Alternatives

Spark alternatives for AI agents.

Compare similar skills by workflow fit, trust score, quality, GitHub adoption, maintenance, and install readiness.

Current skill

Spark

Drop-in replacement for Apache Spark UI

78
Quality
77
Trust
466
Stars
#1

Flink Cdc

Similarity 116Trust 87Excellent 100

Flink CDC is a streaming data integration tool

6.5K starsAug 25, 2026 pushdata-analysisJavaData Pipeline
$ npx skills add apache/flink-cdc
#2

Airflow

Similarity 113Trust 90Excellent 100

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

47K starsAug 25, 2026 pushdata-analysisPythonETL
$ npx skills add apache/airflow
#3

Pathway

Similarity 112Trust 85Excellent 100

Python ETL framework for stream processing, real-time analytics, LLM pipelines, and RAG.

63K starsJul 2, 2026 pushdata-analysisPythonETL
$ npx skills add pathwaycom/pathway
#4

Shardingsphere

Similarity 110Trust 89Excellent 100

Empowering Data Intelligence with Distributed SQL for Sharding, Scalability, and Security Across All Databases.

21K starsSep 9, 2026 pushdata-analysisJavaData Pipeline
$ npx skills add apache/shardingsphere
#5

Debezium

Similarity 109Trust 87Excellent 100

Change data capture for a variety of databases. Please log issues at https://github.com/debezium/dbz/issues.

13K starsJun 12, 2026 pushdata-analysisJavaData Pipeline
$ npx skills add debezium/debezium
#6

Redash

Similarity 97Trust 89Excellent 100

Make Your Company Data Driven. Connect to any data source, easily visualize, dashboard and share your data.

29K starsJun 14, 2026 pushdata-analysisPythonBI
$ npx skills add getredash/redash
#7

Spark

Similarity 97Trust 87Excellent 100

Apache Spark - A unified analytics engine for large-scale data processing

44K starsSep 9, 2026 pushdata-analysisScalaSQL
$ npx skills add apache/spark
#8

Flink

Similarity 96Trust 87Excellent 100

Apache Flink

26K starsAug 26, 2026 pushdata-analysisJavaSQL
$ npx skills add apache/flink
#9

Dbeaver

Similarity 96Trust 85Excellent 100

Free universal database tool and SQL client

51K starsJun 20, 2026 pushdata-analysisJavaSQL
$ npx skills add dbeaver/dbeaver
#10

ClickHouse

Similarity 96Trust 85Excellent 100

ClickHouse® is a real-time analytics database management system

48K starsJun 21, 2026 pushdata-analysisC++SQL
$ npx skills add ClickHouse/ClickHouse
#11

Airbyte

Similarity 96Trust 85Excellent 100

Open-source data movement for ELT pipelines and AI agents — from APIs, databases & files to warehouses, lakes, and AI applications. Both self-hosted and Cloud.

22K starsAug 12, 2026 pushdata-analysisPythonData Analysis
$ npx skills add airbytehq/airbyte
#12

Presto

Similarity 95Trust 85Excellent 100

The official home of the Presto distributed SQL query engine for big data

17K starsJun 20, 2026 pushdata-analysisJavaSQL
$ npx skills add prestodb/presto
#13

Pixijs

Similarity 95Trust 89Excellent 100

The HTML5 Creation Engine: Create beautiful digital content with the fastest, most flexible 2D WebGL renderer.

47K starsJun 16, 2026 pushdata-analysisTypeScriptData Visualization
$ npx skills add pixijs/pixijs
#14

Starrocks

Similarity 95Trust 87Excellent 100

The world's fastest open query engine for sub-second analytics both on and off the data lakehouse. With the flexibility to support nearly any scenario, StarRocks provides best-in-class performance for multi-dimensional analytics, real-time analytics, and ad-hoc queries. A Linux Foundation project.

12K starsJun 20, 2026 pushdata-analysisJavaSQL
$ npx skills add StarRocks/starrocks
#15

Trino

Similarity 95Trust 86Excellent 100

Official repository of Trino, the distributed SQL query engine for big data, formerly known as PrestoSQL (https://trino.io)

13K starsJun 20, 2026 pushdata-analysisJavaSQL
$ npx skills add trinodb/trino
#16

Superset

Similarity 95Trust 88Excellent 100

Apache Superset is a Data Visualization and Data Exploration Platform

75K starsSep 10, 2026 pushdata-analysisTypeScriptBI
$ npx skills add apache/superset

How to choose

When should you switch?

Use an alternative when it has a clearer install path, higher trust score, fresher maintenance, or better platform fit for your current agent stack. Keep Spark if it already passes your workflow test and repository review.

Next step

Compare top candidates side by side

Open the compare page, test the install commands in a sandbox, and check each repository before using a skill in production.