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Head to head

Deviceshelf vs jCodemunch MCP

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

Deviceshelfapp.deviceshelf/deviceshelf-server
D
No reviews yet

Query and troubleshoot your local network in plain language: 37 tools, strictly local, no cloud.

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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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The short version

Neither has been reviewed yet, so the comparison rests on the scan and the public usage numbers. The safety scan favours jCodemunch MCP (66/100 against 48). jCodemunch MCP has noticeably more public adoption.

 DeviceshelfjCodemunch MCP
User ratingNo reviews yetNo reviews yet
Safety gradeD48/100C66/100
AdoptionNewEstablished
GitHub stars2.7k
Downloads / week6.0k
Runs whereYour machine (local)Your machine (local)
Gateway-readyNoNo
Tools
Write actions
Price per callFreeFree
LicenceNOASSERTION
Last release2026-09-19
CategoryEverything elseEverything else