Blocks.ai publishes this comparison and sells in this market. Every claim about another product links to a public source.
Alternatives to MuleSoft Agent Fabric
MuleSoft Agent Fabric
Control plane for agents, MCP servers, and APIs across platforms
Where MuleSoft Agent Fabric sits
Six layers of running AI agents at a company, and what MuleSoft Agent Fabric’s own public sources say it covers. Each alternative below gets the same six layers as a strip.
MuleSoft Agent Fabric
- Agents across organizations: Not publicly documented
How to read the strips
- 01Build agents
- 02Host and run agents
- 03Identity and access
- 04Registry and governance
- 05Traffic between agents, tools, and models
- 06Agents across organizations
- Offered
- Preview
- You build it
- Not included
- Not publicly documented
Agent control planes
4 alternatives
The group MuleSoft Agent Fabric sits in, so listed first.
Blocks.ai
Network for AI agents: a free public network, and a private network for each company
Where it sitsSource 3, Source 4, Source 5, Source 6, Source 7
- Build agents: Not included, Use LangChain or CrewAI
- Host and run agents: Not included, You run your agent
- Identity and access: Offered, Machine identity per agent
- Registry and governance: Offered, Private registry and Admin Console
- Traffic between agents, tools, and models: Offered, Private network for every agent
- Agents across organizations: Offered, Partners share only chosen agents
Blocks.ai is a network: a free public network, and a private network for each company.Source 6, Source 8 Blocks.ai doesn’t build or host agents, and doesn’t orchestrate them.Source 3, Source 4
Microsoft Agent 365
Microsoft 365 control plane to discover, manage, govern, and secure AI agents
Where it sitsSource 9, Source 10, Source 11, Source 12, Source 13
- Build agents: Not included, Use your chosen framework
- Host and run agents: Not included, You host your agent
- Identity and access: Offered, Entra Agent ID
- Registry and governance: Offered, Agent registry in admin center
- Traffic between agents, tools, and models: Preview, Tooling Gateway for MCP servers
- Agents across organizations: Not publicly documented
A Microsoft 365 service, licensed per user, that keeps agent identities in Microsoft Entra.Source 11, Source 14, Source 15 Its registry covers Microsoft and non-Microsoft agents; registry sync from platforms such as Amazon Bedrock is in preview.Source 16, Source 17
ServiceNow AI Control Tower
What ServiceNow calls a central hub to discover, secure, govern, observe, and measure AI
Where it sitsSource 18, Source 19, Source 20
- Build agents: Not publicly documented
- Host and run agents: Not publicly documented
- Identity and access: Offered, Scoped OAuth tokens (community docs)
- Registry and governance: Offered, AI inventory tied to CMDB
- Traffic between agents, tools, and models: Offered, AI Gateway (community docs)
- Agents across organizations: Not publicly documented
ServiceNow describes it as a central hub to discover, secure, govern, observe, and measure AI.Source 19 Its kill switch can contain a managed agent and revoke all of its active credentials across connected systems.Source 21, Source 22
Workday Agent System of Record
Workday system of record to find, add, register, configure, monitor, and manage AI agents
Where it sitsSource 23, Source 24, Source 25
- Build agents: Not publicly documented
- Host and run agents: Not publicly documented
- Identity and access: Offered, Agent System User per agent
- Registry and governance: Offered, Agent Registry in Management Hub
- Traffic between agents, tools, and models: Offered, Agent Gateway for Workday APIs
- Agents across organizations: Not publicly documented
A function set up in each Workday tenant to register and manage agents; each agent’s permissions come from Workday security policies and groups.Source 24, Source 26, Source 27 External agents are currently registered only through the ASOR API.Source 28
Gateways, identity, and security
4 alternatives
Cloudflare MCP server portals
Cloudflare One feature that puts MCP servers behind one governed endpoint
Where it sitsSource 29
- Build agents: Not publicly documented
- Host and run agents: Not publicly documented
- Identity and access: Offered, Identity provider or service token
- Registry and governance: Offered, Centrally managed MCP servers
- Traffic between agents, tools, and models: Offered, Proxy for MCP tool calls
- Agents across organizations: Not publicly documented
