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ylokhande2003/ollama-rag-chatbot-node

A Node.js and Express RAG chatbot API that uses Ollama for local document embeddings and AI-powered question answering.

JavaScript GitHub ↗
★ 0
stars
75
AI relevance
50
solo dev
0
tool sigs

SUMMARY AI summary by gpt-5-mini

A minimal Node.js + Express retrieval-augmented generation (RAG) chatbot that answers questions from local text files using Ollama for embeddings and chat completions. On startup it ingests documents/sample.txt, splits the text into chunks, creates embeddings with an Ollama embedding model, stores them in an in-memory vector store, and uses nearest chunks as context for responses from an Ollama chat model. Who uses it: developers building local or private RAG prototypes, demos, or learning projects that rely on Ollama. Key features: - Local Ollama-based embeddings and chat completion - Chunking and in-memory vector search - Simple POST /chat API that returns answers constrained to document context (responds "Not found in documents." when no match) - Configurable via .env (OLLAMA_MODEL, EMBED_MODEL, PORT) - Includes ingest flow on startup and instructions to update the knowledge base by editing documents/sample.txt and restarting the server

DETECTED Detected AI stack

AI-related keywords found in this repo's description, topics, or README summary — grouped by category. Each badge links to the corresponding ranking detail page.

🧠 LLM providers (1)
Ollama
🤖 LLM models (1)
Llama
🌐 Web frameworks (1)
Express

Language breakdown (by bytes)

JavaScript
100%

Why this is classified AI-related

The AI relevance score checks four places for AI keywords and adds the weight of each one that matches. Full methodology

Repository name no match
Description +25 matched: ai
GitHub topics no match
README head +20 (derived from the score — README text is not stored)

Total AI relevance score: 75 / 100

Position among AI repos in the same language

We track 4,088 JavaScript repos, of which 3,156 score 40 or above on AI relevance. 654 have more stars than this one (top 16.0%), and 155 score higher (top 3.8%).

Owner

Account
ylokhande2003
Type
User
Followers
2

100 DSA @ LeetCode+GFG | Full Stack Developer(MongoDB+ Node Js + React Js + Flutter + HTML + CSS + JavaScript) | CSE Grade '24

Dates

Created on GitHub 2026-05-20
Last push 2026-05-20
First seen here 2026-05-20
Last fetched 2026-08-19 16:13

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