Item detail
github.com

leyten/shard

RepoRadar surfaced leyten/shard — a developer tool — into the AI Infrastructure section, where it sits at Gold tier with a 'watch' verdict. Its strongest signal is novelty, scored 9.0 out of 10.

Score8.4
Popularity53.0
Riskconditional
TierGold
Score breakdown
Usefulness8.0
Novelty9.0
Momentum6.0
Maturity7.7
Open-source/build8.4
Evidence7.2
Workflow potential8.8
Setup ease6.2

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

Why it matters

Useful for advanced inference builders who want to test whether distributed, cross-machine serving can unlock models that do not fit on one node: start by reading the proof docs and reproducing a smaller multi-GPU run before planning any serious WAN deployment.

Who should use it

inference engineers distributed systems builders homelab experimenters teams exploring frontier-model serving costs

Who should skip it

Pass on leyten/shard if its scope or audience does not match what your team is building right now.

About this signal

leyten/shard is tracked by RepoRadar as a developer tool in the AI Infrastructure section. First seen 2026-06-19; the source record was last checked on 2026-06-19. The current verdict is 'watch' with a Gold tier and expert setup difficulty. Across RepoRadar's eight signals, leyten/shard is strongest on novelty (9.0) and workflow potential (8.8) and weakest on momentum (6.0) — a profile worth weighing against your own priorities. 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 leyten/shard record combines a 8.4/10 composite score with separate popularity (53.0), risk (conditional), and setup (expert) 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

Shard is aimed at multi-machine inference and assumes several GPUs plus reliable networking, so treat it as an infrastructure experiment rather than a drop-in local-model upgrade.

Evidence links
Closest alternatives / related signals
inference distributed-systems pipeline-parallel gpu llm-serving
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 →

46 dated snapshots retained from 2026-06-19 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 score8.4 current · +0.0 net
Repository momentum9.0 current · +3.0 net
GitHub stars (observed)441 current · +14 net
GitHub stars441 exact observation
Versionsidecar-v0.2.0
Last release2026-07-29T17:37:56Z
Maintenanceactive
Current riskconditional
Current verdictwatch
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
2026-08-138.49.0441conditionalwatchactive
2026-08-128.49.0441conditionalwatchactive
2026-08-118.49.3441conditionalwatchactive
2026-08-108.49.3439conditionalwatchactive
2026-08-098.49.0438conditionalwatchactive
2026-08-088.49.0437conditionalwatchactive
2026-08-078.49.3435conditionalwatchactive
2026-08-068.46.0Not recordedconditionalwatchnot recorded
2026-08-058.46.0Not recordedconditionalwatchnot recorded
2026-08-048.49.3435conditionalwatchactive
2026-08-038.49.3435conditionalwatchactive
2026-08-028.49.0433conditionalwatchactive

Why the record changed

stars changed

Stars changed: 439 → 441.

stars changed

Stars changed: 438 → 439.

stars changed

Stars changed: 437 → 438.

stars changed

Stars changed: 435 → 437.

stars changed

Stars changed: 433 → 435.

stars changed

Stars changed: 433 → 432.

version changed

Version changed: not recorded → sidecar-v0.1.0.

stars changed

Stars changed: 430 → 433.

stars changed

Stars changed: 427 → 430.