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specly: AI Project Management Server

Project management server with workflow-based feedback control for LLM IDE tools, built with TypeScript, Drizzle ORM, and MCP.

TypeScript MCP Drizzle ORM AI Agents

Workflow Architecture

specly is a Model Context Protocol (MCP) server for agent-driven project management workflows.

I modeled project state as explicit workflow transitions that an LLM IDE tool can read and update through MCP.

Execution Model

The core design is state-machine based project management. Agents query the current state, perform the next allowed transition, and leave an auditable trace.

Engineering Focus

  • Deterministic Workflows: Explicit state transitions for AI interaction.
  • Concurrency Model: Stateless protocol design that avoids blocking the event loop.
  • Auditability: Agent traces are logged to support governance-sensitive operational workflows.