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Head to head

jCodemunch MCP vs Vaara

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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Vaaraio.github.vaaraio/vaara
B
No reviews yet

Accountable autonomy proxy: gating, tamper-evident audit, time anchor for every action

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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 71 out of 100). jCodemunch MCP has noticeably more public adoption.

 jCodemunch MCPVaara
User ratingNo reviews yetNo reviews yet
Safety gradeC66/100B71/100
AdoptionEstablishedEstablished
GitHub stars2.7k12
Downloads / week6.0k1.6k
Runs whereYour machine (local)Your machine (local)
Gateway-readyNoNo
Tools——
Write actions——
Price per callFreeFree
LicenceNOASSERTIONAGPL-3.0
Last release2026-09-192026-09-19
CategoryEverything elseEverything else

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