Technical PRDs for plugin ecosystems, multi-agent orchestration, context management, persistent memory, agent governance, and code assurance
Prerequisites
Docker runs Qdrant (vector DB) and n8n (workflow automation). Ollama provides local embeddings via nomic-embed-text. Python powers the MCP memory server, governance hooks, and dashboard. Node.js is needed for Claude Code plugins, hooks, and MCP tooling.
Build extensible plugin architectures with lifecycle hooks, slash commands, and MCP integration. Transform Claude Code from a CLI into a programmable platform.
Read PRD →Design tiered agent workflows with 5-signal classification, quality gates, and intent sensitivity. Route tasks to the right agent with confidence.
Read PRD →Master CLAUDE.md hierarchies, auto-memory integration, and session intelligence. Maintain context across conversations and projects.
Read PRD →Implement cross-session memory with Qdrant vectors, MCP tools, and semantic recall. Your agent remembers what matters.
Read PRD →Deploy trust, risk, and security management frameworks. 15 audit event types, LLM threat detection, and approval gates for production AI.
Read PRD →Unified code scanning across 6 pillars. 12 scan profiles, 6-stage finding enrichment, 1000-point quality scoring, and cryptographic attestation.
Read PRD →We started by sharing agent files and plugin bundles. But we learned something critical: every environment is different. Your server topology, your security policies, your MCP tools, your workflow patterns—they're unique to you.
Instead of giving you our implementation, we're teaching you the architecture. Each PRD breaks down requirements, design patterns, and technical specifications. Then you use Claude Code to generate an implementation tailored to your environment.
You're not downloading someone else's system. You're building your own.
