Orchestration

Google ADK

NEEDS APPROVAL

84

Trust score

Google's open-source Agent Development Kit excels in multi-agent orchestration with strong docs and Google Cloud integration, ideal for production agent systems despite limited independent performance benchmarks.

AWS Strands Agents

84

Trust score

AWS-backed open-source agent SDK with strong MCP/protocol support and production maturity via AWS integrations, tempered by nascent docs and limited non-AWS ecosystem ties.

Inngest

NEEDS APPROVAL

82

Trust score

Event-driven workflow platform for running durable, retriable background functions in serverless environments. Supports step functions with automatic retries, fan-out, and sleep-until patterns — well suited for multi-step AI pipelines. SDKs for TypeScript/JavaScript and Python; integrates with Next.js, Vercel, and AWS Lambda.

Pydantic AI

FULL AUTO

82

Trust score

Type-safe Python agent framework excels in structured outputs and tools but held back by recent SSRF vulnerability and sparse operational documentation.

LangGraph

FULL AUTO

82

Trust score

The standard-bearer for stateful agent orchestration with deep ecosystem integration, held back by security gaps and operational reliability concerns.

LangChain

80

Trust score

LangChain excels as an agent system with massive ecosystem and reliability, tempered by OSS vuln history.

Trigger.dev

NEEDS APPROVAL

79

Trust score

Open-source background jobs and workflow platform that runs TypeScript/JavaScript tasks with durable execution, retries, and real-time logging. Designed for long-running AI tasks that exceed serverless timeout limits; supports scheduled jobs and event triggers. Self-hostable or available via Trigger.dev Cloud.

Semantic Kernel

FULL AUTO

78

Trust score

Microsoft-backed enterprise-ready agent orchestration SDK with strong tool calling and docs but lacks performance data and direct competitor integrations.

Agno

FULL AUTO

78

Trust score

Agno excels as a high-performance, privacy-focused open-source agent framework with strong MCP support and production runtime, ideal for self-hosted multi-agent systems.

OpenAI Agents SDK

FULL AUTO

77

Trust score

Official OpenAI lightweight agent framework with strong docs and MCP support but limited evidence on performance and advanced security features.

CAMEL

NEEDS APPROVAL

75

Trust score

Robust open-source multi-agent framework with strong docs and MCP/tool support, ideal for research and local agent systems but lacks hosted reliability metrics.

Mastra

HUMAN IN LOOP

74

Trust score

Mastra is a robust open-source TypeScript agent framework with excellent docs and API support, but lacks visible operational reliability features like status pages.

AutoGen

FULL AUTO

73

Trust score

Robust open-source multi-agent framework backed by Microsoft with excellent tooling but limited operational maturity for production API use.

ControlFlow

67

Trust score

A Python framework for building agentic AI pipelines where tasks are the primary unit — not agents. Agents in ControlFlow are assigned to tasks (not the other way around), enabling multiple specialized agents to collaborate on a workflow while a Python orchestration layer maintains control. Built on Prefect for task state management and Marvin for AI primitives. The workflow-first model makes agent behavior more predictable and auditable than open-ended agent loops.

AutoGPT

HUMAN IN LOOP

66

Trust score

Open-source agent platform with active development but lacks enterprise-grade API structure, security docs, and interop standards; recent CVE warrants caution for production use.

Swarm

FULL AUTO

63

Trust score

Experimental OpenAI framework offers strong basics for lightweight agent orchestration but deprecated for production with lacking enterprise features.

CrewAI

NEEDS APPROVAL

62

Trust score

CrewAI excels as an open-source agent orchestration framework with strong docs and adoption but shows agent readiness gaps and a recent security incident.

MetaGPT

NEEDS APPROVAL

61

Trust score

Powerful open-source multi-agent framework excels in code generation demos but lacks enterprise API readiness, security docs, and formal interop standards.

OpenClaw

NEEDS APPROVAL

60

Trust score

Explosive open-source agent system with strong tooling and rapid fixes undermined by recent high-profile vulnerabilities and misconfig risks.

SuperAGI

FULL AUTO

49

Trust score

Promising open-source agent framework with solid community but early-stage maturity, lacking detailed API specs and recent security concerns limit production readiness.