Production-ready Model Context Protocol toolkit with official .NET SDK, Docker, and Azure Functions support, emphasizing reliability, tooling, and real-time observability.

Semantic SOP retrieval with Italian multilingual embeddings, category filtering, and fast vector search via ChromaDB and RAG.

Offers robust dice rolling and probability analytics for complex expressions; designed for seamless client integration.

Proof-of-concept integration that combines Grafana monitoring with a containerized stack, sample metrics, and ready-made dashboards for rapid experimentation.

Graph-driven in-memory store for entities and relationships, enabling rapid context and relational reasoning across AI agents.

A multi-LLM astronomy assistant leveraging protocol-based integration with NASA APIs, SIMBAD, and exoplanet archives, delivering real-time data and intelligent tool orchestration for researchers and educators.

Lightweight agent framework seamlessly accessing diverse tools via MCP servers for real-time data and domain-specific processing.

Fetch live Polymarket events, auto-categorizes topics with Claude, appends web context, and maintains versioned CSV histories for interactive analysis.

Analysis of Online-retail-dataset using Model Context Protocol tools and prompts

AI-powered podcast analysis tool that downloads YouTube audio, transcribes with Whisper, and offers a secure interface for LLM-driven transcripts and summaries.

Python-based Salesforce metadata analyzer with security checks, naming conventions, and detailed reporting.

Demonstrates NLP-driven network slice bookings using CAMARA API specs with OpenAPI validation and tool-based MCP exposure.

Real-time governance data and analytics across 15+ networks via 14 tools and 7 resources, optimized for AI-driven insights.

Real-time football data access with team profiles, news, and match details via FotMob-backed MCP.

Dataverse integration enabling CRUD, advanced OData queries, metadata discovery, and secure OAuth authentication.

Provides a view into DNC data for agents with planned read-only SQL access, data dictionary, and Ollama-based testing to empower agents.

BigQuery-powered context provider delivering structured data for intelligent, query-driven prompts.

Prototype delivering contextual weather data from sensors and APIs, enabling agents to access forecasts and conditions with extensible data sources.

Model Context Protocol

RailTel Model Context Protocol Model

Python-based calculator with 20+ math functions, ASCII processing, and Paint-based visualization, enabling secure external tool access and iterative reasoning.

Modular LLM-driven SQL generation and data retrieval with context-aware orchestration, multi-database support, and real-time result formatting.

Lightweight sentiment analysis backend with STDIO transport and MCP protocol integration, featuring Inspector-driven debugging for rapid local experimentation.

AI-driven integration translating natural language prompts into SQL against a local PostgreSQL database, exposing schema and offering natural-language explanations.