Item detail
github.com

aicatalyst-team/flock

aicatalyst-team/flock is a developer tool that RepoRadar is tracking in its AI Infrastructure section, currently rated Gold tier with a 'try now' verdict. Its strongest signal is workflow potential, scored 9.7 out of 10.

Score8.6
Popularity44.0
Riskconditional
TierGold
Score breakdown
Usefulness9.0
Novelty7.0
Momentum7.0
Maturity7.6
Open-source/build8.4
Evidence7.2
Workflow potential9.7
Setup ease4.2

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

Why it matters

Useful for teams that want one internal model endpoint instead of a pile of separate local runtimes: wire one existing app or coding agent to it first, then test routing, quotas, and failover before treating it as shared infrastructure.

Who should use it

self-hosting teams developers running local models AI platform engineers privacy-conscious organizations

Who should skip it

Skip aicatalyst-team/flock unless the captured evidence suggests it solves a problem you are actively working on.

About this signal

aicatalyst-team/flock is tracked by RepoRadar as a developer tool in the AI Infrastructure section. It was first seen on 2026-06-19 and last updated on 2026-06-19. The current verdict is 'try now' with a Gold tier and advanced setup difficulty. The standout signals for aicatalyst-team/flock are workflow potential (9.7) and practical usefulness (9.0), while setup ease (4.2) trails — that balance shapes where it fits best. This page summarizes the public evidence on the linked source page and states where additional review is still needed. The score, tier, risk label, and verdict on this page are never influenced by sponsorship, ads, or tips — they reflect only the usefulness, popularity, novelty, momentum, maturity, and evidence signals described in the RepoRadar methodology.

How this item is evaluated

RepoRadar assigned aicatalyst-team/flock a composite score of 8.6 out of 10, placing it in the Gold tier. This score combines weighted sub-signals: usefulness (35%), novelty (18%), momentum (14%), maturity (10%), open-source/build quality (7%), evidence quality (6%), workflow potential (6%), and setup ease (4%). Popularity is tracked separately at 44.0 and never affects the composite score or tier. The risk label of 'conditional' reflects inherent user-impacting hazards, not generic novelty. Items with no risk flag may still require normal code review before production use.

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

Risk explanation

It centralizes internal model traffic and user keys behind one endpoint, so treat it like production infrastructure and lock down network exposure, quotas, and audit-log access.

Evidence links
Closest alternatives / related signals
llm-gateway self-hosted inference openai-compatible private-ai
Verification record

What RepoRadar actually verified

Discovered

Automated discovery and source capture. Last checked 2026-08-03T18:56:10Z.

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 →

12 dated snapshots retained from 2026-07-17 through 2026-08-03; 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 score8.6 current · +0.0 net
Repository momentum5.5 current · +0.0 net
GitHub stars (observed)0 current · +0 net
GitHub stars0 exact observation
Versionv1.24.1
Last release2026-06-12T08:50:38Z
Maintenancemaintained
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
2026-08-038.65.50conditionaltry nowmaintained
2026-08-028.65.50conditionaltry nowmaintained
2026-08-018.65.50conditionaltry nowmaintained
2026-07-318.67.0Not recordedconditionaltry nownot recorded
2026-07-308.67.0Not recordedconditionaltry nownot recorded
2026-07-298.65.50conditionaltry nowmaintained
2026-07-288.65.50conditionaltry nowmaintained
2026-07-218.65.50conditionaltry nowmaintained
2026-07-208.65.50conditionaltry nowmaintained
2026-07-198.65.50conditionaltry nowmaintained
2026-07-188.65.50conditionaltry nowmaintained
2026-07-178.65.50conditionaltry nowmaintained

Why the record changed

maintenance changed

Maintenance changed: source_activity_not_yet_measured → maintained.

version changed

Version changed: not recorded → v1.24.1.