ChromaDB RAG Systems Embedding Tools

RAG implementations using ChromaDB as the vector database backend. Includes ChromaDB integrations, CLI tools, and RAG pipelines built on ChromaDB. Does NOT include RAG systems using other vector databases (Qdrant, Pinecone, etc.) or general RAG frameworks agnostic to the database choice.

There are 21 chromadb rag systems tools tracked. The highest-rated is kreuzberg-dev/kreuzberg-surrealdb at 39/100 with 3 stars and 231 monthly downloads.

Get all 21 projects as JSON

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#	Tool	Score	Tier	Stars	Language
1	kreuzberg-dev/kreuzberg-surrealdb Extract, chunk, and embed documents from 88+ formats directly into SurrealDB.	39	Emerging	3	Python
2	LLM-Implementation/private-rag-embeddinggemma 🔒 100% Private RAG Stack with EmbeddingGemma, SQLite-vec & Ollama - Zero...	33	Emerging	11	Jupyter Notebook
3	sudhanshug16/chromadb-cli CLI to interact with ChromaDB (https://github.com/chroma-core/chroma)	25	Experimental	4	TypeScript
4	jmiba/zotero-redisearch-rag An Obsidian plugin that synchronizes selected Zotero full-text items with...	25	Experimental	3	TypeScript
5	sanketvagal/rag-notes RAG system that lets you chat with your Obsidian/Markdown notes — chunks by...	22	Experimental	—	Python
6	Vatsal-Founder/Hybrid-Search-with-LangChain-and-Pinecone Hybrid search RAG system combining BM25 sparse + dense embeddings via...	22	Experimental	—	Python
7	tdog1616/Rag_init 📄 Enable seamless PDF queries with this RAG pipeline using Hugging Face...	14	Experimental	—	Jupyter Notebook
8	vola-trebla/rag-ingestion-toolkit Clean, structured data pipeline for RAG systems. Converts raw HTML, PDF, and...	14	Experimental	—	Python
9	alexbeattie/obsidian-rag Local RAG pipeline for Obsidian vaults using ChromaDB + Ollama (nomic-embed-text)	14	Experimental	—	Python
10	moones29/Rag_init 📄 Implement a RAG pipeline to query PDFs using Hugging Face embeddings,...	14	Experimental	—	Jupyter Notebook
11	jibz33on/rag-pipeline-langchain Retrieval-Augmented Generation (RAG) pipeline using LangChain, OpenAI, and Chroma	14	Experimental	—	Jupyter Notebook
12	Harbor19/ChromaMerge 🎨 Group and merge CSS color codes using CIEDE2000 color difference for safe,...	14	Experimental	—	HTML
13	perzeuss/strapi-plugin-embeddings A Strapi plugin for embedding support, utilizing Chroma as the database for...	12	Experimental	3	TypeScript
14	agdm/rag-experiment-001 Production-ready RAG starter application for ingesting and querying markdown...	12	Experimental	1	Python
15	poacosta/chromadb-document-embedder A streamlined Python utility for embedding document collections into...	11	Experimental	—	Python
16	NDarayut/SEALION-v3.5-8B-Quantized-RAG A working native RAG using the langchain framework with...	11	Experimental	—	Python
17	Douglas-W-Williams/runbook_agent RAG system that retrieves IT runbook sections and generates step-by-step...	11	Experimental	—	Python
18	Diluksha-Upeka/contextiq-rag ContextIQ: Professional Chat-with-PDF RAG App. Upload PDFs, index with...	11	Experimental	—	Python
19	Juanseom/rag-langchain-pinecone Introduction to RAG (Retrieval-Augmented Generation): Build intelligent Q&A...	11	Experimental	—	Python
20	AmanPriyanshu/YC-Dendrolinguistics Cultivating linguistic forests from YC startup pitches using bio-inspired...	10	Experimental	1	HTML
21	CL-lau/chroma-plus the AI-native open-source embedding database for plus	10	Experimental	1	Python