Property Shared MCP
LiveFull UK property data access. Land Registry transactions, EPC certificates, Rightmove listings, and composite reports — all available to any MCP-compatible AI.
PropertyDataFastAPI
View project → MCP & Integrations
Model Context Protocol
MCP is the open standard that lets AI assistants use real tools instead of just chatting. I build MCP servers that connect AI to domain-specific data and real functionality.
What is MCP
Model Context Protocol is a standard for connecting AI models to external tools and data. Instead of guessing or hallucinating, the AI calls real APIs, queries real databases, uses real documentation.
Think of it as giving AI hands. The model decides what to do; the MCP server does the doing, with real data and real results.
Model AI Assistant
→ Protocol MCP
→ Server Your Tools
→ Data Real APIs
MCP Servers Built
Property Assistant MCP
LiveHigher-level property assistant. Search, compare, and report on UK properties through natural language via MCP.
PropertyAI Assistant
View project → PineScript MCP
Live9 MCP tools for Pine Script v6 — doc search, function validation, AST-based linting, and version migration. 3 built-in prompts (debug, v5→v6 convert, explain). Monitored via Grafana (request volume, latency, availability). Active users via HTTP endpoint.
TradingPineScript
View project → iRacing MCP App
In DevelopmentInteractive MCP application for iRacing motorsport data. Race results, member stats, reference data, with a UI layer built on the MCP Apps SDK.
MotorsportTypeScriptMCP Apps
Chess MCP App
In DevelopmentChess teaching system built as an MCP application. Interactive UI with game analysis and educational features.
EducationTypeScriptMCP Apps
MT5 Trading MCP
In Development15-tool FastMCP server for MetaTrader 5. Bidirectional control — account info, market data, technical analysis, and order execution through AI.
TradingMT5FastMCP
PyP6Xer MCP
LiveMCP server for Primavera P6 XER files. Parse and analyse construction project schedules through AI assistants.
ConstructionP6FastMCP
Context7 Bridge
LiveBridge connecting Context7 documentation to AI tools. Live, versioned docs access for any library via MCP.
DocumentationPython
Document Processing MCP
In DevelopmentMCP server for document conversion and extraction via the Docling library. PDF, DOCX, and other formats to structured data.
DocumentsPythonDocling
AI Platforms
PydanticAI Platform
LiveMulti-tenant AI agent platform built with PydanticAI. Serve multiple agents to different tenants with typed tool calls and structured outputs.
PydanticAIMulti-tenantFastAPI
Compress PDF/IMG
LivePDF and image compression tool. Upload, compress, download — built with Python, deployed on fly.io.
PythonUtilityDeployed
Frameworks & Approach
FastMCP
Python framework for building MCP servers. Clean, typed, composable.
PydanticAI
Typed LLM client with structured outputs. Pairs with MCP for reliable tool use.
CrewAI
Multi-agent orchestration. Used for content pipelines and research automation.
MCP Apps SDK
Interactive UI layer for MCP tools. Used in the iRacing and Chess applications.
Build with MCP
If you have domain expertise and want AI tools that actually work with your data, MCP is the way to do it.