Non-developer builds crypto risk API with Claude in one afternoon

✍️ OpenClawRadar📅 Published: April 17, 2026🔗 Source
Non-developer builds crypto risk API with Claude in one afternoon
Ad

What was built

A non-developer with 17 years of prop futures trading experience used Claude to build RiskSnap in one afternoon. The creator noticed a gap in crypto AI agent trading stacks: no portfolio-level risk layer between signal and execution.

Technical implementation

RiskSnap is a FastAPI application with a single endpoint: POST /risk-snapshot. The endpoint scores crypto portfolios across 7 risk dimensions and returns structured signals that AI trading agents can act on directly.

Deployment and infrastructure

  • Deployed to Render
  • Custom domain at api.risksnap.dev
  • 80s Wall Street terminal-style landing page
  • Full README with schema documentation
  • Open schema with free sandbox access
Ad

Development process

The creator used Claude Code to handle the engineering work while focusing on product decisions. The entire project was completed in one session.

Available resources

  • Site: risksnap.pages.dev
  • API documentation: api.risksnap.dev/docs
  • GitHub repository: github.com/smreal2000/Risksnap

The creator is asking whether others are using Claude as a full engineering team for non-technical founders.

📖 Read the full source: r/ClaudeAI

Ad

👀 See Also

Claude Sonnet 4.6 Grades Bug Reports from Four Qwen3.5 Local Models
Use Cases

Claude Sonnet 4.6 Grades Bug Reports from Four Qwen3.5 Local Models

A developer tested four Qwen3.5 variants by having them generate bug reports for an iOS game issue, then had Claude Sonnet 4.6 grade the reports. The models correctly identified a Swift bug where equipment border colors don't reset, but test code had compilation issues.

OpenClawRadar
A Dark Cave: Text-Based Survival Game Avoids AI Slop, Embraces Minimalism
Use Cases

A Dark Cave: Text-Based Survival Game Avoids AI Slop, Embraces Minimalism

A Dark Cave is a free, text-based survival and settlement building browser game that deliberately avoids graphics, using only text, symbols, and sounds to create atmosphere. The developer argues that as AI-generated visuals become ubiquitous, games will need differentiators like storytelling and player imagination.

OpenClawRadar
Using Claude Code to Build a Japan Travel Blog with AI-Generated Art and Video
Use Cases

Using Claude Code to Build a Japan Travel Blog with AI-Generated Art and Video

A developer used Claude Code to build a personal essay website about Japan, handling the entire creative pipeline including writing refinement, image transformation with Nano Banana Pro, video animation with Veo 3.1 and 3.0-fast, and deployment to Railway.

OpenClawRadar
OpenClaw Agent Automates Full Video Content Pipeline Using Remotion and Hyperframes
Use Cases

OpenClaw Agent Automates Full Video Content Pipeline Using Remotion and Hyperframes

A user built an agent on OpenClaw that manages filesystems, generates images, animates them, researches stories, and produces complete videos using Remotion and Hyperframes — all automated and repeatable.

OpenClawRadar