Skip to main content

MCP is eating the world—and it's here to stay

·412 words·2 mins
Articoli Natural Language Processing AI Foundation Model
Articoli Interessanti - This article is part of a series.
Part : Everything as Code: How We Manage Our Company In One Monorepo At Kasava, we've embraced the concept of "everything as code" to streamline our operations and ensure consistency across our projects. This approach allows us to manage our entire company within a single monorepo, providing a unified source of truth for all our configurations, infrastructure, and applications. **Why a Monorepo?** A monorepo offers several advantages: 1. **Unified Configuration**: All our settings, from development environments to production, are stored in one place. This makes it easier to maintain consistency and reduces the risk of configuration drift. 2. **Simplified Dependency Management**: With all our code in one repository, managing dependencies becomes more straightforward. We can easily track which versions of libraries and tools are being used across different projects. 3. **Enhanced Collaboration**: A single repository fosters better collaboration among team members. Everyone has access to the same codebase, making it easier to share knowledge and work together on projects. 4. **Consistent Build and Deployment Processes**: By standardizing our build and deployment processes, we ensure that all our applications follow the same best practices. This leads to more reliable and predictable deployments. **Our Monorepo Structure** Our monorepo is organized into several key directories: - **/config**: Contains all configuration files for various environments, including development, staging, and production. - **/infrastructure**: Houses the infrastructure as code (IaC) scripts for provisioning and managing our cloud resources. - **/apps**: Includes all our applications, both internal tools and customer-facing products. - **/lib**: Stores reusable libraries and modules that can be shared across different projects. - **/scripts**: Contains utility scripts for automating various tasks, such as data migrations and backups. **Tools and Technologies** To manage our monorepo effectively, we use a combination of tools and technologies: - **Version Control**: Git is our primary version control system, and we use GitHub for hosting our repositories. - **Continuous Integration/Continuous Deployment (CI/CD)**: We employ Jenkins for automating our build, test, and deployment processes. - **Infrastructure as Code (IaC)**: Terraform is our tool of choice for managing cloud infrastructure. - **Configuration Management**: Ansible is used for configuring and managing our servers and applications. - **Monitoring and Logging**: We use Prometheus and Grafana for monitoring,
Part : This Article
Featured image
#### Source

Type: Web Article Original link: https://www.stainless.com/blog/mcp-is-eating-the-world–and-its-here-to-stay Publication date: 2025-09-06


Summary
#

WHAT - This Stainless blog article discusses the Model Context Protocol (MCP), a protocol that facilitates the construction of complex agents and workflows based on large language models (LLM). MCP is described as simple, well-timed, and well-executed, with long-term potential.

WHY - MCP is relevant to AI business because it solves integration and compatibility issues between different LLM tools and platforms. It provides a shared, vendor-neutral protocol, reducing integration overhead and allowing developers to focus on creating tools and agents.

WHO - Key players include Stainless, which wrote the article, and various LLM providers such as OpenAI, Anthropic, and communities using frameworks like LangChain. Indirect competitors include other LLM integration solutions.

WHERE - MCP positions itself in the market as a standard protocol for integrating tools with LLM agents, occupying a space between proprietary solutions and open-source frameworks.

WHEN - MCP was released by Anthropic in November, but it gained popularity in February. It is considered well-timed with the current maturity of LLM models, which are robust enough to support reliable tool use.

BUSINESS IMPACT:

  • Opportunities: Adopting MCP can simplify LLM tool integration, reducing development costs and improving compatibility across different platforms.
  • Risks: The lack of an authentication standard and initial compatibility issues could slow adoption.
  • Integration: MCP can be integrated into the existing stack to standardize LLM tool integration, improving operational efficiency and scalability.

TECHNICAL SUMMARY:

  • Core technology stack: MCP supports SDKs in various languages (Python, Go, React) and integrates with APIs and runtimes from different LLM providers.
  • Scalability and architectural limits: MCP reduces integration complexity, but scalability depends on the robustness of the underlying LLM models and context size management.
  • Key technical differentiators: Vendor-neutral protocol, unique tool definition accessible to any compatible LLM agent, and SDKs available in many languages.

Use Cases
#

  • Private AI Stack: Integration into proprietary pipelines
  • Client Solutions: Implementation for client projects
  • Strategic Intelligence: Input for technological roadmaps
  • Competitive Analysis: Monitoring AI ecosystem

Resources
#

Original Links #


Article recommended and selected by the Human Technology eXcellence team, processed through artificial intelligence (in this case with LLM HTX-EU-Mistral3.1Small) on 2025-09-06 10:29 Original source: https://www.stainless.com/blog/mcp-is-eating-the-world–and-its-here-to-stay

Related Articles #

Articoli Interessanti - This article is part of a series.
Part : Everything as Code: How We Manage Our Company In One Monorepo At Kasava, we've embraced the concept of "everything as code" to streamline our operations and ensure consistency across our projects. This approach allows us to manage our entire company within a single monorepo, providing a unified source of truth for all our configurations, infrastructure, and applications. **Why a Monorepo?** A monorepo offers several advantages: 1. **Unified Configuration**: All our settings, from development environments to production, are stored in one place. This makes it easier to maintain consistency and reduces the risk of configuration drift. 2. **Simplified Dependency Management**: With all our code in one repository, managing dependencies becomes more straightforward. We can easily track which versions of libraries and tools are being used across different projects. 3. **Enhanced Collaboration**: A single repository fosters better collaboration among team members. Everyone has access to the same codebase, making it easier to share knowledge and work together on projects. 4. **Consistent Build and Deployment Processes**: By standardizing our build and deployment processes, we ensure that all our applications follow the same best practices. This leads to more reliable and predictable deployments. **Our Monorepo Structure** Our monorepo is organized into several key directories: - **/config**: Contains all configuration files for various environments, including development, staging, and production. - **/infrastructure**: Houses the infrastructure as code (IaC) scripts for provisioning and managing our cloud resources. - **/apps**: Includes all our applications, both internal tools and customer-facing products. - **/lib**: Stores reusable libraries and modules that can be shared across different projects. - **/scripts**: Contains utility scripts for automating various tasks, such as data migrations and backups. **Tools and Technologies** To manage our monorepo effectively, we use a combination of tools and technologies: - **Version Control**: Git is our primary version control system, and we use GitHub for hosting our repositories. - **Continuous Integration/Continuous Deployment (CI/CD)**: We employ Jenkins for automating our build, test, and deployment processes. - **Infrastructure as Code (IaC)**: Terraform is our tool of choice for managing cloud infrastructure. - **Configuration Management**: Ansible is used for configuring and managing our servers and applications. - **Monitoring and Logging**: We use Prometheus and Grafana for monitoring,
Part : This Article