A portal that puts several MCP servers behind one endpoint; admins can choose which tools each portal exposes, and Access policies decide who connects.Source 29 Agent Fabric’s registry lists agents, MCP servers, and APIs.Source 2
Kong AI Gateway
Gateway that governs LLM, MCP, and agent-to-agent traffic
Where it sitsSource 30, Source 31, Source 32
- Build agents: Not publicly documented
- Host and run agents: Not publicly documented
- Identity and access: Offered, Per-agent allow or deny lists
- Registry and governance: Preview, Konnect Catalog agents
- Traffic between agents, tools, and models: Offered, Gateway for LLM, MCP, A2A
- Agents across organizations: Not publicly documented
A gateway for LLM, MCP, and A2A traffic that proxies to each agent at its own URL.Source 30, Source 33 Kong’s organization-wide agent inventory, in Konnect Catalog, is in beta and not for production use.Source 31
Okta for AI Agents
Okta offering that gives AI agents a first-class identity so organizations can discover, onboard, protect, and govern them
Where it sitsSource 34, Source 35, Source 36
- Build agents: Not publicly documented
- Host and run agents: Not publicly documented
- Identity and access: Offered, Agent identity and credentials
- Registry and governance: Offered, Universal Directory with human owners
- Traffic between agents, tools, and models: Preview, Agent Gateway for MCP tools
- Agents across organizations: Not publicly documented
Okta says it gives AI agents a first-class identity.Source 37 For agent-to-agent calls, Okta issues tokens scoped to one resource that expire automatically, checking its rules on every token request.Source 38
Zenity AI Agent Security & Governance Platform
Security and governance platform for AI agents, aimed at security teams
Where it sitsSource 39, Source 40
- Build agents: Not publicly documented
- Host and run agents: Not publicly documented
- Identity and access: Not publicly documented
- Registry and governance: Offered, AI Observability agent inventory
- Traffic between agents, tools, and models: Offered, Tool-call blocking for coding agents
- Agents across organizations: Not publicly documented
A security and governance platform that Zenity aims at security teams.Source 41, Source 42 It says it scans for agents, including ones on laptops, and its Runtime Boundaries can check agent actions against your rules in real time.Source 39, Source 43
Platforms to build and run agents
6 alternatives
Amazon Bedrock AgentCore
AWS platform for building, deploying, and operating AI agents
Where it sitsSource 44, Source 45, Source 46, Source 47, Source 48
- Build agents: Offered, Harness managed agent loop
- Host and run agents: Offered, AgentCore Runtime
- Identity and access: Offered, AgentCore Identity workload identities
- Registry and governance: Offered, AWS Agent Registry with approvals
- Traffic between agents, tools, and models: Offered, AgentCore Gateway
- Agents across organizations: Offered, Registry shared through AWS RAM
An AWS platform for building, deploying, and operating agents; AgentCore Runtime hosts them in a serverless environment.Source 44 Pricing is by use, with no minimum fee.Source 49
CrewAI AMP
Platform for deploying, monitoring, and scaling CrewAI crews and agents
Where it sitsSource 50, Source 51, Source 52, Source 53, Source 54, Source 55
- Build agents: Offered, Crew Studio visual editor
- Host and run agents: Offered, Managed infrastructure for crews
- Identity and access: Offered, Per-deployment allow lists
- Registry and governance: Offered, Agent Repositories
- Traffic between agents, tools, and models: Offered, Custom MCP server connections
- Agents across organizations: Preview, Public A2A agents
A platform for deploying, monitoring, and scaling CrewAI crews and flows.Source 51, Source 56 Crews are built in code or in Crew Studio and run on managed infrastructure; the Enterprise plan can also run in your own VPC.Source 51, Source 57
Gemini Enterprise Agent Platform
Google Cloud platform to build, deploy, govern, and optimize AI agents
Where it sitsSource 58, Source 59, Source 60, Source 61
- Build agents: Offered, Agent Studio low-code canvas
- Host and run agents: Offered, Agent Runtime
- Identity and access: Offered, SPIFFE-based Agent Identity
- Registry and governance: Offered, Agent Registry
- Traffic between agents, tools, and models: Offered, Agent Gateway
- Agents across organizations: Offered, Gateway calls to outside agents
Google Cloud’s platform to build, deploy, and govern agents; they can be designed in Agent Studio and run on Agent Runtime, billed by vCPU-hour and memory.Source 58, Source 59, Source 62, Source 63
