Item detail
github.com

machinefi/trio-retina

machinefi/trio-retina is a framework in RepoRadar's AI Infrastructure section, holding Silver tier and a 'try now' verdict. Its strongest signal is workflow potential, scored 9.6 out of 10.

Score8.5
Popularity7.0
Riskconditional
TierSilver
Score breakdown
Usefulness8.0
Novelty8.0
Momentum7.0
Maturity6.3
Open-source/build8.4
Evidence7.2
Workflow potential9.6
Setup ease6.4

Popularity is tracked separately. Support, ads, sponsorships, and tips never affect these signals.

Why it matters

Useful for developers building camera, robotics, digital-twin, or edge-vision systems who need structured events and a stable interface between perception models and downstream logic.

Who should use it

edge-AI teams turning camera feeds into actionable events robotics builders who want one stable perception interface video-analytics developers who need webhook-friendly event streams LLM or world-model experiments that need structured scene state instead of raw boxes

Who should skip it

Consider machinefi/trio-retina lower priority if you already have a working solution in this category.

About this signal

machinefi/trio-retina is tracked by RepoRadar as a framework in the AI Infrastructure section. First seen 2026-06-20; the source record was last checked on 2026-06-20. The current verdict is 'try now' with a Silver tier and moderate setup difficulty. machinefi/trio-retina leads on workflow potential (9.6) and open-source/build quality (8.4); its lowest signal is maturity (6.3), so factor that in before investing setup time. This page summarizes the public evidence on the linked source page and states where additional review is still needed.

How this item is evaluated

The machinefi/trio-retina record combines a 8.5/10 composite score with separate popularity (7.0), risk (conditional), and setup (moderate) signals. See the scoring methodology for the current weights and evidence definitions.

Putting this into practice? Read How to evaluate an AI tool before you adopt it for the checklist behind this score.

Risk explanation

It can be pointed at live cameras or RTSP feeds, so privacy expectations and surveillance rules depend on how you deploy it.

Evidence links
Closest alternatives / related signals
computer-vision edge-ai events robotics python
Verification record

What RepoRadar actually verified

Discovered

Automated discovery and source capture. Last checked 2026-08-13T20:20:15Z.

No editorial or hands-on review is claimed. This record remains at Discovered.

Verification sources

Longitudinal intelligence

How this decision record is moving

Raw history JSON →

45 dated snapshots retained from 2026-06-20 through 2026-08-13; see the snapshot index for explicit coverage gaps. Stars, version, release, pricing, integration, risk, maintenance, verdict, score, and momentum fields remain explicit even when a source has not reported them. Repository momentum is a normalized 0–10 RepoRadar signal; GitHub stars appear only where the popularity monitor retained exact timestamped observations.

RepoRadar score8.5 current · +0.0 net
Repository momentum7.5 current · +0.5 net
GitHub stars (observed)186 current · +65 net
GitHub stars186 exact observation
Versionv0.3.0
Last release2026-06-18T03:25:59Z
Maintenanceactive
Current riskconditional
Current verdicttry now
Pricing baselineNo structured commercial pricing baseline
Pricing checkedNot applicable or not recorded
Pricing freshnessNo dated commercial pricing review
Integrations baselineNo structured integrations recorded

Recent dated points

DateScoreMomentumStarsRiskVerdictMaintenance
2026-08-138.57.5186conditionaltry nowactive
2026-08-128.57.5186conditionaltry nowactive
2026-08-118.57.5186conditionaltry nowactive
2026-08-108.57.5186conditionaltry nowactive
2026-08-098.57.5186conditionaltry nowactive
2026-08-088.57.5186conditionaltry nowactive
2026-08-078.57.5186conditionaltry nowactive
2026-08-068.57.0Not recordedconditionaltry nownot recorded
2026-08-058.57.0Not recordedconditionaltry nownot recorded
2026-08-048.57.5186conditionaltry nowactive
2026-08-038.57.5186conditionaltry nowactive
2026-08-028.57.5186conditionaltry nowactive

Why the record changed

stars changed

Stars changed: 121 → 196.