AI/ML●●Solid
RAGDebugger – observability – retrieval-augmented generation pipeline
Relevance scores and hallucination detection when LangSmith already exists.
Solve My ProblemShip It
vasan_natarajan
3025d ago
Back to browse
GitHub Repository
RAGLight is a modular framework for Retrieval-Augmented Generation (RAG). It makes it easy to plug in different LLMs, embeddings, and vector stores, and now includes seamless MCP integration to connect external tools and data sources.
664 starsPython
Deploy a RAG pipeline as a REST API using RAGLight
by bessouat40·Mar 4, 2026·3 points·1 comment
AI Analysis
●●SolidShip It
Modular RAG with MCP integration, but Langchain and LlamaIndex already dominate.
Strengths
- •Lightweight alternative to heavyweight RAG frameworks with clean modularity
- •MCP integration for external tools adds real extensibility
- •REST API deployment ready with Docker support
Weaknesses
- •Crowded RAG space with entrenched alternatives (Langchain, LlamaIndex, Vercel)
- •Limited provider support compared to competitors; unclear differentiation
Category
Target Audience
Python developers building RAG applications
Similar To
LangChain · LlamaIndex · Vercel AI SDK
Similar Projects
Developer Tools●Mid
RAGLight, serve a RAG pipeline as a REST API and chat UI in one command
RAG library with serve command, but Langchain, LlamaIndex, and Verba already dominate.
Ship It
bessouat40
103mo ago
AI/ML○Pass
Krira Augment – Production-ready RAG in minutes
Waitlist for RAG platform launching in 2 months with no demo.
Bold Bet
kriralabs
102mo ago
Developer Tools●●●Banger
RAG Doctor – CLI tool to diagnose broken RAG pipelines
ESLint for RAG pipelines that avoids using AI to debug AI hallucinations.
Solve My ProblemBig Brain
anvarxadja
223mo ago
AI/ML●Mid
Krira Augment – Production Ready RAG in Minutes
Another RAG platform waitlist when LangChain already exists.
Ship It
kriralabs
103mo ago
AI/ML●●Solid
A tool to create and evaluate document processing pipelines for RAG
LLM-as-judge metrics beat guessing chunk sizes, but Ragas and LangSmith already exist.
Solve My ProblemSlick
martimchaves
202mo ago