Item detail
github.com

OpenCPIL/prima.cpp

OpenCPIL/prima.cpp is an AI project in RepoRadar's Local AI section, holding Gold tier and a 'try now' verdict. Its strongest signal is workflow potential, scored 9.4 out of 10.

Score8.3
Popularity1.0
Risknone
TierGold
Score breakdown
Usefulness8.0
Novelty9.0
Momentum6.0
Maturity6.5
Open-source/build8.4
Evidence7.2
Workflow potential9.4
Setup ease4.2

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

Why it matters

Useful for local AI builders who want to experiment with larger open-weight models on mixed laptops, desktops, and phones without jumping straight to a datacenter-style deployment stack.

Who should use it

Local AI builders experimenting with larger GGUF models Developers exploring distributed inference on mixed consumer hardware Researchers comparing home-cluster inference runtimes Teams prototyping low-cost edge or lab deployments before buying dedicated servers

Who should skip it

Pass on OpenCPIL/prima.cpp if its scope or audience does not match what your team is building right now.

About this signal

OpenCPIL/prima.cpp is tracked by RepoRadar as an AI project in the Local AI section. First seen 2026-06-30; the source record was last checked on 2026-06-30. The current verdict is 'try now' with a Gold tier and advanced setup difficulty. OpenCPIL/prima.cpp leads on workflow potential (9.4) and novelty (9.0); its lowest signal is setup ease (4.2), 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 OpenCPIL/prima.cpp record combines a 8.3/10 composite score with separate popularity (1.0), risk (none), and setup (advanced) 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

Benchmark numbers come from the maintainer's own home-device cluster, so reproduce the throughput and latency claims on your own hardware before planning around them.

Evidence links
Closest alternatives / related signals
local-ai inference gguf llama.cpp distributed-systems mit
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 →

35 dated snapshots retained from 2026-06-30 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 score8.3 current · +0.0 net
Repository momentum5.0 current · -1.0 net
GitHub stars (observed)75 current · +19 net
GitHub stars75 exact observation
VersionNot reported by source
Last releaseNot reported by source
Maintenancemaintained
Current risknone
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
2026-08-138.35.075nonetry nowmaintained
2026-08-128.35.576nonetry nowmaintained
2026-08-118.35.576nonetry nowmaintained
2026-08-108.35.576nonetry nowmaintained
2026-08-098.35.576nonetry nowmaintained
2026-08-088.35.575nonetry nowmaintained
2026-08-078.35.573nonetry nowmaintained
2026-08-068.36.0Not recordednonetry nownot recorded
2026-08-058.36.0Not recordednonetry nownot recorded
2026-08-048.35.573nonetry nowmaintained
2026-08-038.35.573nonetry nowmaintained
2026-08-028.35.572nonetry nowmaintained

Why the record changed

stars changed

Stars changed: 76 → 75.

stars changed

Stars changed: 75 → 76.

stars changed

Stars changed: 73 → 75.

stars changed

Stars changed: 72 → 73.

stars changed

Stars changed: 71 → 72.

stars changed

Stars changed: 64 → 68.

stars changed

Source-observed stars changed: 63 → 64. This reports the retained observation delta and does not infer why the upstream change occurred.

stars changed

Stars changed: 58 → 63.

stars changed

Stars changed: 56 → 58.