Mmcp.market

Head to head

CHAP Coordinator vs Pickrate

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

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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Pickrateio.pickrate/pickrate
C
No reviews yet

Agent analytics: which AI agents read your site, drove signups, and pick you over competitors.

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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 67). Pickrate is hosted and callable through the gateway; CHAP Coordinator runs on your own machine. CHAP Coordinator has noticeably more public adoption.

 CHAP CoordinatorPickrate
User ratingNo reviews yetNo reviews yet
Safety gradeA94/100C67/100
AdoptionEstablishedNew
GitHub stars102–
Downloads / week127–
Runs whereYour machine (local)Hosted (remote)
Gateway-readyNoYes
Tools—4
Write actions——
Price per callFreeFree
LicenceApache-2.0—
Last release2026-09-17—
CategoryAI and agentsAI and agents

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