How We Score & Rank AI Agents

Qantcore evaluates AI agents using a transparent, multi-dimensional framework. No black-box scores, no sponsored rankings.

1. Rating (★ 1–5)

Composite score from: documentation quality, community activity, release cadence, API stability, and user reviews. Minimum 3 data sources required before a rating is published. Confidence interval shown when available.

2. Maturity Classification

Enterprise — 4.5★+, 500+ reviews, production deployments at scale
Production — 4.0★+, active community, documented use cases
Growing — 3.0★+, regular updates, growing adoption
New — recently launched, data still accumulating

3. Freshness Score (0–100%)

Calculated from: last release date, commit frequency, documentation updates, community response time. Above 80% = actively maintained. Below 30% = stale — flagged for review.

4. Velocity Signal

↑↑ = accelerating (freshness > 80%, weekly releases) · ↑ = growing (freshness > 60%) · → = stable · ↓ = declining (freshness < 30%, no recent updates)

5. Deployment Intelligence

Local = runs on your hardware (Docker, Python CLI, self-hosted). Cloud = SaaS-only, requires vendor infrastructure. Hybrid solutions flagged where applicable.

6. Comparison Methodology

Head-to-head comparisons use 9 standardized metrics. Green highlights indicate best-in-class per metric. All data is refreshed daily from official sources, documentation, and community feedback. No AI-generated scores — every rating is traceable to a data source.

7. Data Freshness

Catalog updated daily. Each card shows last-updated timestamp. Stale entries (30+ days without update) are flagged. Our pipeline runs automated checks every 24 hours.

Why Qantcore vs alternatives

Technical depth
Engineer-grade analysis, not marketing copy. We test deployment, not just features.
Deployment intelligence
Local vs cloud, Docker readiness, infrastructure requirements — what you need to actually run it.
Framework-first
Organized by what matters: orchestration depth, memory model, tool-calling, extensibility.
Transparent methodology
Every score traceable. No black-box rankings. No sponsored placements.