Claude API in Production
7 integrations across community platforms, desktop apps, operations consoles, agent frameworks, and developer tooling. Not experiments — shipped systems handling real workloads.
Production Integrations
Jimmy CC Platform
JCCIDC's flagship community platform. Streaming Claude admin assistant with 23 production tools — 10 read-only + 7 approval-gated writes + 6 domain-specific admin commands. Tool approval UI separates safe reads from destructive writes. WebSocket PTY terminal for direct server access. Discord OAuth + Supabase admin whitelist for two-layer auth.
Community Dashboard
Desktop AI workspace with two runtimes. Community Mode uses cloud Claude (sonnet-4) for source-grounded drafts with a three-state hallucination guardrail. Knowledge Mode queries private local workspaces through Ollama running Gemma 4 — nothing leaves the machine. Tauri v2 multiwebview for an embedded real browser panel.
Read case study →Desktop IDE with Knowledge Base Injection
70,000-line Tauri + Rust desktop application. Claude API integrated with 8 structured knowledge base documents for context-aware code generation in a domain-specific language.
Read case study →Smart Recommendation Engine
7-layer signal analysis engine for Claude Code plugin recommendations.
Agent Patterns & Frameworks
FORGE — Pre-Authorization Policy Engine
A novel approach to AI agent autonomy: define boundaries before execution, not during.
Multi-Channel AI Command Router
Internal AI command router bridging Discord, SMS (Twilio), and web clients.
7 Agentic Patterns Implemented
Hands-on implementations of all patterns from Anthropic's “Building Effective Agents” guide.
Developer Tooling & Daily Practice
Claude Code as Primary Development Tool
Claude Code is the primary development environment across all projects. Custom skills, MCP server integrations, and specialized agent configurations. Every project in this portfolio was built with Claude Code.
Model Context Protocol (MCP)
Production MCP server integrations: Desktop Commander for system operations, n8n for workflow automation, Jam for bug reporting, and custom servers for project-specific tooling. MCP enables Claude to interact with external systems as a first-class capability.
Custom Skills & Agent Configuration
Authored custom Claude Code skills for development workflows — brainstorming, debugging, code review, test-driven development, and plan execution. These skills encode engineering methodology into repeatable, AI-assisted processes.
Interested in how Claude API fits into production systems?