gograph
★ 230
vs
fastapi_mcp
★ 12.0k
gograph vs fastapi_mcp
gograph: gograph builds a compact graph of packages, symbols, calls, routes, config reads, tests, and code-quality signals, enabling AI agents to navigate Go repositories with fewer raw file reads. It is optimized for terminal-based LLMs to save context tokens.; 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
gographDev Tooling · ★ 230
AI coding assistant quickly navigates and understands Go codebase
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
gographfastapi_mcpCategory
Dev Tooling
Dev Tooling
Stars
★ 230
★ 12.0k
License
MIT
MIT
Install Command
go install github.com/ozgurcd/gograph/cmd/gograph@latest
uv add fastapi-mcp
Updated
1w ago
11mo ago
Open Source
Yes
Yes
Tags
agentic-coding, ai-agent, ai-coding-assistant
FastAPI, MCP, Python
03
Features
gograph01Local only: no network calls, no external API
02Go focused: maps Go project structures using standard AST
03Token-saving context bundle: combines node, source, callers, callees, and tests in one response
04Hotspot ranking: ranks functions by incoming call count
05Code quality analysis: cyclomatic complexity, god-object detection, package coupling
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
gograph↳AI coding assistant quickly navigates and understands Go codebase
↳Analyze impact of code changes and find shortest call chains
↳Enforce architecture boundaries and detect dead code
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
gograph—
fastapi_mcpMost PopularEssential
FAQ
FAQ
What is the difference between gograph and fastapi_mcp?
Both gograph and fastapi_mcp are in the Dev Tooling category. gograph has 230 stars, while fastapi_mcp has 12.0k stars.
Which is better, gograph or fastapi_mcp?
The best choice depends on your use case. Choose gograph if AI coding assistant quickly navigates and understands Go codebase, and fastapi_mcp if Integrating FastAPI services as tools for large language models (LLMs) that support MCP..
Is gograph free or open source?
Yes, gograph 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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