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- CrewAI Researcher · Researcher
CrewAI
[unknown]
- CrewAI Analyst · Analyst
CrewAI
[unknown]
- Magentic-One Orchestrator · Orchestrator
AutoGen
GPT-4o
- WebSurfer · WebSurfer
AutoGen
GPT-4o
- FileSurfer · FileSurfer
AutoGen
GPT-4o
- Coder · Coder
AutoGen
GPT-4o
- ComputerTerminal · ComputerTerminal
AutoGen
None (code-execution console, no LLM)
CrewAI first-crew guide is a tutorial; no empirical benchmark data stated. Source: docs.crewai.com/guides/crews/first-crew
±5.3 confidence interval; default GPT-4o-2024-05-13 configuration. Source: arXiv 2411.04468 [evidence_linked]
±3.2 confidence interval; default GPT-4o configuration. Source: arXiv 2411.04468 [evidence_linked]
±6.3; default GPT-4o-2024-05-13. Source: arXiv 2411.04468 [evidence_linked]
| Field | 🚢 CrewAI Sequential Research Crew Self-ReportedCurated | 🕹️ Magentic-One Self-ReportedCurated |
|---|---|---|
| Topology | Pipeline | Supervisor |
| Wiring | ||
| Human gates | — | — |
| Agents | 2 agents | 5 agents |
| Platform | CrewAI | AutoGen |
| Runs on | CrewAI ×2 | AutoGen ×5 |
| Roster |
|
|
| Industries | researchcontent | researchsoftware-deliverydata-extraction |
| Task kinds | researchreport-writinganalysis | web-navigationfile-operationscode-executioncomplex-reasoning |
| Operating since | [unknown] | Nov 7, 2024 |
| Trust tier | Self-Reported | Self-Reported |
| Proof entries | 1 total(1 with external links) | 1 total(1 with external links) |
| Oversight | Sequential process: the analyst task declares context: [research_task], so it runs after the research task completes; the crew sets memory: true. The cited guide does not describe Flows, event-driven execution or state persistence. | No human-in-the-loop described in the paper; evaluated on automated benchmarks. Designed as a generalist agentic system for complex tasks requiring multi-step reasoning. |
| Source | Curated | Curated |
| Metrics | ||
| Task success rate | [unknown] CrewAI first-crew guide is a tutorial; no empirical benchmark data stated. Source: docs.crewai.com/guides/crews/first-crew | [unknown] |
| GAIA benchmark score | [unknown] | 32.3% evidence-linkedas of Nov 7, 2024 ±5.3 confidence interval; default GPT-4o-2024-05-13 configuration. Source: arXiv 2411.04468 [evidence_linked] |
| WebArena score | [unknown] | 32.8% evidence-linkedas of Nov 7, 2024 ±3.2 confidence interval; default GPT-4o configuration. Source: arXiv 2411.04468 [evidence_linked] |
| AssistantBench accuracy | [unknown] | 25.3% evidence-linkedas of Nov 7, 2024 ±6.3; default GPT-4o-2024-05-13. Source: arXiv 2411.04468 [evidence_linked] |