Alternatives

Fed RAG alternatives for AI agents.

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

Current skill

Fed RAG

A framework for fine-tuning retrieval-augmented generation (RAG) systems.

79
Quality
80
Trust
148
Stars
#1

Searx

Similarity 126Trust 90Excellent 100

Privacy-respecting metasearch engine

14K starsMay 14, 2026 pushrag-knowledgePythonSearch
$ npx skills add searx/searx
#2

FlagEmbedding

Similarity 125Trust 90Excellent 100

Retrieval and Retrieval-augmented LLMs

12K starsApr 22, 2026 pushrag-knowledgePythonEmbeddings
$ npx skills add FlagOpen/FlagEmbedding
#3

MiroFish

Similarity 119Trust 92Excellent 100

A Simple and Universal Swarm Intelligence Engine, Predicting Anything. 简洁通用的群体智能引擎,预测万物

67K starsMay 24, 2026 pushrag-knowledgePythonKnowledge Graph
$ npx skills add 666ghj/MiroFish
#4

LightRAG

Similarity 119Trust 92Excellent 100

[EMNLP2025] "LightRAG: Simple and Fast Retrieval-Augmented Generation"

37K starsJun 18, 2026 pushrag-knowledgePythonKnowledge Graph
$ npx skills add HKUDS/LightRAG
#5

Vespa

Similarity 118Trust 89Excellent 100

The AI search platform

7.0K starsJun 20, 2026 pushrag-knowledgeJavaVector Search
$ npx skills add vespa-engine/vespa
#6

Awesome Llm Apps

Similarity 114Trust 93Excellent 100

100+ AI Agent & RAG apps you can actually run — clone, customize, ship.

114K starsJun 13, 2026 pushdataPythonRAG
$ npx skills add Shubhamsaboo/awesome-llm-apps
#7

Graphrag

Similarity 113Trust 92Excellent 100

A modular graph-based Retrieval-Augmented Generation (RAG) system

34K starsJun 18, 2026 pushdataPythonRAG
$ npx skills add microsoft/graphrag
#8

Graphiti

Similarity 113Trust 92Excellent 100

Build Real-Time Knowledge Graphs for AI Agents

28K starsJun 20, 2026 pushdataPythonRAG
$ npx skills add getzep/graphiti
#9

Kotaemon

Similarity 113Trust 92Excellent 100

An open-source RAG-based tool for chatting with your documents.

25K starsJun 9, 2026 pushdataPythonRAG
$ npx skills add Cinnamon/kotaemon
#10

Elasticsearch

Similarity 113Trust 88Excellent 100

Free and Open Source, Distributed, RESTful Search Engine

77K starsJun 16, 2026 pushrag-knowledgeJavaSearch
$ npx skills add elastic/elasticsearch
#11

Dgraph

Similarity 112Trust 90Excellent 100

high-performance graph database for real-time use cases

22K starsJun 19, 2026 pushrag-knowledgeGoKnowledge Graph
$ npx skills add dgraph-io/dgraph
#12

Tantivy

Similarity 112Trust 93Excellent 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
#13

OpenSearch

Similarity 112Trust 92Excellent 100

🔎 Open source distributed and RESTful search engine.

13K starsJun 16, 2026 pushrag-knowledgeJavaSearch
$ npx skills add opensearch-project/OpenSearch
#14

Searxng

Similarity 112Trust 93Excellent 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
#15

Scira

Similarity 111Trust 91Excellent 100

Scira (Formerly MiniPerplx) is a minimalistic AI-powered search engine that helps you find information on the internet and cites it too. Powered by Vercel AI SDK!

12K starsMar 20, 2026 pushrag-knowledgeTypeScriptSearch
$ npx skills add zaidmukaddam/scira
#16

Cognee

Similarity 111Trust 92Excellent 100

Cognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory across sessions with a self-hosted knowledge graph engine.

27K starsJul 3, 2026 pushrag-knowledgePythonVector Search
$ npx skills add topoteretes/cognee

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 Fed RAG 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.