Alternatives

FlashRank alternatives for AI agents.

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

Current skill

FlashRank

Lite & Super-fast re-ranking for your search & retrieval pipelines. Supports SoTA Listwise and Pairwise reranking based on LLMs and cross-encoders and more. Created by Prithivi Da, open for PRs & Collaborations.

77
Quality
85
Trust
982
Stars
#1

Yt Fts

Similarity 134Trust 84Excellent 94

YouTube Full Text Search - Search all of YouTube from the command line

1.8K starsJan 22, 2026 pushrag-knowledgePythonSemantic Search
$ npx skills add NotJoeMartinez/yt-fts
#2

Moss

Similarity 129Trust 83Strong 83

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

421 starsJun 16, 2026 pushrag-knowledgePythonSemantic Search
$ npx skills add usemoss/moss
#3

Typesense

Similarity 128Trust 97Excellent 100

Open Source alternative to Algolia + Pinecone and an Easier-to-Use alternative to ElasticSearch ⚡ 🔍 ✨ Fast, typo tolerant, in-memory fuzzy Search Engine for building delightful search experiences

26K starsJun 10, 2026 pushrag-knowledgeC++Semantic Search
$ npx skills add typesense/typesense
#4

Meilisearch

Similarity 127Trust 90Excellent 100

A lightning-fast search engine API bringing AI-powered hybrid search to your sites and applications.

58K starsJun 11, 2026 pushrag-knowledgeRustSemantic Search
$ npx skills add meilisearch/meilisearch
#5

Weaviate

Similarity 127Trust 96Excellent 100

Weaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance and scalability of a cloud-native database​.

16K starsJun 14, 2026 pushrag-knowledgeGoSemantic Search
$ npx skills add weaviate/weaviate
#6

DocsGPT

Similarity 125Trust 96Excellent 100

Private AI platform for agents, assistants and enterprise search. Built-in Agent Builder, Deep research, Document analysis, Multi-model support, and API connectivity for agents.

18K starsJun 14, 2026 pushrag-knowledgePythonSemantic Search
$ npx skills add arc53/DocsGPT
#7

Txtai

Similarity 125Trust 97Excellent 100

💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows

13K starsJun 11, 2026 pushrag-knowledgePythonSemantic Search
$ npx skills add neuml/txtai
#8

USearch

Similarity 124Trust 93Excellent 100

Fast Open-Source Search & Clustering engine × for Vectors & Arbitrary Objects × in C++, C, Python, JavaScript, Rust, Java, Objective-C, Swift, C#, GoLang, and Wolfram 🔍

4.2K starsMay 28, 2026 pushrag-knowledgeC++Semantic Search
$ npx skills add unum-cloud/USearch
#9

RAG FiT

Similarity 123Trust 86Excellent 86

Framework for enhancing LLMs for RAG tasks using fine-tuning.

770 starsJun 8, 2026 pushrag-knowledgePythonSemantic Search
$ npx skills add IntelLabs/RAG-FiT
#10

Kernel Memory

Similarity 123Trust 93Excellent 100

Research project. A Memory solution for users, teams, and applications.

2.2K starsJun 8, 2026 pushrag-knowledgeC#Semantic Search
$ npx skills add microsoft/kernel-memory
#11

SeekStorm

Similarity 123Trust 94Excellent 100

SeekStorm: vector & lexical search - in-process library & multi-tenancy server, in Rust.

1.9K starsJun 4, 2026 pushrag-knowledgeRustSemantic Search
$ npx skills add SeekStorm/SeekStorm
#12

Sentrysearch

Similarity 122Trust 93Excellent 100

Semantic search over videos using Gemini Embedding 2 or Qwen3-VL.

4.3K starsJun 2, 2026 pushrag-knowledgePythonSemantic Search
$ npx skills add ssrajadh/sentrysearch
#13

Mteb

Similarity 122Trust 93Excellent 100

MTEB: Massive Text Embedding Benchmark

3.3K starsJun 14, 2026 pushrag-knowledgePythonSemantic Search
$ npx skills add embeddings-benchmark/mteb
#14

Docarray

Similarity 121Trust 91Excellent 100

Represent, send, store and search multimodal data

3.1K starsMar 27, 2026 pushrag-knowledgePythonSemantic Search
$ npx skills add docarray/docarray
#15

JustHireMe

Similarity 121Trust 95Excellent 100

Local-first AI job intelligence workbench for scraping roles, ranking fit, and generating tailored application materials.

2.0K starsJun 14, 2026 pushrag-knowledgePythonSemantic Search
$ npx skills add vasu-devs/JustHireMe
#16

Sie

Similarity 121Trust 94Excellent 100

Open-source inference server and production cluster for all the models your agent needs.

2.0K starsJun 14, 2026 pushrag-knowledgePythonSemantic Search
$ npx skills add superlinked/sie

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 FlashRank 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.