HumainMachine
TAMSI

TAMSI

[LLMS.TXT](https://tamsi.dev/llms.txt)[HUMAN VIEW](https://tamsi.dev/)[ABOUT](https://tamsi.dev/#about)[EXPERIENCE](https://tamsi.dev/#experience)[INTERESTS](https://tamsi.dev/#interests)[PROJECTS](https://tamsi.dev/#projects)[CONTACT](https://tamsi.dev/#contact)

2026 · MCP & AI devtools

Full-stack developer — MCP servers & AI workflows

Based in Paris — I build MCP servers, LLM workflows, and Next.js apps for product teams and enterprise clients.

[VIEW PROJECTS](https://tamsi.dev/#projects)[GET IN TOUCH](https://tamsi.dev/#contact)[LINKEDIN](https://www.linkedin.com/in/tamsi-besson-71228a14b/)[GITHUB](https://github.com/Tamsi)[GITLAB](https://gitlab.com/Tamsi)[HUGGING FACE](https://huggingface.co/ImTamsi)[CURSOR](https://cursor.com/@tamsi)

About

"“Controlling complexity is the essence of computer programming.”" — Brian Kernighan

Full-stack developer 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 — ai-code-reviewer-mcp, git-mentor, redbee-mcp — and contribute to products like VisualQ (visual regression testing). Trained at 42, MCP certified (Hugging Face) and ML specialization (Coursera).

location: Paris, France

[LIVINGCOLOR](https://www.livingcolor.fr/)[42](https://42.fr/en/homepage/)

What I focus on

Aligned with my GitHub profile and recent open source work.

MCP

Model Context Protocol servers for Cursor, Claude Desktop, and IDEs — bridges to business APIs and code review tools.

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.

Languages

French: Native

English: Professional

Spanish: Elementary

Experience & Education

Web Developer

org: Livingcolor

period: Jan 2018 — Present

location: 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.

Fundamentals of MCP

org: Hugging Face

period: Nov 2025

location: Online

Certification on the Model Context Protocol — wiring AI tools into IDEs and agents.

Machine Learning Specialization

org: Stanford Online · Coursera

period: Sep 2024

location: Online

Supervised & unsupervised learning, neural networks, recommender systems, reinforcement learning.

Level II Certificate — Computer Programming

org: 42

period: 2021

location: Paris

Intensive C programming, algorithms, and collaborative projects.

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
[CURSOR.COM](https://cursor.com)

demo_video: https://tamsi.dev/interests/videos/cursor.mp4

LLM & inference

Local and remote models — offline prototyping, Hugging Face demos, OpenAI-compatible endpoints.

  • Ollama
  • Hugging Face
  • OpenAI-compatible
  • Qwen
  • Gradio
[OLLAMA.COM](https://ollama.com)

demo_video: https://tamsi.dev/interests/videos/ollama.mp4

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
[MODELCONTEXTPROTOCOL.IO](https://modelcontextprotocol.io)

demo_video: https://tamsi.dev/interests/videos/mcp.mp4

Automation

Cutting repetitive work — CI, visual testing, scripts, and pipelines around repos.

  • Playwright
  • GitHub Actions
  • GitLab CI
  • Scripts & hooks
  • Vercel
[PLAYWRIGHT.DEV](https://playwright.dev)

demo_video: https://tamsi.dev/interests/videos/playwright.mp4

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
[HERMES-AGENT.NOUSRESEARCH.COM](https://hermes-agent.nousresearch.com/)

demo_video: https://tamsi.dev/interests/videos/hermes.mp4

Projects

Curated from my GitHub — live demos when available.

[Featured] ai-code-reviewer-mcp

stack: TypeScript · MCP

MCP server for GitHub code review — bugs, security, tech debt, missing tests via an OpenAI-compatible LLM. Gradio demo on Hugging Face.

[GITHUB](https://github.com/Tamsi/ai-code-reviewer-mcp)

[Featured] git-mentor

stack: TypeScript · CLI

Local-first GitHub career coach — Ink TUI, Ollama, evidence-backed recommendations from your repo history.

[GITHUB](https://github.com/Tamsi/git-mentor)

[Featured] redbee-mcp

stack: Python · MCP

MCP bridge to Red Bee Media OTT APIs — for Cursor, Claude, and MCP clients automating the streaming platform.

[GITHUB](https://github.com/Tamsi/redbee-mcp)

VisualQ

stack: Next.js · TypeScript

VRT platform — screenshots, pixel-perfect diffs, multi-viewport runs, GitLab CI, AI Coach, and Vision analysis for visual regressions.

[GITHUB](https://github.com/abecms/visualq)

dream-defender

stack: C · WebAssembly

Browser game compiled to WebAssembly — playable demo on Vercel.

[GITHUB](https://github.com/Tamsi/dream-defender)

ScoreJamAi

stack: Next.js · TypeScript

AI-powered scoring form builder — publish forms and let AI grade responses with detailed analytics.

[GITHUB](https://github.com/abecms/ScoreJamAi)

Contact

Interested in MCP, AI tooling, or a web product? Drop me a line.

[CURSOR](https://cursor.com/@tamsi)[LINKEDIN](https://www.linkedin.com/in/tamsi-besson-71228a14b/)[GITHUB](https://github.com/Tamsi)[GITLAB](https://gitlab.com/Tamsi)[HUGGING FACE](https://huggingface.co/ImTamsi)[CURSOR](https://cursor.com/@tamsi)

© 2026 Tamsi Besson · tamsi.dev

Vue structurée pour agents et crawlers — liens explicites, sans interface marketing.