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Alternatives

Beam alternatives for AI agents.

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

Compare shortlistView Beam

Current skill

Beam

Apache Beam is a unified programming model for Batch and Streaming data processing.

100
Quality
93
Trust
8.6K
Stars
#1

Flink

Similarity 149Trust 92Excellent 100

Apache Flink

26K starsJun 20, 2026 pushdata-analysisJavaSQL
$ npx skills add apache/flink
#2

Spark

Similarity 143Trust 92Excellent 100

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

43K starsJun 20, 2026 pushdata-analysisScalaSQL
$ npx skills add apache/spark
#3

Presto

Similarity 140Trust 92Excellent 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
#4

Hive

Similarity 138Trust 91Excellent 100

Apache Hive

6.0K starsJun 19, 2026 pushdata-analysisJavaSQL
$ npx skills add apache/hive
#5

Calcite

Similarity 138Trust 91Excellent 100

Apache Calcite

5.1K starsJun 19, 2026 pushdata-analysisJavaSQL
$ npx skills add apache/calcite
#6

Drill

Similarity 136Trust 89Excellent 100

Apache Drill is a distributed MPP query layer for self describing data

2.0K starsJun 11, 2026 pushdata-analysisJavaSQL
$ npx skills add apache/drill
#7

Datafusion

Similarity 133Trust 91Excellent 100

Apache DataFusion SQL Query Engine

8.9K starsJun 20, 2026 pushdata-analysisRustSQL
$ npx skills add apache/datafusion
#8

Mybatis 3

Similarity 133Trust 92Excellent 100

MyBatis SQL mapper framework for Java

20K starsJun 19, 2026 pushdata-analysisJavaSQL
$ npx skills add mybatis/mybatis-3
#9

Flink Streaming Platform Web

Similarity 132Trust 84Excellent 86

基于flink的实时流计算web平台

1.9K starsDec 2, 2025 pushdata-analysisJavaSQL
$ npx skills add zhp8341/flink-streaming-platform-web
#10

Trino

Similarity 132Trust 94Excellent 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
#11

Starrocks

Similarity 132Trust 94Excellent 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
#12

Hibernate Orm

Similarity 130Trust 91Excellent 100

Idiomatic persistence for Java and relational databases

6.4K starsJun 20, 2026 pushdata-analysisJavaSQL
$ npx skills add hibernate/hibernate-orm
#13

JSqlParser

Similarity 130Trust 91Excellent 100

JSqlParser parses an SQL statement and translate it into a hierarchy of Java classes. The generated hierarchy can be navigated using the Visitor Pattern

6.0K starsApr 12, 2026 pushdata-analysisJavaSQL
$ npx skills add JSQLParser/JSqlParser
#14

Elasticsearch Sql

Similarity 130Trust 89Excellent 100

Use SQL to query Elasticsearch

7.0K starsMay 4, 2026 pushdata-analysisJavaSQL
$ npx skills add NLPchina/elasticsearch-sql
#15

Datafusion Ballista

Similarity 130Trust 89Excellent 100

Apache DataFusion Ballista Distributed Query Engine

2.1K starsJun 16, 2026 pushdata-analysisRustSQL
$ npx skills add apache/datafusion-ballista
#16

Ignite

Similarity 130Trust 91Excellent 100

Apache Ignite

5.1K starsJun 19, 2026 pushdata-analysisJavaSQL
$ npx skills add apache/ignite

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 Beam 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.