Alternatives

Caiss alternatives for AI agents.

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

Current skill

Caiss

一款简单好用的 跨平台/多语言的 相似向量/相似词/相似句 高性能检索引擎。欢迎star & fork。Build together! Power another !

49
Quality
74
Trust
549
Stars
#1

Deeplake

Similarity 126Trust 94Excellent 100

Deeplake is AI Data Runtime for Agents. It provides serverless postgres with a multimodal datalake, enabling scalable retrieval and training.

9.2K starsMay 21, 2026 pushrag-knowledgeC++Vector Search
$ npx skills add activeloopai/deeplake
#2

Manticoresearch

Similarity 124Trust 94Excellent 100

Easy to use open source fast database for search | Good alternative to Elasticsearch | Drop-in replacement for E in the ELK stack

12K starsJun 16, 2026 pushrag-knowledgeC++Search
$ npx skills add manticoresoftware/manticoresearch
#3

Similarities

Similarity 123Trust 85Strong 77

Similarities: a toolkit for similarity calculation and semantic search. 相似度计算、匹配搜索工具包,支持亿级数据文搜文、文搜图、图搜图,python3开发,开箱即用。

901 starsMar 5, 2026 pushrag-knowledgePythonSearch
$ npx skills add shibing624/similarities
#4

Jvector

Similarity 122Trust 92Excellent 100

JVector: the most advanced embedded vector search engine

1.7K starsJun 15, 2026 pushrag-knowledgeJavaSearch
$ npx skills add datastax/jvector
#5

Endee

Similarity 122Trust 94Excellent 100

Endee.io – A high-performance vector database, designed to handle up to 1B vectors on a single node, delivering significant performance gains through optimized indexing and execution. Also available in cloud https://endee.io/

1.3K starsJun 10, 2026 pushrag-knowledgeC++Vector Search
$ npx skills add endee-io/endee
#6

Hora

Similarity 122Trust 91Excellent 96

🚀 efficient approximate nearest neighbor search algorithm collections library written in Rust 🦀 .

2.7K starsFeb 17, 2026 pushrag-knowledgeRustSearch
$ npx skills add hora-search/hora
#7

Memvid

Similarity 121Trust 98Excellent 100

Memory layer for AI Agents. Replace complex RAG pipelines with a serverless, single-file memory layer. Give your agents instant retrieval and long-term memory.

16K starsMay 27, 2026 pushrag-knowledgeRustSemantic Search
$ npx skills add memvid/memvid
#8

DeepRec

Similarity 121Trust 87Strong 71

DeepRec is a high-performance recommendation deep learning framework based on TensorFlow. It is hosted in incubation in LF AI & Data Foundation.

1.2K starsJan 21, 2025 pushrag-knowledgeC++Search
$ npx skills add DeepRec-AI/DeepRec
#9

Rats Search

Similarity 121Trust 93Excellent 100

rats-search: BitTorrent P2P multi-platform search engine for Desktop and Web servers with integrated torrent client

1.9K starsJun 3, 2026 pushrag-knowledgeC++Search
$ npx skills add librats/rats-search
#10

WeKnora

Similarity 121Trust 94Excellent 100

Open-source LLM knowledge platform: turn raw documents into a queryable RAG, an autonomous reasoning agent, and a self-maintaining Wiki.

16K starsJun 18, 2026 pushrag-knowledgeGoSemantic Search
$ npx skills add Tencent/WeKnora
#11

Searxng

Similarity 120Trust 98Excellent 100

SearXNG is a free internet metasearch engine which aggregates results from various search services and databases. Users are neither tracked nor profiled.

32K starsJun 16, 2026 pushrag-knowledgePythonSearch
$ npx skills add searxng/searxng
#12

Elasticsearch

Similarity 119Trust 92Excellent 100

Free and Open Source, Distributed, RESTful Search Engine

77K starsJun 16, 2026 pushrag-knowledgeJavaSearch
$ npx skills add elastic/elasticsearch
#13

Sonic

Similarity 119Trust 96Excellent 100

🦔 Fast, lightweight & schema-less search backend. An alternative to Elasticsearch that runs on a few MBs of RAM.

21K starsJun 12, 2026 pushrag-knowledgeRustSearch
$ npx skills add valeriansaliou/sonic
#14

Tantivy

Similarity 119Trust 97Excellent 100

Tantivy is a full-text search engine library inspired by Apache Lucene and written in Rust

15K starsJun 16, 2026 pushrag-knowledgeRustSearch
$ npx skills add quickwit-oss/tantivy
#15

Vespa

Similarity 119Trust 92Excellent 100

The AI search platform

7.0K starsJun 18, 2026 pushrag-knowledgeJavaVector Search
$ npx skills add vespa-engine/vespa
#16

Pisa

Similarity 118Trust 91Excellent 96

PISA: Performant Indexes and Search for Academia

1.1K starsMay 6, 2026 pushrag-knowledgeC++Search
$ npx skills add pisa-engine/pisa

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 Caiss 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.