ScholarReady AI Assistant

Ask questions, explore scholarships, test preparation, admissions & student records

Real-time SSE Stream

Welcome to ScholarReady AI

Your enterprise intelligent education assistant powered by MS SQL Master Database, Real-Time SSE Token Streaming, 61 MCP Stored Procedures, 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 & ID-Scoped controls (61 Registered Tools).

Select a Tool

SP_Master_Operations

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

Parameters (JSON Object with ID bindings)

{}

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.

Top K Results

Min Score

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 ScholarReady enterprise engine.

Healthy API Status

Connected MS SQL Server (7766)

GPT-4o-Mini OpenRouter AI

12ms Server Ping

Configuration & Endpoints

Server Port	3000
Database Target	185.136.157.12:7766 / ScholarshipMate2025
MCP Gateway Tools	`61 Stored Procedure Actions`
SSE Streaming Endpoint	`GET/POST /api/chat/stream`
Semantic RAG Endpoint	`POST /api/rag/ask`
Session Resolution Endpoint	`GET /api/session/current`