IBM watsonx Orchestrate
Agent management platform to build, deploy, orchestrate, and govern AI agents
Where it sitsSource 64, Source 65, Source 66, Source 67, Source 68
- Build agents: Offered, Visual builder and ADK
- Host and run agents: Offered, Agents run on watsonx Orchestrate
- Identity and access: Preview, Agent identity
- Registry and governance: Offered, Agentic Control Plane
- Traffic between agents, tools, and models: Offered, A2A calls to agent endpoints
- Agents across organizations: Offered, Partner A2A agents in catalog
IBM calls it an agent management platform to build, deploy, orchestrate, and govern agents, offered as managed SaaS or on premises.Source 69, Source 70
LangSmith
Platform for observing, evaluating, and deploying agents
Where it sitsSource 71, Source 72, Source 73, Source 74, Source 75
- Build agents: Offered, Fleet agent builder
- Host and run agents: Offered, LangSmith Deployment runtime
- Identity and access: Offered, Fleet per-agent permissions
- Registry and governance: Offered, Centralized registry in Deployment
- Traffic between agents, tools, and models: Offered, Fleet forwards MCP tool calls
- Agents across organizations: Not publicly documented
LangChain describes it as a platform for observing, evaluating, and deploying agents.Source 76 Fleet builds agents without code, and LangSmith Deployment runs agents on Plus or above.Source 71, Source 72 Agent Fabric’s scanners can register agents from LangSmith.Source 77
n8n
Platform for AI agents and workflows you can see and control, built visually or with code
Where it sitsSource 78, Source 79, Source 80, Source 81
- Build agents: Offered, LangChain-based AI Agent node
- Host and run agents: Offered, Your infrastructure or n8n’s
- Identity and access: Not publicly documented
- Registry and governance: Preview, Agents stored in projects
- Traffic between agents, tools, and models: Offered, MCP client for external tools
- Agents across organizations: Not publicly documented
n8n says you build AI agents and workflows in it, visually or with code, on n8n Cloud or self-hosted.Source 79, Source 82 Self-hosted, its Community edition is free.Source 83 Agent Fabric’s scanners register agents found on supported platforms.Source 2
Build it yourself
1 alternative
Not a product: your own team assembles the pieces.
Build it yourself (DIY)
Building agent connections and controls in-house from open protocols, existing infrastructure, and open-source tools
Where it sitsSource 84, Source 85, Source 86, Source 87, Source 88, Source 89
- Build agents: You build it, Open-source frameworks like ADK
- Host and run agents: You build it, Self-hosted, like LangGraph
- Identity and access: You build it, Your own identity provider
- Registry and governance: You build it, Your own agent registry
- Traffic between agents, tools, and models: You build it, Your gateway and service mesh
- Agents across organizations: You build it, A2A with API management
Your team governs agents on open protocols such as A2A, which prescribes no standard API for curated registries and leaves authorization logic to each implementation.Source 87, Source 90 Uber says it built its own MCP registry and gateway.Source 88
Questions buyers ask
Does MuleSoft Agent Fabric keep a registry of every agent?
Agent Registry is a single inventory of agents, MCP servers, and APIs, whichever platform built them.Source 2 Scanners register what they find on supported platforms, at most once a day; other agents can be registered by hand from an agent card file, without a connection check.Source 2, Source 91, Source 92
How is MuleSoft Agent Fabric priced?
MuleSoft packages start at $2,000 a month, billed annually, with usage metered in Mule Credits.Source 93, Source 94 MuleSoft lists its Agent Fabric package with “Contact sales” and no published price.Source 93 MuleSoft’s 30-day free trial includes the full portfolio; whether that covers Agent Fabric isn’t publicly documented.Source 93
Can MuleSoft Agent Fabric manage agents built elsewhere?
MuleSoft says Agent Fabric lets you apply control to agents whoever built them and wherever they run, without rebuilding or instrumenting them.Source 95 Its brokers orchestrate only A2A-compliant agents; an A2A bridge presents Agentforce agents as compliant, and one for Microsoft Copilot Studio is planned.Source 1, Source 2, Source 96
How we compare
Read the full methodEvery claim on this page links to a public source. Where none answers a question, the page says so.
