Scores are desk assessments of published materials; security scans are shown separately, and no score here uses production telemetry. Each row carries the evidence class behind its number.
Last update: 19 October 2026. Scores are re-assessed every week against each agent's public materials; changes of more than 5 points are checked by a person before they publish. We are not adding new agents right now.
Enterprise vendor scores use a proxy methodology — pillar scores are derived from publicly available documentation (SLAs, certifications, pricing pages) rather than live telemetry. Scores may not reflect actual runtime performance. Learn more.
Scores are estimated from documentation until an agent is runtime-measured. Methodology v2.6.0 rev 1.27.
Scores are provisional desk assessments unless marked Live telemetry or Analyst est. Why →
| # | Agent | Category | Score | ⭐ Stars | 👥 Contrib. | Activity | Reliability | Latency | Cost | Security |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | AWS Bedrock AgentsAnalyst est. | Multi-Step Reasoning | 68.0Estimated from documentation | N/A | N/A | N/A | 80.0ⓘ | 30.0ⓘ | 80.0ⓘ | 90.0ⓘ |
| 2 | Google Gemini EnterpriseAnalyst est. | Multi-Step Reasoning | 68.0Estimated from documentation | N/A | N/A | N/A | 80.0ⓘ | 30.0ⓘ | 80.0ⓘ | 90.0ⓘ |
| 3 | OpenAI EnterpriseAnalyst est. | Multi-Step Reasoning | 68.0Estimated from documentation | N/A | N/A | N/A | 80.0ⓘ | 30.0ⓘ | 80.0ⓘ | 90.0ⓘ |
| 4 | Microsoft Copilot StudioAnalyst est. | Multi-Step Reasoning | 67.0Estimated from documentation | N/A | N/A | N/A | 75.0ⓘ | 30.0ⓘ | 80.0ⓘ | 90.0ⓘ |
| 5 | Oracle AI AgentsAnalyst est. | Multi-Step Reasoning | 61.0Estimated from documentation | N/A | N/A | N/A | 80.0ⓘ | 30.0ⓘ | 50.0ⓘ | 90.0ⓘ |