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Head to head

HumanMirror Outcome vs Fitter

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

HumanMirror Outcomefr.humanmirror/outcome
C
No reviews yet

Verified AI-agent outcomes: secret scanning, JSON cleanup, dedupe, anomaly and schema checks.

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Fitterio.github.PxyUp/fitter
A
No reviews yet

Turn any website or API into structured JSON with LLM-authored declarative scraping configs.

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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 Fitter (88/100 against 58). HumanMirror Outcome is hosted and callable through the gateway; Fitter runs on your own machine. Fitter has noticeably more public adoption.

 HumanMirror OutcomeFitter
User ratingNo reviews yetNo reviews yet
Safety gradeC58/100A88/100
AdoptionNewGrowing
GitHub stars133
Downloads / week
Runs whereHosted (remote)Your machine (local)
Gateway-readyYesNo
Tools
Write actions
Price per callFreeFree
LicenceMIT
Last release2026-08-29
CategoryAI and agentsAI and agents

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