Alternatives

Moss alternatives for AI agents.

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

Current skill

Moss

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

83
Quality
83
Trust
421
Stars
#1

Txtai

Similarity 133Trust 97Excellent 100

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

13K starsJun 18, 2026 pushrag-knowledgePythonSemantic Search
$ npx skills add neuml/txtai
#2

FlashRank

Similarity 130Trust 85Strong 77

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.

982 starsJan 1, 2026 pushrag-knowledgePythonSemantic Search
$ npx skills add PrithivirajDamodaran/FlashRank
#3

Memsearch

Similarity 129Trust 92Excellent 100

A persistent, unified memory layer for all your AI agents (e.g. Claude Code, Codex), backed by Markdown and Milvus.

2.1K starsJun 18, 2026 pushrag-knowledgePythonSemantic Search
$ npx skills add zilliztech/memsearch
#4

Lotus

Similarity 128Trust 94Excellent 100

Optimized LLM-Powered Data Processing: up to 1000x speedups with fast, accurate query processing, that's as simple as writing Pandas code

1.6K starsJun 13, 2026 pushrag-knowledgePythonSemantic Search
$ npx skills add lotus-data/lotus
#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 19, 2026 pushrag-knowledgeGoSemantic Search
$ npx skills add weaviate/weaviate
#6

Cocoindex

Similarity 126Trust 95Excellent 100

Incremental engine for long horizon agents 🌟 Star if you like it!

10K starsJun 18, 2026 pushrag-knowledgeRustSemantic Search
$ npx skills add cocoindex-io/cocoindex
#7

Yt Fts

Similarity 126Trust 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
#8

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 18, 2026 pushrag-knowledgePythonSemantic Search
$ npx skills add arc53/DocsGPT
#9

Examples

Similarity 123Trust 93Excellent 100

Jupyter Notebooks to help you get hands-on with Pinecone vector databases

3.0K starsJun 18, 2026 pushrag-knowledgeJupyter NotebookSemantic Search
$ npx skills add pinecone-io/examples
#10

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
#11

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
#12

Athena Public

Similarity 122Trust 88Strong 84

The Linux OS for AI Agents — Persistent memory, autonomy, and time-awareness for any LLM. Own the state. Rent the intelligence.

506 starsJun 17, 2026 pushrag-knowledgePythonSemantic Search
$ npx skills add winstonkoh87/Athena-Public
#13

Full Stack AI Agent Template

Similarity 122Trust 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
#14

Knowhere

Similarity 122Trust 94Excellent 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
#15

Semantra

Similarity 122Trust 80Strong 75

Multi-tool for semantic search

2.7K starsAug 27, 2024 pushrag-knowledgePythonSemantic Search
$ npx skills add freedmand/semantra
#16

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

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 Moss 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.