Claude API in Production
6 integrations across desktop apps, admin platforms, agent frameworks, and developer tooling. Not experiments — shipped systems handling real workloads.
Production Integrations
Desktop IDE with Knowledge Base Injection
70,000-line Tauri + Rust desktop app. Claude API integrated with 8 structured knowledge base documents for context-aware code generation in a domain-specific language. Dynamic prompt assembly in Rust using include_str! macros. Admin/public dual-build architecture for IP protection.
AI-Powered Admin Platform
Express.js backend with streaming Claude API chat. 16 custom tool definitions spanning file I/O, git operations, database queries (Supabase), and system diagnostics. Tool approval workflow separates read-only from write operations. WebSocket terminal with PTY for direct server access. Conversation persistence with auto-save, search, and date grouping.
Read case study →Smart Recommendation Engine
7-layer signal analysis engine for Claude Code plugin recommendations. Keyword matching, workflow-path analysis, phase awareness, plugin pairing, language LSP gap detection, quality gap analysis, and implementation gap scoring. Built for the Skill Builder desktop app.
Agent Patterns & Frameworks
FORGE — Pre-Authorization Policy Engine
Novel approach to AI agent autonomy: define boundaries before execution, not during. Policy engine enforces allowed directories, blocked files, token budgets, and loop caps. Three-layer control: pre-flight (scope), in-flight (monitoring), post-flight (review). Supervise after, not during.
Hey Jimmy — Multi-Channel AI Router
Personal AI command center routing through Discord, SMS (Twilio), and web. Claude API handles natural language commands, n8n workflows execute actions, Supabase maintains state. Unified response aggregation across all channels.
7 Agentic Patterns Implemented
Hands-on implementations of all patterns from Anthropic's "Building Effective Agents" guide: Augmented LLM, Prompt Chaining, Routing, Parallelization, Orchestrator-Workers, Evaluator-Optimizer, and Autonomous Agents. MCP integration for extensible tool definitions.
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?