Mmcp.market

Head to head

BugBug vs Heliograph

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

BugBugio.github.bugbug-io/mcp
A
No reviews yet

BugBug workflows for AI agents workflows for AI agents

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Heliographio.github.heliograph-io/heliograph
B
No reviews yet

Run commands on a machine you cannot SSH into. Air-gapped, bastion-only, change-controlled.

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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 BugBug (98/100 against 75). BugBug is hosted and callable through the gateway; Heliograph runs on your own machine.

 BugBugHeliograph
User ratingNo reviews yetNo reviews yet
Safety gradeA98/100B75/100
AdoptionGrowingGrowing
GitHub stars40
Downloads / week–90
Runs whereHosted (remote)Your machine (local)
Gateway-readyYesNo
Tools——
Write actions——
Price per callFreeFree
LicenceMITApache-2.0
Last release2026-09-172026-09-17
CategoryEverything elseEverything else