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
| Feature | Description |
|---|
| Lab Analysis | Understand every number — trends, safety thresholds, inflammation indices, cycle-over-cycle comparisons. Plain language or medical terminology, one click apart. |
| Appointment Prep | Personalized questions before every oncologist visit based on latest labs, treatment stage, and changes since last appointment. |
| Clinical Trial Search | Searches ClinicalTrials.gov and EU registries across 14 European countries. AI classifies each trial into a funnel — from excluded to action needed. |
| Treatment Trends | Visual trends of tumor markers, blood counts, and inflammation indices across every cycle. See the trajectory — is treatment working? |
| Second Opinion | Cross-references treatment with medical textbooks (DeVita), NCCN protocols, and latest PubMed research. Not to question your doctor — to make sure no option is missed. |
| WhatsApp Access | Chat anytime — ask about a lab value, check the next cycle date, or get a quick summary. Available wherever you are. |
| Medical Dictionary | Every medical term, abbreviation, and lab value explained. Switch between plain language and clinical terminology with one click. |
| Family Updates | Clear, compassionate treatment summaries for family members. Share via WhatsApp or print — no medical degree required. |
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
| Channel | URL | Description |
|---|
| Website | oncoteam.cloud | Landing page with features, story, and get-started guide |
| Dashboard | dashboard.oncoteam.cloud | Treatment overview, lab trends, timelines, trial funnel |
| WhatsApp | Chat anytime | Quick answers, summaries, alerts, and onboarding |
| Claude.ai | MCP connector | Deep analysis and Q&A via Model Context Protocol |
Get Started in 5 Steps
- Create your account at oncofiles.com — your data foundation
- Connect Google Drive — Oncofiles reads and organizes your medical documents automatically
- Upload documents — lab results, pathology reports, CT scans, genetic tests
- Connect AI connectors — add Oncoteam + Oncofiles in Claude.ai Settings > Connectors
- 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
| Service | Purpose |
|---|
| Claude AI | Autonomous agent loop, deep analysis |
| PubMed | Medical research search (NCBI E-utilities) |
| ClinicalTrials.gov | US clinical trial registry (API v2) |
| EU Clinical Trials | European trial registries |
| WhatsApp (Twilio) | Patient communication, onboarding, alerts |
| Google Drive | Patient document storage (via Oncofiles) |
| MCP Protocol | AI tool integration standard |
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
| Metric | Value |
|---|
| MCP Tools | 24 |
| Dashboard API routes | 21 |
| Autonomous agents | 18 |
| Tests | 630 passing |
| Python LOC | ~10,700 |
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
Who's Behind This
The People
Peter Fusek — CEO & Founder
Serial entrepreneur and AI strategist. 4 years at Tatra banka. Co-founded marketlocator (exit to Deutsche Telekom). Advisor to VÚB Bank CEO. 18+ years building technology products.
Built Oncoteam from personal need — when his wife was diagnosed with metastatic colorectal cancer, he needed a tool to keep up with a situation that moves faster than any one person can track.
LinkedIn · [email protected]
Peter Čapkovič — CTO & Co-founder
Senior IT architect with 20+ years in enterprise banking (VÚB). Expert in .NET, Python, SQL, and systems architecture. Led architecture across all Instarea products.
Architecture, development, operations — everything under one roof.
LinkedIn
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.
