Alternatives

Sail alternatives for AI agents.

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

Current skill

Sail

Drop-in Apache Spark replacement written in Rust, unifying batch processing, stream processing, and compute-intensive AI workloads.

100
Quality
88
Trust
3.0K
Stars
#1

Datafusion

Similarity 146Trust 86Excellent 100

Apache DataFusion SQL Query Engine

8.9K starsJun 20, 2026 pushdata-analysisRustSQL
$ npx skills add apache/datafusion
#2

ClickHouse

Similarity 127Trust 87Excellent 100

ClickHouse® is a real-time analytics database management system

48K starsJun 21, 2026 pushdata-analysisC++SQL
$ npx skills add ClickHouse/ClickHouse
#3

Spark

Similarity 127Trust 87Excellent 100

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

43K starsJun 20, 2026 pushdata-analysisScalaSQL
$ npx skills add apache/spark
#4

Flink

Similarity 126Trust 87Excellent 100

Apache Flink

26K starsJun 20, 2026 pushdata-analysisJavaSQL
$ npx skills add apache/flink
#5

Presto

Similarity 125Trust 87Excellent 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

Trino

Similarity 125Trust 88Excellent 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
#7

Starrocks

Similarity 125Trust 88Excellent 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
#8

Beam

Similarity 124Trust 88Excellent 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
#9

Turso

Similarity 124Trust 87Excellent 100

Turso is an in-process SQL database, compatible with SQLite.

20K starsJun 20, 2026 pushdata-analysisRustSQL
$ npx skills add tursodatabase/turso
#10

Sqlx

Similarity 124Trust 88Excellent 100

🧰 The Rust SQL Toolkit. An async, pure Rust SQL crate featuring compile-time checked queries without a DSL. Supports PostgreSQL, MySQL, and SQLite.

17K starsJun 11, 2026 pushdata-analysisRustSQL
$ npx skills add transact-rs/sqlx
#11

Prql

Similarity 123Trust 88Excellent 100

PRQL is a modern language for transforming data — a simple, powerful, pipelined SQL replacement

11K starsJun 20, 2026 pushdata-analysisRustSQL
$ npx skills add PRQL/prql
#12

Sea Orm

Similarity 122Trust 85Excellent 100

🐚 A powerful relational ORM for Rust

9.7K starsJun 18, 2026 pushdata-analysisRustSQL
$ npx skills add SeaQL/sea-orm
#13

Paradedb

Similarity 122Trust 85Excellent 100

Simple, Elastic-quality search for Postgres

8.9K starsJun 20, 2026 pushdata-analysisRustSQL
$ npx skills add paradedb/paradedb
#14

Toydb

Similarity 122Trust 85Excellent 100

Distributed SQL database in Rust, written as an educational project

7.3K starsJun 14, 2026 pushdata-analysisRustSQL
$ npx skills add erikgrinaker/toydb
#15

Tidb

Similarity 119Trust 89Excellent 100

TiDB is built for agentic workloads that grow unpredictably, with ACID guarantees and native support for transactions, analytics, and vector search. No data silos. No noisy neighbors. No infrastructure ceiling.

40K starsJun 20, 2026 pushdata-analysisGoSQL
$ npx skills add pingcap/tidb
#16

Sequelize

Similarity 119Trust 88Excellent 100

Feature-rich ORM for modern Node.js and TypeScript, it supports PostgreSQL (with JSON and JSONB support), MySQL, MariaDB, SQLite, MS SQL Server, Snowflake, Oracle DB, DB2 and DB2 for IBM i.

30K starsJun 20, 2026 pushdata-analysisTypeScriptSQL
$ npx skills add sequelize/sequelize

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 Sail 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.