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features
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support

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Description

FastMCP is a Python-based open-source framework designed to facilitate the development of Model Context Protocol (MCP) applications, simplifying the creation, management, and interaction with MCP servers while managing the complexities of the protocol so that developers can concentrate on their core business logic. The Model Context Protocol (MCP) serves as a standardized method for enabling large language models to connect securely with tools, data, and services, and FastMCP offers a streamlined API that allows for easy implementation of this protocol with minimal boilerplate code by utilizing Python decorators for registering tools, resources, and prompts. To set up a typical FastMCP server, one would instantiate a FastMCP object, use decorators to mark Python functions as tools (which can be invoked by the LLM), and then launch the server with various built-in transport options such as stdio or HTTP; this setup enables AI clients to interact with your code seamlessly as if it were integrated into the model’s context. Additionally, FastMCP’s design promotes efficient development practices, allowing teams to quickly iterate on their applications while maintaining high standards of code quality and performance.

Description

Repo Prompt is an AI coding assistant designed specifically for macOS, which serves as a context engineering tool that empowers developers to interact with and refine codebases through the use of large language models. By enabling users to select particular files or directories, it allows for the creation of structured prompts that contain only the most relevant context, thereby facilitating the review and application of AI-generated code alterations as diffs instead of requiring rewrites of entire files, which ensures meticulous and traceable modifications. Additionally, it features a visual file explorer for efficient project navigation, an intelligent context builder, and CodeMaps that minimize token usage while enhancing the models' comprehension of project structures. Users benefit from multi-model support, enabling them to utilize their own API keys from various providers such as OpenAI, Anthropic, Gemini, and Azure, ensuring that all processing remains local and private unless the user chooses to send code to a language model. Repo Prompt is versatile, functioning as both an independent chat/workflow interface and as an MCP (Model Context Protocol) server, allowing for seamless integration with AI editors, making it an essential tool in modern software development. Overall, its robust features significantly streamline the coding process while maintaining a strong emphasis on user control and privacy.

API Access

Has API Yes 

API Access

Has API Yes 

Screenshots View All

Screenshots View All

Integrations

Model Context Protocol (MCP) Yes 
ChatGPT No 
Claude No 
Claude Code No 
Codex CLI No 
Cursor No 
DeepSeek No 
Gemini No 
Markdown Yes 
Microsoft Azure No 
OpenAI No 
OpenAI Codex No 
OpenRouter No 
Python Yes 

Integrations

Model Context Protocol (MCP) Yes 
ChatGPT Yes 
Claude Yes 
Claude Code Yes 
Codex CLI Yes 
Cursor Yes 
DeepSeek Yes 
Gemini Yes 
Markdown No 
Microsoft Azure Yes 
OpenAI Yes 
OpenAI Codex Yes 
OpenRouter Yes 
Python No 

Pricing Details

Free
Free Trial No 
Free Version Yes 

Pricing Details

$14.99 per month
Free Trial Yes 
Free Version Yes 

Deployment

Web-Based No 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows Yes 
Mac Yes 
Linux No 
Chromebook No 

Deployment

Web-Based No 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac Yes 
Linux No 
Chromebook No 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) Yes 
In Person No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Vendor Details

Company Name

fastmcp

Founded

2025

Country

United States

Website

gofastmcp.com/getting-started/welcome

Vendor Details

Company Name

Repo Prompt

Country

United States

Website

repoprompt.com

Product Features

Product Features

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Alternatives

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