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jCodemunch MCP vs Calculators

Same numbers we show everywhere else, lined up. Ratings come from users, the grade comes from our scanner, adoption comes from public registries.

jCodemunch MCPio.github.jgravelle/jcodemunch-mcp
C
No reviews yet

Token-efficient code exploration via tree-sitter AST parsing. 70+ languages, 86-99% token savings.

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Calculatorscom.logiccommons/calculators
C
No reviews yet

Find and run trustworthy calculators with clear methods, provenance, and sources.

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The short version

Neither has been reviewed yet, so the comparison rests on the scan and the public usage numbers. Both score close on the safety scan (66 and 60 out of 100). Calculators is hosted and callable through the gateway; jCodemunch MCP runs on your own machine. jCodemunch MCP has noticeably more public adoption.

 jCodemunch MCPCalculators
User ratingNo reviews yetNo reviews yet
Safety gradeC66/100C60/100
AdoptionEstablishedNew
GitHub stars2.7k
Downloads / week6.0k
Runs whereYour machine (local)Hosted (remote)
Gateway-readyNoYes
Tools3
Write actions1
Price per callFreeFree
LicenceNOASSERTION
Last release2026-09-19
CategoryEverything elseEverything else