AgentIndex icon
AgentIndex
stata-code logo
stata-code
★ 51
vs
fastapi_mcp logo
fastapi_mcp
★ 12.0k

stata-code vs fastapi_mcp

stata-code: `stata-code` is an agent-native Stata bridge that allows driving Stata from modern development environments like LLM agents, Jupyter notebooks, or VS Code using a unified Python core. It provides structured, token-efficient results and supports complex empirical econometrics workflows with cross-validation.; 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

stata-code logo
stata-codeDev Tooling · ★ 51

Drive Stata commands and analyze results using LLM agents like Claude Code

Read stata-code 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
stata-code logostata-code
fastapi_mcp logofastapi_mcp
Category
Dev Tooling
Dev Tooling
Stars
★ 51
★ 12.0k
License
MIT
MIT
Install Command
pip install "stata-code[mcp,kernel]"
uv add fastapi-mcp
Updated
2d ago
11mo ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
Stata, Python, LLM Agents
FastAPI, MCP, Python
03

Features

stata-code logostata-code
01MIT License for open and commercial integration
02Unified, agent-native structured result format for LLMs
03Multiple frontends: Jupyter kernel, MCP server, VS Code extension, and CLI from a single Python core
04Supports Stata 17+ (pystata) and Stata 13+ (console backend without pystata)
05Built-in support for empirical econometrics workflows (DiD, IV, RDD) with cross-validation
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

stata-code logostata-code
↳Drive Stata commands and analyze results using LLM agents like Claude Code
↳Execute Stata code directly within Jupyter notebooks or JupyterLab
↳Develop Stata projects with enhanced features in VS Code, including syntax highlighting, outline, and code-lens runner
↳Automate and cross-validate complex empirical research workflows in econometrics
↳Integrate Stata into Python applications for programmatic control and data processing
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

stata-code logostata-code
—
fastapi_mcp logofastapi_mcp
Most PopularEssential
FAQ

FAQ

What is the difference between stata-code and fastapi_mcp?
Both stata-code and fastapi_mcp are in the Dev Tooling category. stata-code has 51 stars, while fastapi_mcp has 12.0k stars.
Which is better, stata-code or fastapi_mcp?
The best choice depends on your use case. Choose stata-code if Drive Stata commands and analyze results using LLM agents like Claude Code, and fastapi_mcp if Integrating FastAPI services as tools for large language models (LLMs) that support MCP..
Is stata-code free or open source?
Yes, stata-code 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 stata-code →Alternatives to fastapi_mcp →stata-code details →fastapi_mcp details →