ScholarshipMate AI Assistant

Ask questions, search scholarships, discover grants & preparatory courses

Real-time SSE Stream

Welcome to ScholarshipMate AI

Your high-speed intelligent education assistant powered by MS SQL Master Database, Real-Time SSE Token Streaming, and Semantic RAG.

Press Enter to send, Shift + Enter for new line. Connected to live SQL Database & RAG Vector Engine.

Model Context Protocol (MCP) Stored Procedure Gateway

Direct live exploration of MS SQL Enterprise Stored Procedures with RBAC controls.

Select a Tool

SP_Master_Operations

Choose an MCP tool from the list to execute and test direct database queries.

Parameters (JSON Object)

Response Output

0ms 
// Output will appear here...

Semantic RAG & Vector Knowledge Base

Test vector similarity embeddings, web crawling ingestion, and vector chunks.

65 Vector Chunks
512 Embedding Dim

Semantic Vector Search

Test Cosine Similarity matching against knowledge base vectors.

Ingest New Knowledge

Crawl live website URLs or upload PDF/Docx/TXT files directly into vector store.

Web Crawler

Direct Grounded RAG Q&A

System Health & Diagnostics

Live metrics from the running ScholarshipMate enterprise engine.

Healthy API Status
Connected MS SQL Server (7766)
GPT-4o-Mini OpenRouter AI
12ms Server Ping

Configuration & Endpoints

Server Port3050
Database Target185.136.157.12:7766 / ScholarshipMate2025
MCP Stored ProcedureMaster_Operations (20+ actions)
SSE Streaming EndpointGET/POST /api/chat/stream
Semantic RAG EndpointPOST /api/rag/ask
Knowledge Base SyncGET /api/kb