By seth-schultz
Autonomous software development workflows with minimal token usage via on-demand resource loading
Adaptive workflow selector that retrieves all workflows, selects the best match, and executes with JIT resource loading
Add features to existing codebase with design, implementation, testing, and integration
Technology and pattern comparison with empirical performance and feature analysis
Build complete ML pipeline from data ingestion, preprocessing, training, evaluation, to production deployment with MLOps
Ultra-optimized build command with JIT resource loading - fetches expertise dynamically as needed
Admin access level
Server config contains admin-level keywords
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Autonomous software development workflows with 95% less context usage
Stop loading everything. Start loading exactly what you need, when you need it.
What's New • Features • Quick Start • Web Dashboard • Documentation
We've completed a major overhaul that achieved 80,000+ tokens saved across all resources while dramatically improving discoverability and organization.
Key Achievements:
I spent six months watching AI agents waste tokens loading knowledge they'd never use.
The breakthrough? Just-in-time expertise.
orchestr8 is a Claude Code plugin that transforms AI-assisted development through intelligent resource loading via Model Context Protocol (MCP). Instead of cramming 200KB of knowledge into every conversation, it loads a lightweight 2KB catalog—then dynamically fetches exactly what's needed.
The result? 95-98% token reduction. Faster responses. Better conversations. Zero wasted context.
Traditional approach loads everything upfront:
orchestr8 loads on-demand:
That's 90% savings on every single workflow.

What makes orchestr8 different:
Autonomous Development Orchestrator - Transform ideas into production-ready applications through multi-agent pipeline. Spec → Plan → Tasks → 100% Working App.
Orchestrate complex workflows with DAG-based execution, parallel tasks, and run history tracking
Context management and multi-agent orchestration with performance optimization tools
High-intelligence Claude Code copilot with deep code reasoning, evidence-driven planning, orchestration-first execution, model routing, context budgeting, CI/CD integration, enterprise security, plugin development, prompt engineering, performance profiling, agent teams, channels (event-driven autonomy with CI webhook, mobile approval relay, Discord bridge, and fakechat dev profile), interactive tutorials, LSP integration, security-hardened hook script library, MCP Prompts coverage, common workflow packs, runtime selection guide, computer-use patterns, checkpointing, scheduled-task blueprints, repo bootstrap scanner, hook policy engine (8 installable packs), layered memory deployment, role-based subagent packs (implementer, debugger, migration-lead, dependency-auditor, release-coordinator), 5 agent-team topology kits, autonomy operating mode (4 profiles + 3 gates), and a queryable 15-tool MCP documentation server with autonomy advisor.
Comprehensive skill pack with 66 specialized skills for full-stack developers: 12 language experts (Python, TypeScript, Go, Rust, C++, Swift, Kotlin, C#, PHP, Java, SQL, JavaScript), 10 backend frameworks, 6 frontend/mobile, plus infrastructure, DevOps, security, and testing. Features progressive disclosure architecture for 50% faster loading.
Develop, test, build, and deploy Godot 4.x games with Claude Code. Includes GdUnit4 testing, web/desktop exports, CI/CD pipelines, and deployment to Vercel/GitHub Pages/itch.io.