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Frameworks

57 toolsAvg score 72

Orchestration frameworks and SDKs for building, deploying, and managing production agent pipelines with composable primitives.

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We only list tools that meet minimum quality standards.

57 tools

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Google Vertex AI Agent Builder logo

Google Vertex AI Agent Builder

FrameworkNEEDS APPROVAL
86
Trust score

Google Cloud platform for building and deploying AI agents with support for A2A protocol and agent-to-agent communication patterns.

AGENT
85
TRUST
92
INTEROP
85
SECURE
92
DOCS
75
Verified Mar 2026MCPA2AREST
View details →
AWS Bedrock Agents logo

AWS Bedrock Agents

FrameworkNEEDS APPROVAL
86
Trust score

Managed AWS runtime for orchestrating LLM agents, tool calls, memory, and guardrails inside Bedrock workloads.

AGENT
92
TRUST
95
INTEROP
85
SECURE
95
DOCS
65
Verified Mar 2026MCPA2AREST
View details →
Strands Agents (AWS) logo

Strands Agents (AWS)

FrameworkNEEDS APPROVAL
84
Trust score

AWS's open-source agent SDK. Production-tested at Amazon scale. Strong integration with AWS services.

AGENT
92
TRUST
85
INTEROP
85
SECURE
85
DOCS
75
ReAct pattern can skip policy checks if not carefully configuredLLM-based argument parsing adds latency on complex parameters+1 more
Verified Mar 2026MCPA2AREST
View details →
AgentKit (Coinbase) logo

AgentKit (Coinbase)

FrameworkFULL AUTO
83
Trust score

Coinbase's framework for onchain agents. Wallet operations, DeFi transactions, blockchain queries.

AGENT
92
TRUST
85
INTEROP
85
SECURE
72
DOCS
82
Verified Mar 2026MCPREST
View details →
Microsoft Semantic Kernel Agent Framework logo

Microsoft Semantic Kernel Agent Framework

FrameworkFULL AUTO
83
Trust score

A multi-language orchestration platform supporting .NET, Python, and Java for building production-grade agent systems with skill-based planning and Azure AI integration.

AGENT
88
TRUST
85
INTEROP
82
SECURE
75
DOCS
85
authentication-errors-with-invalid-api-keysmodel-availability-issues
Verified Mar 2026MCPA2AREST
View details →
CAMEL-AI logo

CAMEL-AI

FrameworkFULL AUTO
82
Trust score

Open-source multi-agent framework from CAMEL-AI.org that supports role-playing between AI agents to solve tasks collaboratively. Provides pre-built society simulations, tool-use agents, and a modular architecture for building custom multi-agent systems. Research-oriented with academic paper backing and an active community.

AGENT
82
TRUST
65
INTEROP
85
SECURE
92
DOCS
85
Verified Apr 2026MCP
View details →
ZenML logo

ZenML

FrameworkHUMAN IN LOOP
82
Trust score

An MLOps framework for orchestrating LLM workflows and agent pipelines with production-grade features for deployment and monitoring.

AGENT
82
TRUST
75
INTEROP
85
SECURE
85
DOCS
85
permission-model-friction-for-frequent-operationsreal-world-reliability-validation-gaps-in-diverse-environments
Verified Mar 2026MCPREST
View details →
Vercel AI SDK logo

Vercel AI SDK

FrameworkFULL AUTO
82
Trust score

The de facto TypeScript SDK for building AI-powered web applications. Provides unified abstractions for streaming text, structured output, tool use, and multi-modal I/O across OpenAI, Anthropic, Google, and 20+ other providers. The onMessage/useChat hooks and streamText API are the standard interface for React + Next.js AI apps. Supports parallel tool calls, multi-step agentic loops, and image/file inputs. The provider abstraction means switching models doesn't require rewriting tool definitions.

AGENT
82
TRUST
85
INTEROP
85
SECURE
75
DOCS
82
Verified Mar 2026MCPREST
View details →
Prefect + ControlFlow logo

Prefect + ControlFlow

FrameworkHUMAN IN LOOP
82
Trust score

A combination of Prefect workflow orchestration with ControlFlow extension for orchestrating LLM agents with production-grade features like scheduling, retries, and observability.

AGENT
92
TRUST
82
INTEROP
82
SECURE
82
DOCS
72
Verified Mar 2026MCPREST
View details →
Google Agent Development Kit logo

Google Agent Development Kit

FrameworkFULL AUTO
82
Trust score

An SDK for building agents with Vertex AI integration, A2A protocol support, and Gemini model access for enterprise deployment.

AGENT
85
TRUST
88
INTEROP
90
SECURE
82
DOCS
65
Verified Mar 2026MCPA2AREST
View details →
Anthropic Prompt Caching logo

Anthropic Prompt Caching

FrameworkFULL AUTO
82
Trust score

A framework for building agents with Claude that supports prompt caching for efficient multi-turn conversations and agent memory.

