MCP
Model Context Protocol servers for Cursor, Claude Desktop, and IDEs — bridges to business APIs and code review tools.
2026MCP & AI devtools
AI Engineer
MCP agents & AI workflows
Based in Paris — I build MCP servers, LLM workflows, and Next.js apps for product teams and enterprise clients.
Profile
About
“Controlling complexity is the essence of computer programming.”
What I focus on
Aligned with my GitHub profile and recent open source work.
AI & code quality
Automated review, tech debt, security, and test gaps — LLM workflows (OpenAI-compatible, Ollama, Hugging Face).
Web product
Next.js, TypeScript, Firebase, Playwright — from enterprise CMS (Drupal) to React Native apps and SaaS platforms.
AI Engineer in Paris with ~8 years of experience at Livingcolor, contracting for TotalEnergies, France Télévisions, AFP, TV5Monde, Harmonie Mutuelle, and LVMH houses (Krug, Moët, Hennessy).
On the side I ship open source tools on GitHub — HuggiMon, livingcolor-skills, redbee-mcp — and contribute to products like VisualQ (visual regression testing). Trained at 42, MCP & AI Agents certified (Hugging Face) and ML specialization (Coursera).
Languages—French (Native) · English (Professional) · Spanish (Elementary)
Articles
Blog
Motivation and a light technical setup behind recent projects.
Jev — classify without paying an LLM every turn
TypeSafe ships Jev, a System One model: typed decisions, no text. LangChain turns it into a harness classifier — routing and auto-mode — at a fraction of chat cost.
6 min read·
- Jev
- TypeSafe
- LangChain
- Agents
- Harness
Ternary Bonsai 2 27B — Qwen3.8 in 6 GB, 98% of FP16
PrismML recompresses Qwen3.8-27B into true ternary weights (1.72 bits). 5.95 GB, 98.2% of FP16, ~47 tok/s on an M5 Max. The catch: it will not run in stock llama.cpp.
7 min read·
- Bonsai
- Qwen
- Local LLM
- Ternary
- Quantization
Hermes HUD — play WoW and prompt at the same time
Brooklyn (Nous Research) drops the agent as an overlay on a WoW session. The HUD is no longer a window you alt-tab to: it’s a layer, and its position is the context.
5 min read·
- Hermes
- Nous
- Desktop
- HUD
- Agents
Journey
Experience & Education
AI & Web Engineer
Jan 2018 — PresentLivingcolor · Lieusaint, Île-de-France
Drupal & Symfony sites, React / Next.js apps (France TV, Harmonie Mutuelle, TV5Monde), React Native (Asmodee, Crédit Agricole), Shopify, and AI integrations (MCP, Playwright, Firebase) for team workflows.
AI Agents Fundamentals
Jun 2026Hugging Face · Online
Certification on AI agent fundamentals — tool calling, memory, orchestration, and deploying autonomous agents.
View certificateFundamentals of MCP
Nov 2025Hugging Face · Online
Certification on the Model Context Protocol — wiring AI tools into IDEs and agents.
View certificateMachine Learning Specialization
May 2024Stanford Online · Coursera · Online
Supervised & unsupervised learning, neural networks, recommender systems, reinforcement learning.
View certificateLevel 11 Certificate — Computer Programming
202142 · Paris
Intensive C programming, algorithms, and collaborative projects.
Workflow
Interests & tooling
What shapes my day-to-day — agentic IDEs, local LLMs, MCP, plugins, and automation.
Cursor & agents
Primary IDE — rules, plugins, skills, and agent sessions to code, review, and iterate faster.
Cursor
Rules
Plugins
Agent skills
Composer
LLM & inference
Local and remote models — offline prototyping, Hugging Face demos, OpenAI-compatible endpoints.
Ollama
Hugging Face
OpenAI-compatible
Qwen
Gradio
MCP & protocols
Model Context Protocol — custom servers exposing GitHub, business APIs, and code review to assistants.
MCP
MCP servers
Tool calling
Claude Desktop
Cursor MCP
Automation
Cutting repetitive work — CI, visual testing, scripts, and pipelines around repos.
Playwright
GitHub Actions
GitLab CI
Scripts & hooks
Vercel
Hermes Agent
Open-source agent (Nous Research) with a learning loop — persistent skills, memory, and cross-platform automation.
Hermes Agent
Skills
Persistent memory
Webhooks
Firebase
Open source
Projects
Curated from my GitHub — live demos when available.
Featured
huggimon
Pokémon TCG-style AI trainer card from your Hugging Face profile — 3D tilt, holo shaders, a dedicated page per username.
Live demo →livingcolor-plugin
Hermes Agent plugin for autonomous delivery — work orders, Jira gates, and human-approved deploys.
livingcolor-skills
Portable, versioned Hermes skills — reusable expert behaviors for AI agents.
redbee-mcp
MCP bridge to Red Bee Media OTT APIs — for Cursor, Claude, and MCP clients automating the streaming platform.
visualq-mcp
VisualQ MCP bridge — run VRT, poll failures, and approve baselines from Cursor or Claude.
More
ai-code-reviewer-mcp
MCP server for GitHub code review — bugs, security, tech debt, missing tests via an OpenAI-compatible LLM. Gradio demo on Hugging Face.
Live demo →git-mentor
Local-first GitHub career coach — Ink TUI, Ollama, evidence-backed recommendations from your repo history.
handship
Hand-controlled spaceship game — webcam and pose detection, playable directly on Hugging Face.
livingcolor-evolution
Auto-evolution of Hermes skills from the web — continuous audit and refresh of agent behaviors.