Mmcp.market

Head to head

Useful Utilities vs CHAP Coordinator

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

Useful Utilitiesio.github.aksp200/useful-utilities
C
No reviews yet

63 tools an LLM can't do alone, in focused subsets: file edits, live data, real checksums.

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CHAP Coordinatorio.github.BrightbeamAI/chap
A
No reviews yet

Auditable records of human decisions over AI agent work. Approvals, edits, overrides, escalations.

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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 CHAP Coordinator (94/100 against 57). Useful Utilities is hosted and callable through the gateway; CHAP Coordinator runs on your own machine. CHAP Coordinator has noticeably more public adoption.

 Useful UtilitiesCHAP Coordinator
User ratingNo reviews yetNo reviews yet
Safety gradeC57/100A94/100
AdoptionNewEstablished
GitHub stars–102
Downloads / week–127
Runs whereHosted (remote)Your machine (local)
Gateway-readyYesNo
Tools——
Write actions——
Price per callFreeFree
Licence—Apache-2.0
Last release—2026-09-17
CategoryAI and agentsAI and agents

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