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What is Model Context Protocol (MCP)?

The Model Context Protocol (MCP) serves as a versatile and open-source framework designed to enhance the interaction between artificial intelligence models and various external data sources. By facilitating the creation of intricate workflows, it allows developers to connect large language models (LLMs) with databases, files, and web services, thereby providing a standardized methodology for AI application development. With its client-server architecture, MCP guarantees smooth integration, and its continually expanding array of integrations simplifies the process of linking to different LLM providers. This protocol is particularly advantageous for developers aiming to construct scalable AI agents while prioritizing robust data security measures. Additionally, MCP's flexibility caters to a wide range of use cases across different industries, making it a valuable tool in the evolving landscape of AI technologies.

What is LLMWare.ai?

Our research efforts in the open-source sector focus on creating cutting-edge middleware and software that integrate and enhance large language models (LLMs), while also developing high-quality enterprise models for automation available via Hugging Face. LLMWare provides a well-organized, cohesive, and effective development framework within an open ecosystem, laying a robust foundation for building LLM-driven applications that are specifically designed for AI Agent workflows, Retrieval Augmented Generation (RAG), and numerous other uses, also offering vital components that empower developers to kickstart their projects without delay. This framework has been carefully designed from the ground up to meet the complex demands of data-sensitive enterprise applications. You can choose to use our ready-made specialized LLMs that cater to your industry or select a tailored solution, where we adapt an LLM to suit particular use cases and sectors. By offering a comprehensive AI framework, specialized models, and smooth implementation, we provide a complete solution that addresses a wide array of enterprise requirements. This guarantees that regardless of your field, our extensive tools and expertise are at your disposal to effectively support your innovative endeavors, paving the way for a future of enhanced productivity and creativity.

Media

Media

Integrations Supported

Activepieces
Chroma
Claude 3 Haiku
Claude 3.7 Sonnet
Claude 4
Claude Computer Use
Claude Max
Claude Pro
ElevenLabs
Faiss
GPT-4o
Hugging Face
MongoDB Atlas
OpenAI
Pinecone
PostgreSQL
Python
Qdrant
Roo Code
Windsurf Editor

Integrations Supported

Activepieces
Chroma
Claude 3 Haiku
Claude 3.7 Sonnet
Claude 4
Claude Computer Use
Claude Max
Claude Pro
ElevenLabs
Faiss
GPT-4o
Hugging Face
MongoDB Atlas
OpenAI
Pinecone
PostgreSQL
Python
Qdrant
Roo Code
Windsurf Editor

API Availability

Has API

API Availability

Has API

Pricing Information

Free
Free Trial Offered?
Free Version

Pricing Information

Free
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Anthropic

Date Founded

2021

Company Location

United States

Company Website

modelcontextprotocol.io

Company Facts

Organization Name

LLMWare.ai

Company Location

United States

Company Website

llmware.ai/

Categories and Features

Categories and Features

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