AGENT
92
TRUST
88
INTEROP
72
SECURE
65
DOCS
92
cache miss on single character changeexact prefix matching required+1 more
Verified Mar 2026REST
View details →
Anthropic Model Context Protocol logo

Anthropic Model Context Protocol

FrameworkFULL AUTO
82
Trust score

An open protocol enabling agents to securely interact with external tools and data sources through standardized client-server communication.

AGENT
92
TRUST
85
INTEROP
85
SECURE
75
DOCS
75
Verified Mar 2026MCP
View details →
UiPath Agentic Automation Platform logo

UiPath Agentic Automation Platform

FrameworkFULL AUTO
81
Trust score

An enterprise platform combining AI agents, Maestro orchestration with BPMN-based workflow modeling, and process intelligence for coordinating agents, RPA bots, and human reviewers.

AGENT
85
TRUST
85
INTEROP
85
SECURE
85
DOCS
65
Verified Mar 2026MCPREST
View details →
Zapier Agents logo

Zapier Agents

FrameworkFULL AUTO
81
Trust score

A visual, low-code platform for building agent workflows with integration to thousands of applications and APIs.

AGENT
65
TRUST
92
INTEROP
90
SECURE
85
DOCS
72
activity limits exceeded (e.g., 400/mo free, 1500/mo pro)
Verified Mar 2026MCP
View details →
Cognee logo

Cognee

FrameworkFULL AUTO
80
Trust score

Knowledge graph memory for agents. Stores and retrieves structured agent memories efficiently.

AGENT
85
TRUST
72
INTEROP
85
SECURE
75
DOCS
85
StaleMCP
View details →
Letta logo

Letta

FrameworkFULL AUTO
80
Trust score

Letta (formerly MemGPT) provides stateful agents with long-term memory management for extended conversations and tasks. It enables persistent multi-turn interactions across sessions.

AGENT
92
TRUST
65
INTEROP
75
SECURE
85
DOCS
85
Verified Mar 2026REST
View details →
Anima logo

Anima

Framework
79
Trust score

Figma's official Dev Mode partner with 1.5M+ Figma installs. Bidirectional Storybook sync — changes in Figma propagate to Storybook and vice versa. IBM invested February 2026. Two modes: one-click generation for rapid prototyping, step-by-step for production code with component mapping. Web-only output (no mobile). The bridge for teams that want Figma → Storybook → production code with design system consistency throughout.

AGENT
82
TRUST
85
INTEROP
80
SECURE
62
DOCS
85
AI hallucinations requiring manual error correction via chained prompts
Verified Mar 2026MCP
View details →
StackAI logo

StackAI

FrameworkNEEDS APPROVAL
79
Trust score

An enterprise-focused platform for building AI agents with compliance and security features for regulated industries.

AGENT
85
TRUST
85
INTEROP
85
SECURE
82
DOCS
60
Verified Mar 2026MCPREST
View details →
Azure AI Agent Service logo

Azure AI Agent Service

FrameworkNEEDS APPROVAL
79
Trust score

A fully managed Azure service providing enterprise security, compliance, and Microsoft 365 integration for agent deployment.

AGENT
75
TRUST
92
INTEROP
90
SECURE
92
DOCS
45
Verified Mar 2026MCPA2AREST
View details →
AutoGen Framework logo

AutoGen Framework

FrameworkFULL AUTO
79
Trust score

The underlying framework powering Microsoft AutoGen agents. Conversation patterns, tool integration.

AGENT
92
TRUST
82
INTEROP
65
SECURE
82
DOCS
75
stalls requiring human interventionsession timeouts in distributed runtimes
Verified Mar 2026MCP
View details →
Smolagents logo

Smolagents

FrameworkFULL AUTO
78
Trust score

Smolagents offers minimal code patterns for building agentic workflows with tool calling and state management. It emphasizes simplicity for rapid prototyping of multi-step agent tasks.

AGENT
82
TRUST
75
INTEROP
75
SECURE
72
DOCS
85
Verified Mar 2026MCP
View details →
Weights & Biases Weave logo

Weights & Biases Weave

FrameworkNEEDS APPROVAL
77
Trust score

LLM application tracing and evaluation toolkit integrated with experiment tracking workflows.

AGENT
85
TRUST
82
INTEROP
70
SECURE
75
DOCS
72
Verified Mar 2026REST
View details →
Payman AI logo

Payman AI

FrameworkNEEDS APPROVAL
76
Trust score

Agent payment infrastructure for authorizing, routing, and auditing automated transaction flows.

AGENT
90
TRUST
75
INTEROP
90
SECURE
85
DOCS
40
Verified Mar 2026MCPREST
View details →
Spring AI logo

Spring AI

FrameworkFULL AUTO
76
Trust score

AI integration framework for Java/Spring. Enterprise Java ecosystem integration for LLM applications.

AGENT
82
TRUST
75
INTEROP
85
SECURE
65
DOCS
72
Verified Mar 2026MCPREST
View details →
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