AI Tools Scout
Open-source ToolsLLM ProjectsMCP ServersMethodology
AI Tools Scout

An open-source AI tools directory with clear use cases, visible source freshness, and maintenance evidence for anyone deciding what to try.

Explore
Open source AI projectsOpen source LLM projectsMCP servers list
More
SkillsContentAbout
Rankings use public ecosystem signals. Treat them as a starting point, then confirm license, setup, safety, and fit with the upstream project.
← Back to Leaderboard

Project comparison

cc-switch vs LLMs-from-scratch

Compare adoption, momentum, maintenance health, and project basics before choosing which tool to evaluate deeper.

cc-switch

A cross-platform desktop All-in-One assistant for Claude Code, Codex, OpenCode, OpenClaw, Grok Build & Hermes Agent. Only official website: ccswitch.io

Best matched with other interface tools.

139.9K
Stars
+52.9K
Weekly
87/100
Health
LLMs-from-scratch

Implement a ChatGPT-like LLM in PyTorch from scratch, step by step

Best matched with other interface tools.

106.0K
Stars
+6.6K
Weekly
67/100
Health

Quick Take

Adoption

cc-switch has the larger GitHub footprint with 139.9K stars.

Momentum

cc-switch is currently growing faster at +52.9K stars this week.

Maintenance

cc-switch has the stronger automated maintenance signal at 87/100. This is not a security or fit verdict.

Side-by-side evidence

Use these signals to narrow your choice, then confirm setup, license, and fit upstream.

Signalcc-switchLLMs-from-scratch
Evidence statusVerified snapshot· 2026-10-04 09:19 UTCVerified snapshot· 2026-10-04 09:19 UTC
GitHub stars139.9K106.0K
Weekly growth+52.9K+6.6K
Health scoreStrong87/100Healthy67/100
Contributors20067
Commits per week45.00.8
Open issues2.0K4
LanguageRustJupyter Notebook
LicenseMITNOASSERTION
Last commit2026-10-04 09:07 UTC2026-10-02 14:55 UTC
Last releasev3.18.0N/A

Weekly AI open-source movers

Get the fastest-growing projects, useful MCP servers, and technical reads in one weekly email.