Framework-Vergleich
JamJet vs LangGraph vs CrewAI vs AutoGen — Feature-Matrix über Execution, Durability, Observability, Eval und Scale.
Zuletzt aktualisiert: 2026-03-08 · JamJet v0.1.1 · Korrekturen willkommen
✓ Integriert⚙ Über Plugin~ Teilweise— Nicht unterstützt… In Bearbeitung
| Feature | JamJet | LangGraph | CrewAI | AutoGen |
|---|
| Graph-basierter Workflow | ✓ | ✓ | ~ Sequenziell/hierarchisch | ✓ |
| Asynchrone Ausführung | ✓ | ✓ | ✓ | ✓ |
| Lokaler In-Process-Runner | ✓ | ✓ | ✓ | ✓ |
| Typisierter State | ✓ Pydantic | ~ TypedDict | — Dict | ~ Dict |
| State-Validierung bei jedem Schritt | ✓ | — | — | — |
| Bedingte Weiterleitung | ✓ Inline-Prädikate | ✓ Edge-Funktionen | ~ Prozesstyp | ✓ |
| Parallele Zweige | ✓ type: parallel | ✓ | — | ✓ |
| Zyklen-/Schleifen-Unterstützung | ✓ | ✓ | ~ | ✓ |
| Feature | JamJet | LangGraph | CrewAI | AutoGen |
|---|
| Dauerhafte Ausführung (Absturz-Wiederherstellung) | ✓ Rust-Runtime | ⚙ Checkpointers | — | — |
| Event Sourcing | ✓ Nativ | — | — | — |
| Automatischer Retry mit Backoff | ✓ YAML-Konfiguration | ⚙ Manuell | ⚙ Manuell | ⚙ Manuell |
| Human-in-the-Loop / Pause | ✓ type: wait | ✓ interrupt_before | — | ~ |
| Fortsetzen von beliebigem Checkpoint | ✓ | ⚙ Erfordert Saver | — | — |
| Timeout pro Schritt | ✓ | ~ | — | ~ |
| Feature | JamJet | LangGraph | CrewAI | AutoGen |
|---|
| Strukturiertes Event-Log | ✓ Pro-Schritt-Events | ~ Callbacks | ~ Verbose-Text | ~ |
| CLI zur Ausführungsinspektion | ✓ jamjet inspect | — | — | — |
| Event-Timeline | ✓ | — | — | — |
| OpenTelemetry-Tracing | … | ⚙ LangSmith | ⚙ | — |
| Time-Travel-Debugging | … | — | — | — |
| Feature | JamJet | LangGraph | CrewAI | AutoGen |
|---|
| MCP-Client (beliebige MCP-Server nutzen) | ✓ Nativ | ⚙ Via Adapter | ⚙ Via Adapter | ⚙ Via Adapter |
| MCP-Server (eigene Tools bereitstellen) | … | — | — | — |
| A2A-Cross-Agent-Calls | ✓ Client + Server | — | — | — |
| OpenAI Function Calling | ✓ | ✓ | ✓ | ✓ |
| Custom Python Tools | ✓ @tool-Decorator | ✓ | ✓ | ✓ |
| Tool-Retry bei Fehler | ✓ Node-Level-Config | ⚙ Manuell | ⚙ Manuell | ⚙ Manuell |
| Feature | JamJet | LangGraph | CrewAI | AutoGen |
|---|
| Integriertes Eval-Harness | ✓ | — | — | — |
| LLM-as-Judge-Scoring | ✓ LlmJudgeScorer | — | — | — |
| Assertion-Scoring | ✓ AssertionScorer | — | — | — |
| Latenz-Budgets | ✓ LatencyScorer | — | — | — |
| Kosten-Budgets | ✓ CostScorer | — | — | — |
| Dataset-Format (JSONL) | ✓ | — | — | — |
| CI-Exit-Code bei Regression | ✓ --fail-under | — | — | — |
| Eval als Workflow-Node | ✓ type: eval | — | — | — |
| Feature | JamJet | LangGraph | CrewAI | AutoGen |
|---|
| YAML-Workflow-Authoring | ✓ | — | — | — |
| Python-Decorator-API | ✓ @wf.step | ✓ | ✓ | ✓ |
| Projektvorlagen | ✓ jamjet init --template | — | — | — |
| Lokaler Dev-Server | ✓ jamjet dev | — | — | — |
| Workflow-Validierung CLI | ✓ jamjet validate | — | — | — |
| Multi-Modell-Support | ✓ Beliebige OpenAI-kompatible Modelle | ✓ | ✓ | ✓ |
| Lokale Modelle (Ollama, etc.) | ✓ | ✓ | ✓ | ✓ |
| Feature | JamJet | LangGraph | CrewAI | AutoGen |
|---|
| Runtime-Sprache | Rust | Python | Python | Python |
| Polyglot SDK | Python (TS …) | Python, JS | Python | Python, .NET |
| Kubernetes-ready | ✓ Stateless Binary | ⚙ | ⚙ | ⚙ |
| Managed Cloud Offering | … | ✓ LangGraph Cloud | — | — |
| Open Source | ✓ Apache-2.0 | ✓ MIT | ✓ MIT | ✓ CC-BY-4 |
Hinweis:
Siehe Benchmarks für gemessene Latenzvergleiche mit Methodik und Rohergebnissen. Migrations-Guides: von LangGraph, von CrewAI, von OpenAI SDK.