codelogic-mcp-server
★ 37
vs
fastapi_mcp
★ 12.0k
codelogic-mcp-server vs fastapi_mcp
codelogic-mcp-server: This MCP server provides tools to analyze code and database impacts, integrate with CI/CD pipelines, and leverage graph-based dependency analysis to assist AI programming assistants.; 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
codelogic-mcp-serverDev Tooling · ★ 37
Analyze the impact of code changes before modifying methods or classes
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).
02
Side-by-Side Comparison
Field
codelogic-mcp-serverfastapi_mcpCategory
Dev Tooling
Dev Tooling
Stars
★ 37
★ 12.0k
License
MPL-2.0
MIT
Install Command
git clone https://github.com/CodeLogicIncEngineering/codelogic-mcp-server.git
uv add fastapi-mcp
Updated
1w ago
11mo ago
Open Source
Yes
Yes
Tags
ai, ai-agents, coding
FastAPI, MCP, Python
03
Features
codelogic-mcp-server01Code impact analysis for methods and database entities
02DevOps integration with Docker agent, build info, and pipeline configuration generation
03Graph API tools for searching, impact analysis, path explanation, and change validation
04Support for multiple IDEs (VS Code, Claude Desktop, Windsurf, Cursor)
05Debug logging with timing and raw impact data
fastapi_mcp01Authentication 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
codelogic-mcp-server↳Analyze the impact of code changes before modifying methods or classes
↳Integrate CodeLogic scanning into CI/CD pipelines for automated dependency analysis
↳Query dependency relationships in real-time within an AI programming assistant
fastapi_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
codelogic-mcp-server—
fastapi_mcpMost PopularEssential
FAQ
FAQ
What is the difference between codelogic-mcp-server and fastapi_mcp?
Both codelogic-mcp-server and fastapi_mcp are in the Dev Tooling category. codelogic-mcp-server has 37 stars, while fastapi_mcp has 12.0k stars.
Which is better, codelogic-mcp-server or fastapi_mcp?
The best choice depends on your use case. Choose codelogic-mcp-server if Analyze the impact of code changes before modifying methods or classes, and fastapi_mcp if Integrating FastAPI services as tools for large language models (LLMs) that support MCP..
Is codelogic-mcp-server free or open source?
Yes, codelogic-mcp-server is open source on GitHub (MPL-2.0).
Is fastapi_mcp free or open source?
Yes, fastapi_mcp is open source on GitHub (MIT).
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