AgentIndex icon
AgentIndex
coolify-mcp logo
coolify-mcp
★ 616
vs
fastapi_mcp logo
fastapi_mcp
★ 12.0k

coolify-mcp vs fastapi_mcp

coolify-mcp: Coolify MCP Server is a Model Context Protocol server for Coolify, providing 42 token-optimized tools for debugging, management, and deployment. It features smart diagnostics, batch operations, and context-optimized responses that reduce token usage by up to 99%. The server includes built-in documentation search and supports multiple deployment sources.; fastapi_mcp: FastAPI-MCP allows you to expose your existing FastAPI endpoints as Model Context Protocol (MCP) tools. It offers native integration with FastAPI, including built-in authentication using existing dependencies, and preserves schemas and documentation.

01

TL;DR

coolify-mcp logo
coolify-mcpDev Tooling · ★ 616

Debug and monitor Coolify applications, servers, and infrastructure via natural language

Read coolify-mcp full review →
fastapi_mcp logo
fastapi_mcpDev Tooling · ★ 12.0k
When to choose:
  • You already have a FastAPI application and want to expose its endpoints as MCP tools while reusing your existing FastAPI authentication dependencies and Swagger schemas.
  • You want to mount the MCP server directly onto your ASGI app or deploy it separately under an MIT license.
When to skip:
  • You are building a standalone MCP server from scratch rather than wrapping a FastAPI app; use FastMCP or the official MCP Python SDK.
  • You need an actively updated repository (last push was November 2025).
Read fastapi_mcp full review →
02

Side-by-Side Comparison

Field
coolify-mcp logocoolify-mcp
fastapi_mcp logofastapi_mcp
Category
Dev Tooling
Dev Tooling
Stars
★ 616
★ 12.0k
License
MIT
MIT
Install Command
claude mcp add coolify -e COOLIFY_BASE_URL="https://your-coolify-instance.com" -e COOLIFY_ACCESS_TOKEN="your-api-token" -- npx @masonator/coolify-mcp@latest
uv add fastapi-mcp
Updated
3d ago
11mo ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
ai, claude, coolify
FastAPI, MCP, Python
03

Features

coolify-mcp logocoolify-mcp
0142 token-optimized tools for infrastructure, diagnostics, and management
02Smart diagnostics with human-friendly identifiers (domain, IP, name)
03Batch operations (restart project, bulk env update, stop all apps)
04Context-optimized responses (90-99% smaller than raw API)
05Built-in full-text search across Coolify documentation
fastapi_mcp logofastapi_mcp
01Authentication built in, using your existing FastAPI dependencies!
02FastAPI-native: Not just another OpenAPI -> MCP converter
03Zero/Minimal configuration required
04Preserving schemas of your request models and response models
05Flexible deployment - Mount your MCP server to the same app, or deploy separately
04

Use Cases

coolify-mcp logocoolify-mcp
↳Debug and monitor Coolify applications, servers, and infrastructure via natural language
↳Manage deployments, environment variables, databases, and services through AI assistants
↳Perform bulk operations like restarting all apps in a project or emergency stop
fastapi_mcp logofastapi_mcp
↳Integrating FastAPI services as tools for large language models (LLMs) that support MCP.
↳Enabling LLMs to interact with and utilize existing business logic and data exposed via FastAPI.
↳Quickly exposing authenticated FastAPI APIs as discoverable and usable tools within an MCP ecosystem.
05

Best For

coolify-mcp logocoolify-mcp
—
fastapi_mcp logofastapi_mcp
Most PopularEssential
FAQ

FAQ

What is the difference between coolify-mcp and fastapi_mcp?
Both coolify-mcp and fastapi_mcp are in the Dev Tooling category. coolify-mcp has 616 stars, while fastapi_mcp has 12.0k stars.
Which is better, coolify-mcp or fastapi_mcp?
The best choice depends on your use case. Choose coolify-mcp if Debug and monitor Coolify applications, servers, and infrastructure via natural language, and fastapi_mcp if Integrating FastAPI services as tools for large language models (LLMs) that support MCP..
Is coolify-mcp free or open source?
Yes, coolify-mcp is open source on GitHub (MIT).
Is fastapi_mcp free or open source?
Yes, fastapi_mcp is open source on GitHub (MIT).
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Related

Alternatives to coolify-mcp →Alternatives to fastapi_mcp →coolify-mcp details →fastapi_mcp details →