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

Mcp Agent vs crawl4ai

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

Mcp Agent

Build effective agents using Model Context Protocol and simple workflow patterns

Best matched with other agent tools.

8.6K
Stars
+43
Weekly
59/100
Health
crawl4ai

Open-source web crawler and scraper for LLMs and AI agents: any website into clean, LLM-ready Markdown. Run it yourself, or use Crawl4AI Cloud with one key.

Best matched with other agent tools.

84.7K
Stars
0
Weekly
66/100
Health

Quick Take

Adoption

crawl4ai has the larger GitHub footprint with 84.7K stars.

Momentum

Mcp Agent is currently growing faster at +43 stars this week.

Maintenance

crawl4ai has the stronger automated maintenance signal at 66/100. 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.

SignalMcp Agentcrawl4ai
Evidence statusBasic listing· 2026-10-04 09:18 UTCVerified snapshot· 2026-10-04 09:19 UTC
GitHub stars8.6K84.7K
Weekly growth+430
Health scoreWatch59/100Healthy66/100
Contributors6095
Commits per week0.010.6
Open issues143226
LanguagePythonPython
LicenseApache-2.0Apache-2.0
Last commit2026-01-25 16:35 UTC2026-09-25 06:37 UTC
Last releasev0.0.21v0.9.4

Weekly AI open-source movers

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