We re-check every fact at least every 90 days. This page was last checked .
Something wrong or out of date? Tell us and we’ll correct it.
Sources
99 public sources, each with the date we checked it. Every one opens in a new tab.
Source 3: Why Blocks? Back:ab
Source 8: Pricing Back:ab
Source 9: Agent 365 SDK frequently asked questions | Microsoft Learn Back to text
Source 10: Microsoft Agent 365 SDK overview | Microsoft Learn Back to text
Source 12: Agent Registry in Microsoft 365 admin center - Microsoft 365 admin | Microsoft Learn Back to text
Source 13: Bring your own (BYO) MCP server in Microsoft 365 admin center - Microsoft 365 admin | Microsoft Learn Back to text
Source 14: Microsoft Agent 365 - Service Descriptions | Microsoft Learn Back to text
Source 16: Agent Registry convergence with Microsoft Agent 365 | Microsoft Learn Back to text
Source 17: Choose an Agent 365 Integration Option | Microsoft Learn Back to text
Source 18: What's new in AI Gateway v3.4 - September 2026 release (ServiceNow Community, AI Control Tower articles) Back to text
Source 19: AI Control Tower - ServiceNow (product page) Back:ab
Source 20: AI Gateway Implementation Guide (ServiceNow Community, AI Control Tower articles) Back to text
Source 21: AI agent containment using kill switch protocol manually (ServiceNow product documentation, Australia release) Back to text
Source 22: Deactivate a managed AI agent (ServiceNow product documentation, Australia release) Back to text
Source 23: Concept: Agent Security (Workday Administrator Guide) Back to text
Source 24: About Workday Agents (Workday Administrator Guide) Back:ab
Source 25: Concept: Workday Agent Gateway (Workday Administrator Guide) Back to text
Source 26: Set Up Agent System of Record (Workday Administrator Guide) Back to text
Source 27: Setup Considerations: Agent Security (Workday Administrator Guide) Back to text
Source 28: Register External Agents (Workday Administrator Guide) Back to text
Source 34: Add AI agents manually (Okta Help Center) Back to text
Source 37: Okta brings first-class identity to AI agents with Agent SSO Back to text
Source 38: Agent-to-agent connections (Okta Help Center) Back to text
Source 39: AI Observability | See Every Agent, Know What it Touches | Zenity Back:ab
Source 42: Platform | AI Agent Security & Governance Platform | Zenity Back to text
Source 43: Runtime Boundaries | The Runtime Boundary for Autonomous AI | Zenity Back to text
Source 44: Overview - Amazon Bedrock AgentCore (Developer Guide) Back:ab
Source 45: Provide identity and credential management for agent applications with Amazon Bedrock AgentCore Identity Back to text
Source 46: AWS Agent Registry: Discover and manage agents, tools, and resources Back to text
Source 47: HTTP passthrough targets - AgentCore Gateway Back to text
Source 48: Sharing a registry across accounts with AWS RAM Back to text
Source 62: Gemini Enterprise Agent Platform (formerly Vertex AI) Back to text
Source 63: Gemini Enterprise Agent Platform pricing Back to text
Source 64: AI Agent Builder | IBM watsonx Orchestrate Back to text
Source 65: Welcome to IBM watsonx Orchestrate Agent Development Kit Back to text
Source 67: AI Agent Control Plane | IBM watsonx Orchestrate Back to text
Source 70: Regional availability and outbound IP addresses Back to text
Source 76: LangSmith: The Agent Engineering Platform Back to text
Source 77: Adding a Scanner for LangChain LangSmith Back to text
Source 85: langchain-ai/langgraph README (GitHub) Back to text
Source 86: Integrating with Model Context Protocol (MCP) - Keycloak Back to text
Source 88: Designing MCP Gateway Uber's MCP Management Platform - Uber Blog Back:ab
Source 90: Agent2Agent (A2A) Protocol Specification Back to text
Source 91: Discovering and Cataloging External Services with Scanners Back to text
Source 93: MuleSoft Pricing | Plans From $2,000 a Month Back:abc
Source 94: Understand Mule Credits Usage and Rates Back to text
Source 95: See Every Agent. Govern Every Agent. Control AI Costs. (mulesoft.com home page) Back to text