Low-Latency Multimodal Search Web App with MCP Architecture 🔌🛠️🧠 #StrandsAgentSDK #FasterWhisper #Multilingual #MultimodalSearch #ChromaDB # DockerCompose
The missing architectural layer above MCP. Production patterns for LLM agents wired to enterprise systems at scale — without context blowout, hallucinated tool selection, or audit gaps.
OpenShrimp CORA is a next-generation intelligent search and knowledge management platform built upon the CAMEL multi-agent framework. It integrates a MCP architecture, RAG, GraphRAG, and visual prompt engineering to achieve a white-box workflow loop from problem definition to automated execution.
Multi-agent documentation generator built with MCP architecture and Gemini 2.5 Flash, producing beginner/intermediate/advanced docs through coordinated AI agents analyzing GitHub repositories.
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