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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.

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Rankings use public ecosystem signals. Treat them as a starting point, then confirm license, setup, safety, and fit with the upstream project.
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Project comparison

Codebase Memory Mcp vs netdata

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

Codebase Memory Mcp

High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 158 languages, sub-ms queries, 99% fewer tokens. Single static binary, zero dependencies.

Best matched with other framework tools.

35.7K
Stars
+1.7K
Weekly
87/100
Health
netdata

The fastest path to AI-powered full stack observability, even for lean teams.

Best matched with other framework tools.

80.8K
Stars
+1.0K
Weekly
86/100
Health

Quick Take

Adoption

netdata has the larger GitHub footprint with 80.8K stars.

Momentum

Codebase Memory Mcp is currently growing faster at +1.7K stars this week.

Maintenance

Codebase Memory Mcp 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.

SignalCodebase Memory Mcpnetdata
Evidence statusBasic listing· 2026-10-04 09:18 UTCVerified snapshot· 2026-10-04 09:19 UTC
GitHub stars35.7K80.8K
Weekly growth+1.7K+1.0K
Health scoreStrong87/100Strong86/100
Contributors101686
Commits per week105.060.2
Open issues364373
LanguageCGo
LicenseMITGPL-3.0
Last commit2026-07-27 06:58 UTC2026-10-04 01:04 UTC
Last releasev0.9.0v2.10.4

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