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What is FastMCP?
FastMCP is an innovative open-source framework built in Python that streamlines the development of Model Context Protocol (MCP) applications by simplifying the processes of creating, managing, and interacting with MCP servers, thereby allowing developers to focus on their essential business logic without getting bogged down by the intricacies of the protocol. The Model Context Protocol (MCP) provides a standardized approach for securely connecting large language models to various tools, data, and services, and FastMCP enhances this experience with a user-friendly API that minimizes boilerplate code through the use of Python decorators designed for registering tools, resources, and prompts. To establish a standard FastMCP server, one simply creates a FastMCP object, applies decorators to designate Python functions as tools that can be called by the LLM, and then activates the server using various built-in transport methods like stdio or HTTP; this configuration allows AI clients to interact with the code as though it were part of the model’s context. Furthermore, the architecture of FastMCP encourages efficient development practices, enabling teams to rapidly iterate on their projects while upholding superior standards of code quality and performance. This efficiency not only accelerates the development cycle but also enhances collaboration among team members, ensuring that everyone can contribute effectively to the project's advancement.
What is Crush?
Crush is an advanced AI coding assistant that operates directly within your terminal, seamlessly connecting your tools, code, and workflows with the large language model (LLM) of your choice. It offers a versatile model selection, enabling users to choose from an array of LLMs or to implement their own through APIs compatible with OpenAI or Anthropic, while also allowing for mid-session changes between models without losing context. Built with session-based functionality in mind, Crush supports multiple project-specific contexts running concurrently. With enhancements from Language Server Protocol (LSP), it delivers coding-aware context akin to that found in popular developer editors, elevating the coding experience. The tool boasts high customizability through Model Context Protocol (MCP) plugins, which can be utilized via HTTP, stdio, or SSE to broaden its functionalities. Crush can run on any operating system, utilizing Charm’s refined Bubble Tea-based terminal user interface for an elegant experience. Developed in Go and available under the MIT license (with FSL-1.1 for trademark considerations), Crush allows developers to work within their terminal while enjoying sophisticated AI coding assistance, significantly optimizing their workflows. Its groundbreaking design not only boosts productivity but also fosters a smooth integration of AI into the daily routines of programmers, making coding more efficient and enjoyable than ever before. Moreover, the continuous evolution of its features ensures that users will always have access to the latest advancements in AI-assisted coding.
Integrations Supported
Model Context Protocol (MCP)
Amazon Bedrock
Claude
Claude Max
FreeBSD
GitHub Copilot
Go
JSON
LM Studio
Markdown
Integrations Supported
Model Context Protocol (MCP)
Amazon Bedrock
Claude
Claude Max
FreeBSD
GitHub Copilot
Go
JSON
LM Studio
Markdown
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
fastmcp
Date Founded
2025
Company Location
United States
Company Website
gofastmcp.com/getting-started/welcome
Company Facts
Organization Name
Charm
Date Founded
2019
Company Location
United States
Company Website
github.com/charmbracelet/crush