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jCodemunch MCP vs Smithery AI Cookbook Python Quickstart

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

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Smithery AI Cookbook Python Quickstartai.smithery/smithery-ai-cookbook-python-quickstart
?
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A simple MCP server built with FastMCP and python

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The short version

Neither has been reviewed yet, so the comparison rests on the scan and the public usage numbers. Smithery AI Cookbook Python Quickstart is hosted and callable through the gateway; jCodemunch MCP runs on your own machine. jCodemunch MCP has noticeably more public adoption.

 jCodemunch MCPSmithery AI Cookbook Python Quickstart
User ratingNo reviews yetNo reviews yet
Safety gradeC66/100?
AdoptionEstablished
GitHub stars2.7k
Downloads / week6.0k
Runs whereYour machine (local)Hosted (remote)
Gateway-readyNoYes
Tools
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Price per callFreeFree
LicenceNOASSERTION
Last release2026-09-19
CategoryEverything elseEverything else