Oncoteam

Your AI Ally in Cancer Treatment

When someone you love has cancer, you become their advocate. Oncoteam helps you understand the treatment, ask the right questions, find clinical trials, and make sure nothing gets overlooked — all from your phone.

The Reality You're Facing

None of this is anyone's fault. It's just the reality of modern oncology:

• Hundreds of patients, one doctor — your oncologist is excellent, but they care for hundreds of patients. Fifteen minutes per appointment isn't enough to cover everything.
• New trials published every day — clinical trials matching your molecular profile open every week across Europe and the US. No human can systematically search them all.
• An avalanche of medical data — lab results, CT scans, pathology reports, genetic tests, treatment protocols. Understanding what it all means is a full-time job.
• Treatment evolves, questions multiply — new side effects, dose adjustments, shifting biomarkers. You need answers now, not in three weeks.

What Oncoteam Does

Who It's For

• Cancer patients who want to understand and track their own treatment
• Family advocates — spouses, children, siblings coordinating care
• Care providers bridging between doctors, family, and the patient
• Anyone who needs a second opinion backed by medical literature — not to replace the doctor, but because even the best oncologist has hundreds of patients and fifteen minutes per visit

Access

Get Started in 5 Steps

1. Create your account at oncofiles.com — your data foundation
2. Connect Google Drive — Oncofiles reads and organizes your medical documents automatically
3. Upload documents — lab results, pathology reports, CT scans, genetic tests
4. Connect AI connectors — add Oncoteam + Oncofiles in Claude.ai Settings > Connectors
5. Start using — open the dashboard or message on WhatsApp

Free. Period. 200 medical documents, 500 AI queries/month, 100 autonomous agent runs/month. No credit card required. These limits are yours and we won't reduce them.

Architecture

+------------------+     +------------------+     +------------------+
|                  |     |                  |     |                  |
|   Google Drive   |---->|   Oncofiles      |---->|   Oncoteam       |
|   (your data)    |     |   (data layer)   |     |   (intelligence) |
|                  |     |                  |     |                  |
+------------------+     +------------------+     +------------------+
                                                         |
                                              +----------+----------+
                                              |          |          |
                                           Dashboard  WhatsApp  Claude.ai

Two products, one mission:

• Oncofiles — the data layer. Organizes medical documents from Google Drive: lab results, pathology, CT scans, genetic tests. Structured, connected, searchable.
• Oncoteam — the intelligence layer. Turns organized data into understanding. Lab trends, trial matching, appointment prep, family updates — powered by AI, controlled by you.

Tech Stack

• Backend: Python 3.12+, FastMCP 3.0+, Pydantic, httpx
• Dashboard: Nuxt 4 (SSR), TypeScript
• Landing: Static HTML/CSS, bilingual (EN/SK)
• Protocol: Model Context Protocol (MCP) — open standard for AI tool integration
• Data: Patient-owned Google Drive (no local database) — GDPR compliant
• Deployment: Railway (zero-downtime deploys)

Integrations

Development

# Setup
uv sync --extra dev

# Run tests
uv run pytest              # 620 tests, ~2.3s

# Lint
uv run ruff check --fix

# Run MCP server (stdio)
uv run oncoteam-mcp

# Run MCP server (HTTP)
MCP_TRANSPORT=streamable-http uv run oncoteam-mcp

# Dashboard dev
cd dashboard && pnpm dev

Stats

Privacy & Security

• GDPR compliant — all patient data processed per EU regulations, encrypted at rest and in transit
• Your Google Drive — medical documents stay in your own storage. Oncoteam reads but never stores originals outside your control. Revoke access anytime.
• Multi-layer security — Google OAuth, API authentication, bearer tokens, encrypted connections
• Full transparency — every data access and AI decision is logged. See exactly what was read, analyzed, and recommended.
• Open source — inspect every line of code that touches your data

The Story

Oncoteam was built by Peter Fusek — an entrepreneur and technology enthusiast, not a doctor — when his wife Erika was diagnosed with metastatic colorectal cancer. Buried in lab results, genetic reports, and treatment protocols he didn't understand, he built what he needed: a tool to keep up with a situation that moves faster than any one person can track.

Not as a replacement for their oncologist, but as a tool to help him understand the numbers, prepare the right questions, track what's changing, and search for clinical trials that no single doctor has time to systematically monitor.

This is not a replacement for your oncologist. It's a tool that helps you — the patient, the spouse, the son, the daughter — keep up with a situation that moves faster than any one person can track.

Links

• Website: oncoteam.cloud
• Dashboard: dashboard.oncoteam.cloud
• Oncofiles: github.com/peter-fusek/oncofiles
• Author: Peter Fusek — Entrepreneur & Founder
• Company: Instarea

Who's Behind This

The People

The Company

Instarea — 18 years, 23 products shipped. From telecom analytics and enterprise clients (Callinspector) to mobile-first fintech (InventButton), big data exits (marketlocator → Deutsche Telekom), IoT platforms, and AI-first products (PulseShape, ReplicaCity, HomeGrif).

Oncoteam and Oncofiles are Instarea's latest — built with the same engineering discipline that delivered enterprise-grade products for banking, telecom, and data industries.

10+ verified, synchronized team members available across front-end, back-end, integration, data science, UX/UI, marketing, and cloud ops.

"We take it personally, with our own faces, like family and at work."

Oncoteam is an AI-powered decision support tool. It does not replace professional medical advice. Always consult your oncologist for treatment decisions.

Built by a patient advocate, for patient advocates.