Alternatives

Spacy Layout alternatives for AI agents.

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

Current skill

Spacy Layout

📚 Process PDFs, Word documents and more with spaCy

81
Quality
84
Trust
903
Stars
#1

WikiChat

Similarity 135Trust 91Excellent 93

WikiChat is an improved RAG. It stops the hallucination of large language models by retrieving data from a corpus.

1.6K starsJan 31, 2026 pushrag-knowledgePythonRAG
$ npx skills add stanford-oval/WikiChat
#2

RAG Retrieval

Similarity 128Trust 96Excellent 100

Unify Efficient Fine-tuning of RAG Retrieval, including Embedding, ColBERT, ReRanker.

1.1K starsMay 24, 2026 pushrag-knowledgePythonRAG
$ npx skills add NovaSearch-Team/RAG-Retrieval
#3

Amazon Bedrock Samples

Similarity 123Trust 97Excellent 100

This repository contains examples for customers to get started using the Amazon Bedrock Service. This contains examples for all available foundational models

1.4K starsJun 1, 2026 pushrag-knowledgeJupyter NotebookRAG
$ npx skills add aws-samples/amazon-bedrock-samples
#4

HiRAG

Similarity 123Trust 89Excellent 85

[EMNLP'25 findings] This is the official repo for the paper, HiRAG: Retrieval-Augmented Generation with Hierarchical Knowledge.

547 starsJun 13, 2026 pushrag-knowledgePythonRAG
$ npx skills add hhy-huang/HiRAG
#5

Wdoc

Similarity 122Trust 89Strong 84

Summarize and query from a lot of heterogeneous documents. Any LLM provider, any filetype, advanced RAG, advanced summaries, scriptable, etc

518 starsJun 14, 2026 pushrag-knowledgePythonRAG
$ npx skills add thiswillbeyourgithub/wdoc
#6

Foundation Models Framework Lab

Similarity 122Trust 96Excellent 100

A practical lab for building, testing, and evaluating apps with Apple's Foundation Models framework.

1.1K starsJun 16, 2026 pushrag-knowledgeSwiftRAG
$ npx skills add rudrankriyam/Foundation-Models-Framework-Lab
#7

Foundation Models Framework Example

Similarity 122Trust 95Excellent 100

Example apps for Foundation Models Framework in iOS 26 and macOS 26

1.1K starsJun 9, 2026 pushrag-knowledgeSwiftRAG
$ npx skills add rudrankriyam/Foundation-Models-Framework-Example
#8

Hazm

Similarity 121Trust 91Excellent 97

Persian NLP Toolkit

1.4K starsApr 1, 2026 pushrag-knowledgePythonEmbeddings
$ npx skills add roshan-research/hazm
#9

Knowhere

Similarity 120Trust 96Excellent 100

Knowhere extracts, parses, and outputs structured chunks ready for AI Agents and RAG.

1.3K starsJun 12, 2026 pushrag-knowledgePythonRAG
$ npx skills add Ontos-AI/knowhere
#10

Ragbits

Similarity 120Trust 93Excellent 100

Building blocks for rapid development of GenAI applications

1.6K starsMay 18, 2026 pushrag-knowledgePythonRAG
$ npx skills add deepsense-ai/ragbits
#11

Raglite

Similarity 120Trust 96Excellent 100

🥤 RAGLite is a Python toolkit for Retrieval-Augmented Generation (RAG) with DuckDB or PostgreSQL

1.2K starsMay 18, 2026 pushrag-knowledgePythonRAG
$ npx skills add superlinear-ai/raglite
#12

Full Stack AI Agent Template

Similarity 120Trust 94Excellent 100

Full-stack AI app generator — FastAPI + Next.js with AI Agents, RAG, streaming, auth, and 20+ integrations out of the box.

1.4K starsJun 12, 2026 pushrag-knowledgePythonRAG
$ npx skills add vstorm-co/full-stack-ai-agent-template
#13

JamAIBase

Similarity 120Trust 96Excellent 100

The collaborative spreadsheet for AI. Chain cells into powerful pipelines, experiment with prompts and models, and evaluate LLM responses in real-time. Work together seamlessly to build and iterate on AI applications.

1.1K starsJun 8, 2026 pushrag-knowledgePythonRAG
$ npx skills add EmbeddedLLM/JamAIBase
#14

Omnibox

Similarity 120Trust 93Excellent 100

Collect, organize, use, and share, all in OmniBox.

1.4K starsJun 9, 2026 pushrag-knowledgePythonRAG
$ npx skills add import-ai/omnibox
#15

LightRAG

Similarity 120Trust 95Excellent 100

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

37K starsJun 14, 2026 pushrag-knowledgePythonKnowledge Graph
$ npx skills add HKUDS/LightRAG
#16

Llm Paper Daily

Similarity 119Trust 89Excellent 97

Daily updated LLM papers. 每日更新 LLM 相关的论文,欢迎订阅 👏 喜欢的话动动你的小手 🌟 一个

1.3K starsJun 12, 2026 pushrag-knowledgePythonRAG
$ npx skills add xianshang33/llm-paper-daily

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 Spacy Layout 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.