isA MCP - AI-powered Model Context Protocol management CLI and client library
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# isA_MCP - Intelligent MCP Server ## Project Overview **isA_MCP** is an enterprise-grade, intelligent MCP (Model Context Protocol) server built with **Contract-Driven (CDD)** and **Test-Driven (TDD)** methodologies. It provides **Auto-Discovery**, **Hierarchical Semantic Search**, and **Skill-Based Classification** within a microservices architecture. ### Core Features - **Auto-Discovery** - Scans and registers tools, prompts, and resources from the filesystem - **Skill-Based Hierarchical Search** - Two-stage search: find relevant skills, then find matching tools via Qdrant - **Graceful Search Degradation** - Uses semantic search by default and falls back to lexical mode when the ISA Model dependency is unavailable - **Real-time Progress (SSE)** - Server-Sent Events for streaming progress on long-running tasks - **Human-in-the-Loop (HIL)** - Four interaction modes: Authorization, Input, Review, and Combined - **Server Aggregation** - Connect and aggregate tools from external MCP servers - **Standalone Enterprise Servers** - Dedicated MCP servers for API gateway, database, filesystem, and message queue operations - **Enterprise Security** - JWT authentication, multi-tenant isolation, audit logging - **Kubernetes-Ready** - Helm charts, Docker images, multi-environment configs - **Hot Reload** - Development mode with automatic code change detection ## System Capabilities | Component | Count | Description | |-----------|-------|-------------| | **Tools** | 200+ | Data analysis, web search, AI services, file operations, and more | | **Prompts** | 38 | RAG search, workflow orchestration, content generation | | **Resources** | 51 | Guardrails, knowledge graphs, skill catalogs, process definitions | | **Services** | 12+ | Tool, Search, Skill, Sync, Aggregator, Marketplace, and more | ## Architecture ```mermaid graph TB subgraph "Client Layer" C1[Desktop Client] C2[IDE Extension] C3[Custom Client] end subgraph "MCP Server" …
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