Alternatives

Hydrograph alternatives for AI agents.

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

Current skill

Hydrograph

A visual ETL development and debugging tool for big data

48
Quality
71
Trust
157
Stars
#1

Pathway

Similarity 127Trust 90Excellent 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
#2

Flink

Similarity 127Trust 90Excellent 100

Apache Flink

26K starsJun 20, 2026 pushdata-analysisJavaSQL
$ npx skills add apache/flink
#3

Airflow

Similarity 120Trust 94Excellent 100

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

46K starsJun 20, 2026 pushdata-analysisPythonETL
$ npx skills add apache/airflow
#4

Mybatis 3

Similarity 118Trust 90Excellent 100

MyBatis SQL mapper framework for Java

20K starsJun 19, 2026 pushdata-analysisJavaSQL
$ npx skills add mybatis/mybatis-3
#5

Presto

Similarity 118Trust 90Excellent 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
#6

Beam

Similarity 117Trust 91Excellent 100

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

8.6K starsJun 20, 2026 pushdata-analysisJavaSQL
$ npx skills add apache/beam
#7

Connect

Similarity 116Trust 87Excellent 100

Fancy stream processing made operationally mundane

8.7K starsJun 19, 2026 pushdata-analysisGoETL
$ npx skills add redpanda-data/connect
#8

Spark

Similarity 113Trust 90Excellent 100

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

43K starsJun 20, 2026 pushdata-analysisScalaSQL
$ npx skills add apache/spark
#9

OpenRefine

Similarity 110Trust 93Excellent 100

OpenRefine is a free, open source power tool for working with messy data and improving it

12K starsJun 12, 2026 pushdata-analysisJavaData Analysis
$ npx skills add OpenRefine/OpenRefine
#10

Trino

Similarity 110Trust 92Excellent 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

Debezium

Similarity 110Trust 92Excellent 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
#12

Starrocks

Similarity 110Trust 92Excellent 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
#13

Pandas

Similarity 106Trust 94Excellent 100

Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

49K starsJun 14, 2026 pushdata-analysisPythonData Analysis
$ npx skills add pandas-dev/pandas
#14

Data Science For Beginners

Similarity 105Trust 92Excellent 100

10 Weeks, 20 Lessons, Data Science for All!

36K starsJun 10, 2026 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add microsoft/Data-Science-For-Beginners
#15

Open Notebook

Similarity 105Trust 92Excellent 100

An Open Source implementation of Notebook LM with more flexibility and features

32K starsJun 18, 2026 pushdata-analysisTypeScriptNotebook
$ npx skills add lfnovo/open-notebook
#16

ClickHouse

Similarity 105Trust 90Excellent 100

ClickHouse® is a real-time analytics database management system

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

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 Hydrograph 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.