KnowledgeOps AI
KnowledgeOps AI Demo

KnowledgeOps AI

SaaS
7 views
1 downloads
0.0 (0 reviews)

KnowledgeOps AI is an end-to-end document intelligence platform designed for real-world use. Built with FastAPI, LangChain, and pgvector, it supports multi-format document ingestion (PDF, Word, HTML), semantic embeddings, and hybrid retrieval. An integrated agent framework allows self-refinement of responses, while observability is powered by Prometheus and Grafana for monitoring performance. The system is containerized with Docker, supports CI/CD, and can be deployed to Hugging Face or cloud environments. Ideal for enterprises, startups, or developers looking to integrate Retrieval-Augmented Generation (RAG) into their workflows.

Template Details

KnowledgeOps AI is an end-to-end document intelligence platform designed for real-world use. Built with FastAPI, LangChain, and pgvector, it supports multi-format document ingestion (PDF, Word, HTML), semantic embeddings, and hybrid retrieval. An integrated agent framework allows self-refinement of responses, while observability is powered by Prometheus and Grafana for monitoring performance. The system is containerized with Docker, supports CI/CD, and can be deployed to Hugging Face or cloud environments. Ideal for enterprises, startups, or developers looking to integrate Retrieval-Augmented Generation (RAG) into their workflows.

Features

Document ingestion from PDF, Word, and HTML
Text splitting into semantic chunks (800–1000 tokens)
Vector embeddings with OpenAIEmbeddings
Hybrid retrieval with pgvector
RetrievalQA chain for LLM-powered answers
Agent executor for multi-domain retrieval and refinement
Short-term conversational memory
Long-term vector memory persistence
Context-window optimization (token budget aware)
Metadata tagging (source, author, timestamp)
Self-refine mechanism for low-confidence queries
Observability via Prometheus & Grafana dashboards
Dockerized for deployment portability
CI/CD with GitHub Actions
FastAPI interactive API docs (Swagger, ReDoc)

Technologies Used

Python 3.10+ FastAPI LangChain pgvector (PostgreSQL) OpenAI Embeddings (pluggable LLMs) Docker Prometheus Grafana GitHub Actions (CI/CD)

Requirements

OS
Python
PostgreSQL
Docker
Memory
Storage
Node.js
Network

Customer Reviews (0)

Write a Review

No reviews yet. Be the first to review this template!

Chat AI