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Git-Stars · Tools

Find the fit. Then make it work.

Turn project research into a useful next step. Free, no sign-in; calculations and checks run in your browser without your API keys.

Find and use software

No coding knowledge needed. Start with your task.

01

Find software for your task

Start with what you want to do. Filter reviewed usage paths by device, setup effort and software cost.

Open tool
02

How can I use this project?

Separate desktop apps, hosted services and deployment work. See the steps, costs and limits before starting.

Open tool
03

Understand download files

Decode platform and chip hints in release file names. Tell installers, source archives and verification files apart.

Open tool

Research and technical checks

For deeper comparisons and checks with a technical helper.

01

Project comparison

Compare the job, operating effort and licensing limits of reviewed projects. No automatic winner.

Open tool
02

MCP configuration checker

Find local stdio JSON errors before opening your client. Nothing is executed or uploaded.

Open tool
03

Deployment prerequisites

Check specific documented prerequisites and see exactly what remains unverified.

Open tool
04

Self-hosting cost calculator

Turn your own prices and usage assumptions into a monthly budget you can inspect and export.

Open tool
05

License scenario checklist

Separate commercial use, distribution and network-service questions. Get checks, not legal clearance.

Open tool
06

Project trial worksheet

Record expectations, observations and evidence. Export a trial record that keeps unknowns visible.

Open tool

These tools organize evidence and expose gaps. They do not replace hands-on testing, code review or legal advice. Each includes its method, example and limitations.