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Applied AI Engineer

Paul Boucherat

Applied AI engineer and consultant. I build MCP servers, skills, and workflow tools for UK property, legal, project controls, and trading. Operations background, self-taught builder.

paul@bouch.dev 07711 822 499 Nottingham, UK GitHub LinkedIn bouch.dev
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Selected Work

Deployed Projects

Property Intelligence Platform

Shared Core + MCP + API + CLI

Typed Python platform unifying Land Registry, EPC, Rightmove, and Companies House behind one core. MCP server, REST API, CLI, and PyPI package.

  • Live on Fly.io with Prometheus metrics
  • Published on PyPI as property-shared
  • 13 MCP tools, 4 data sources
  • 2 downstream customer apps built on the core
Python FastAPI MCP PyPI Fly.io Live GitHub PyPI

Property Investment Workflows

Deal Intake, Underwriting, Exit Strategy

Consumer workflow layer on top of the property platform. Rightmove URL to underwriting decision with exit strategy modelling.

  • Configurable underwriting criteria in YAML
  • Exit strategy modelling: BTL, BRRR, flip with real cost inputs
  • Gateway pattern: consumer calls property-shared HTTP API
  • Deal tracking with snapshot history
Python FastAPI PydanticAI HTMX

PyP6Xer MCP Server

Primavera P6 Schedule Analysis

22-tool MCP server for Primavera P6 XER files. Critical path, earned value, float analysis, schedule quality, health scoring.

  • 22 tools, 5 prompts, 3 resources
  • Deployed on Fly.io, published on PyPI
  • Validated on live 6,000-activity railway schedule
  • 3 sample projects pre-loaded for demo
Python MCP PyPI Fly.io Live GitHub PyPI

UK Legal MCP Server

Case Law, Legislation, Parliament, HMRC

14-tool MCP server for UK legal research. Case law, legislation with in-force status, Hansard debates, HMRC guidance, OSCOLA citations.

  • 5 modules, 14 tools
  • OSCOLA citation parsing and resolution
  • Parliamentary 'vibe check' for policy reception
  • Rate limited at 50 req/min, deployed on Fly.io
Python MCP Fly.io Live GitHub

UK Due Diligence MCP

Companies House, Charity Commission, Land Registry, Gazette, HMRC

9-tool MCP server across 5 UK public registers. Corporate status, filing compliance, director networks, beneficial ownership, insolvency, VAT validation.

  • 9 tools across 5 UK public registers
  • Published on PyPI as uk-due-diligence-mcp
  • Deployed on Fly.io
  • All data from legally-mandated free registers
Python MCP PyPI Fly.io Live GitHub PyPI

PineSmith

Pine Script AI IDE

Full-stack SaaS: AI-powered Pine Script IDE with Stripe billing, Supabase auth, and a companion MCP server for v6 documentation.

  • Live SaaS with Stripe billing
  • Supabase auth with row-level security
  • Companion MCP server on Fly.io with 14 tools
  • Full v6 documentation corpus indexed
Python FastAPI React Stripe Supabase Live GitHub

Approach

Repeatable Patterns

MCP Servers

Five public MCP servers deployed on Fly.io covering UK property data, legal research, due diligence, project scheduling, and trading. Published on PyPI. Free and open source.

Domain-Specific AI Skills

25 Claude skills across property, legal, due diligence, project controls, trading, and business. MP accountability, BAILII case law search, company due diligence, deal screening, legal research briefs. All free, connected to live UK data via MCP servers.

Data Platform to Product

Repeated pattern: unify fragmented data sources into a typed core, expose via API/MCP/CLI, then build consumer workflows and skills on top. Property platform has 4 data sources, 3 consumer layers, and 2 downstream apps.

Stack

Technical Skills

Languages

Python, TypeScript, JavaScript, SQL, SPARQL

AI Systems

Claude API, OpenAI Agents SDK, PydanticAI, MCP servers, Claude Code skills, structured outputs

Backend & UI

FastAPI, Pydantic, Next.js, React, Supabase, PostgreSQL, Eleventy

Deployment

Fly.io, Docker, Stripe, Cloudflare Pages, PyPI, GitHub, Prometheus