Connect any LLM to any MCP server!
MCP-Use is the open source way to connect any LLM to any MCP server and build custom agents that have tool access, without using closed source or application clients.
Build 100% local MCP clients.
The real MCP innovation isn't just tool connection. It's dynamic discovery. Agents automatically detecting available tools without hardcoding is what makes this revolutionary. Watching an agent discover and use a database it's never seen before feels like actual intelligence.
Curious about the latest benchmark results comparing open-source vs. commercial LLMs? LMSYS Chatbot Arena has updated their leaderboard with comprehensive RAG-specific evaluations: lmsys.org/blog/2023-06-2…#LLM#Benchmarks#OpenSourceAI
Hybrid retrieval combining vector search, sparse embeddings, and metadata filtering is now standard practice for state-of-the-art RAG implementations in 2025.
LLM hallucinations decreased by up to 76% with advanced RAG techniques like hybrid search and semantic chunking, according to recent studies. Quality retrieval trumps raw model size!
The term "RAG" (Retrieval-Augmented Generation) was coined in 2020 by researchers at Facebook AI, and has since become fundamental to enterprise AI deployment.
Recent benchmarks show RAG systems with real-time vector database updates outperform static RAG by 23% on complex queries. Dynamic knowledge retrieval is becoming essential.
#RAG#AIResearch#LLM#AIAgent
The "Emerging Architectures for LLM Applications" report by a16z provides an excellent framework for understanding modern AI system design. Their updated 2025 version includes multi-agent patterns: a16z.com/emerging-archi…#AIArchitecture#LLM#SystemDesign
The line between RAG systems and AI agents is blurring in 2025. Modern RAG now handles multi-step reasoning while agents leverage sophisticated retrieval. This convergence is creating more capable AI systems!
#AIAgents#RAG#LLM
Just checking out mcp.so - this directory of MCP servers and clients is a game-changer! Makes it so much easier to find the right tools to connect AI models with real-world applications. 🔍✨
#MCP#AITools
Security alert: Recent research highlights potential MCP vulnerabilities to prompt injection attacks. Malicious instructions can be hidden in tool descriptions or untrusted inputs. Always validate user inputs when building MCP servers!
#MCP
RAG is evolving, not dying. As LLMs develop 1M+ token context windows, traditional RAG limitations are being overcome. Modern systems combine dynamic retrieval with structured knowledge graphs for unprecedented accuracy.
#RAG#AIEngineering#LLMs
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