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GERP exposes FAANG-grade capabilities autonomously to outside LLMs via standard JSON-RPC STDIO built off the Model Context Protocol.
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The `cmd/mcp` Server binds to AI agents running on Cursor IDE, Claude Desktop, or centralized orchestration engines via `.cursor/mcp.json`. Agents inherently use the physical tools (`gerp_status`, `gerp_create_order`, `gerp_audit_view`) to mechanically command the Spanner databases and trigger automated Temporal subroutines strictly adhering to the `internal/cli` environmental scope bindings.
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## 8. COAMS (Content Operating and Management System)
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COAMS represents the eighth primary domain of GERP, specifically architected as a Markdown-Native, AI-First content platform. Traditional headless CMS patterns relying on complex graphical JSON/ASTs have been discarded in favor of raw Markdown, natively optimizing it for AI integration.
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### Core Architecture & The "Ignorant Engine"
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-**Isolated AlloyDB Sharding:** Unlike
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the core Spanner nodes, COAMS stores vector embeddings via AlloyDB using PostgreSQL's `pgvector` paired with Declarative Partitioning (`PARTITION BY LIST`). Data is physically separated by `channel_id` (e.g., engineering, hr) ensuring Zero-Leak Architecture.
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-**Microsecond Graph Linking:** The `doc:uuid` pointers are validated mathematically before writing by the **Agent-Index**. The system outright rejects writes if an internal link points to a non-existent or unauthorized document.
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### System Integration & The Publish Saga
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The COAMS ingestion logic lives entirely within the temporal queues (`internal/pipeline/coams_publish_saga.go`). Executing `gerp coams sync ./docs` triggers:
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1. Pure Go Goldmark AST markdown parsing.
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2. Link Integrity Verification.
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3. Vertex AI Vector Embeddings generation.
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4. Partitioned AlloyDB storage.
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5. Dynamic broadcast update of the GraphQL schema ensuring immediate downstream synchronization.
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### Bootstrapping the QuanuX Knowledge Vector
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By design, COAMS is self-documenting. To understand the operational footprint of the system, any AI agent or Operator can directly consult the embedded `SKILL.md` file:
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[Consult the COAMS SKILL.md Here](file:///Users/Duncan/GERP/internal/coams/docs/SKILL.md)
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Additionally, COAMS autonomously generates manual pages for CLI execution utilizing the `gerp coams gen-man` control hook. This fundamentally ensures that agents never suffer from blank-page syndrome when learning how to navigate the repository layer.
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