR, SageMaker) to Oracle AI Data Platform: inventory, plan, translate (deterministic, flag-don't-guess), and verify. Exposed to…

    by Oracle AI Data Platform · Plugin bundle

    Listed on: Community GitHub marketplaces · Describes nearly the same job

  • databricks

    Databricks skills for the CLI, Apps, Lakebase, Model Serving, Lakeflow Jobs, Spark Declarative Pipelines, Declarative Automation Bundles (DABs), and classic-to-serverless…

    by databricks · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Community GitHub marketplaces, Claude Code: claude-plugins-community · Describes nearly the same job

  • faos-data-engineer

    🔧 FAOS Data Engineer — Data Pipeline Engineer + Data Infrastructure Specialist

    by FAOS Framework · Plugin bundle

    Listed on: Community GitHub marketplaces · Describes nearly the same job

Has a listing on Copilot CLI: github/awesome-copilot (5)
  • go-mcp-development

    Complete toolkit for building Model Context Protocol (MCP) servers in Go using the official github.com/modelcontextprotocol/go-sdk. Includes instructions for best practices, a…

    by Awesome Copilot Community · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • typescript-mcp-development

    Complete toolkit for building Model Context Protocol (MCP) servers in TypeScript/Node.js using the official SDK. Includes instructions for best practices, a prompt for generating…

    by Awesome Copilot Community · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • kotlin-mcp-development

    Complete toolkit for building Model Context Protocol (MCP) servers in Kotlin using the official io.modelcontextprotocol:kotlin-sdk library. Includes instructions for best…

    by Awesome Copilot Community · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • connector-namespaces

    Interactive GitHub Copilot canvas for discovering, connecting, and managing hosted MCP servers from an Azure Connector Namespace.

    by Azure · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • azure

    Transform Claude into an Azure expert. This plugin integrates the Azure MCP server and specialized Azure skills to move beyond generic advice. It enables Claude to perform…

    by microsoft · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude Code: claude-plugins-community, Copilot CLI: github/awesome-copilot, Community GitHub marketplaces · Describes nearly the same job

Has a listing on Copilot CLI: github/copilot-plugins (5)
  • powerbi-authoring

    Developer skills for authoring Microsoft Power BI solutions.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • dataverse

    Build and manage Microsoft Dataverse solutions using natural language. Includes table/column creation, solution lifecycle, data operations, and MCP server configuration.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot, Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • fabric-skills

    Complete bundle: all Microsoft Skills for Fabric for developers and consumers.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • microsoft-365-agents-toolkit

    Toolkit for building Microsoft 365 Copilot declarative agents — scaffolding, JSON manifest development, and capability configuration.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • model-apps

    Build and deploy Power Apps generative pages for model-driven apps with specialist agents for planning, entity creation, and parallel code generation. Requires PAC CLI >= 2.7.0…

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

Has a listing on Cursor: cursor/plugins (5)
  • Orchestrate

    Fan large tasks out across parallel cloud agents with planners, workers, verifiers, and structured handoffs.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • Tailscale

    Let Grok Bot reach MCP servers on your private Tailscale network. On your own tailnet it joins as one tag:grokbot device; on your team's company tailnet, turned on by a team…

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • Cursor SDK

    Build apps, scripts, and automations with the TypeScript SDK.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • Google Cloud BigQuery

    Explore datasets and tables and run SQL queries.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • pstack

    if you want to go fast, go deep first. pstack helps you write less, but higher quality code. rigorous agent workflows you can parallelize with confidence.

    by Lauren Tan · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

Has a listing on Docker MCP Catalog (5)
  • AWS Data Processing

    Data processing and transformation services.

    by awslabs · MCP server

    Listed on: Docker MCP Catalog · Describes nearly the same job

  • AWS Core

    Starting point for using the awslabs MCP servers.

    by awslabs · MCP server

    Listed on: Docker MCP Catalog · Describes nearly the same job

  • Keboola

    Keboola MCP Server is an open-source bridge between your Keboola project and modern AI tools.

    by keboola · MCP server

    Listed on: Docker MCP Catalog · Describes nearly the same job

  • testkube-mcp io.github.kubeshop/testkube-mcp

    MCP server for Testkube - Manage test workflows, executions, and artifacts via AI assistants

    by kubeshop · MCP server

    Listed on: Official MCP Registry, Docker MCP Catalog · Describes nearly the same job

  • E2B

    Giving Claude ability to run code with E2B via MCP (Model Context Protocol).

    by e2b-dev · MCP server

    Listed on: Docker MCP Catalog · Describes nearly the same job

Has a listing on Official MCP Registry (5)
  • Spark SQL

    Query Spark SQL clusters via Thrift/HiveServer2. Works with Spark, EMR, Hive, Impala.

    by aidancorrell · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • Databricks MCP Server

    263 tools for Databricks: Unity Catalog, SQL, Compute, Jobs, Serving, and more.

    by pramodbhatofficial · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • sparkforensics-mcp io.github.shuffle-works/sparkforensics-mcp

    MCP server for diagnosing Apache Spark event-log performance issues and comparing runs.

    by shuffle-works · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • datanika-mcp io.datanika/datanika-mcp

    Read-only-by-default MCP for Datanika: browse data, run dbt transforms, manage ELT pipelines.

    by datanika.io · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • dolphin-mcp-pilot io.github.iflytek/dolphin-mcp-pilot

    AI agent interface to Apache DolphinScheduler: 58 MCP tools for workflow orchestration & data ops.

    by iflytek · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

Has a listing on npm registry (MCP servers) (5)
  • easytable-mcp io.github.chrischall/easytable-mcp

    easyTable restaurant reservations for Claude — availability, and create/modify/cancel bookings

    by chrischall · MCP server

    Listed on: Official MCP Registry, npm registry (MCP servers) · Describes nearly the same job

  • DrillFlow

    Publish drill-down diagrams from an agent; every Mermaid subgraph becomes a level you enter.

    by drillflow.de · MCP server

    Listed on: Official MCP Registry, npm registry (MCP servers) · Describes nearly the same job

  • depwire io.github.atef-ataya/depwire

    Dependency graph + 24 MCP tools. Impact analysis, simulation, security, agent coordination

    by atef-ataya · MCP server

    Listed on: Official MCP Registry, npm registry (MCP servers) · Describes nearly the same job

  • devkit-for-strapi-mcp io.github.PaulRichez/devkit-for-strapi-mcp

    Strapi codebase intelligence for AI agents (not content CRUD): real UIDs, schemas, refs, refactors.

    by PaulRichez · MCP server

    Listed on: Official MCP Registry, npm registry (MCP servers) · Describes nearly the same job

  • Skills Anywhere

    Discover and load Agent Skills from configured local directories and Git sources over stdio MCP.

    by noteflowai · MCP server

    Listed on: Official MCP Registry, npm registry (MCP servers), Community GitHub marketplaces · Describes nearly the same job

Found by meaning, not by shared code or a shared repository: similar plugins stay separate products, and this is not a review or a recommendation.

Want this mark on your plugin in our catalog?

Prove you maintain it with a file in its repository, a file on your domain or a DNS record, and you can show this mark on the card, with live banners for your site and README. How verification works

You also get alerts when a marketplace lists it, drops it, changes its verified mark or what it asks for, and its remote endpoint goes on monitoring as a web service.

Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.

Where the data comes from: how the catalog is built