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CrewAI AMP vs MuleSoft Agent Fabric

CrewAI AMP

Platform for deploying, monitoring, and scaling CrewAI crews and agents

MuleSoft Agent Fabric

Control plane for agents, MCP servers, and APIs across platforms

Short answer

CrewAI AMP is CrewAI’s platform for deploying, monitoring, and scaling crews and flows built with CrewAI, while MuleSoft Agent Fabric is a control plane for agents, MCP servers, and APIs across platforms.⁠Source 1, Source 2, Source 3 AMP runs crews on managed infrastructure; Agent Fabric registers agents from supported platforms and puts a policy gateway in managed agents’ request path.⁠Source 1, Source 4

By Blocks.ai teamLast checked

Where each one sits

Six layers of running AI agents at a company, and what each product’s own public sources say it covers.

These aren’t the same kind of product

Where they overlap
Both catalog agents and control who can use them: AMP with Agent Repositories of agent definitions and, on Enterprise, role-based access; Agent Fabric with Agent Registry and Omni Gateway.⁠Source 4, Source 5, Source 6, Source 7
Where they differ
With AMP, teams build and run CrewAI crews.⁠Source 1 MuleSoft says Agent Fabric applies control to agents wherever they run, and Salesforce’s separate Agentforce is for building agents within Salesforce.⁠Source 8
Running both
AMP can connect to your own MCP servers if they are internet-reachable and support Streamable HTTP.⁠Source 9 MuleSoft’s MCP Connector can run an MCP server in Mule over Streamable HTTP.⁠Source 4
Public sources · checked 2 October 2026
  • Offered
  • Preview
  • Not publicly documented

CrewAI AMP

  • Build agents: OfferedCrew Studio visual editor⁠Source 10
  • Host and run agents: OfferedManaged infrastructure for crews⁠Source 1
  • Identity and access: OfferedPer-deployment allow lists⁠Source 7
  • Registry and governance: OfferedAgent Repositories⁠Source 5
  • Traffic between agents, tools, and models: OfferedCustom MCP server connections⁠Source 9
  • Agents across organizations: PreviewPublic A2A agents⁠Source 11

MuleSoft Agent Fabric

  • Build agents: OfferedAgent brokers in Agent Script⁠Source 4
  • Host and run agents: OfferedAgent brokers on CloudHub 2.0⁠Source 4
  • Identity and access: OfferedOmni Gateway authentication and authorization⁠Source 4
  • Registry and governance: OfferedAgent Registry in Anypoint Exchange⁠Source 4
  • Traffic between agents, tools, and models: OfferedOmni Gateway in request path⁠Source 4
  • Agents across organizations: Not publicly documented

At a glance

TopicCrewAI AMPMuleSoft Agent Fabric
Builds and runs agentsBuild crews in code or in Crew Studio, then deploy them to managed infrastructure.⁠Source 1, Source 10Agent brokers, defined in Agent Script, run on CloudHub 2.0 or Runtime Fabric.⁠Source 4 MuleSoft says Salesforce’s separate Agentforce is for building end-to-end agents within Salesforce.⁠Source 8
Agents it coversCrewAI Crews and Flows, deployed as automations.⁠Source 2 AMP’s docs don’t describe deploying agents built with other frameworks.Agents, MCP servers, and APIs, whatever platform built them.⁠Source 4 Scanners register what they find on supported platforms; agents can also be registered by uploading an agent card.⁠Source 4, Source 12
Access controlThe Enterprise plan lists role-based access control and SSO.⁠Source 6 Role-based access can make a deployment private to allow-listed users and roles.⁠Source 7Omni Gateway, in managed agents’ request path, can require authentication and authorization and limit which tools and APIs an agent can call.⁠Source 4
Where it runsOn managed infrastructure.⁠Source 1 The Enterprise plan can run on CrewAI’s cloud, your own VPC, or your own infrastructure.⁠Source 6Agent Fabric runs on MuleSoft-hosted Anypoint Platform control planes in supported geographies.⁠Source 13 Omni Gateway can be managed or self-managed.⁠Source 3
Pricing modelBasic is free, with 50 workflow executions a month.⁠Source 6 Enterprise is custom-priced.⁠Source 6MuleSoft packages start at $2,000 a month, billed annually, with usage metered in Mule Credits.⁠Source 14 MuleSoft lists the Agent Fabric package with no price: contact sales.⁠Source 14

What each one is

CrewAI AMP

CrewAI AMP is CrewAI’s platform for deploying, monitoring, and scaling crews and agents in production, extending its open-source framework.⁠Source 1 Crews are built in code, or in Crew Studio with natural language and a visual editor.⁠Source 1, Source 10 CrewAI’s October 2025 launch post called it CrewAI AOP.⁠Source 15

MuleSoft Agent Fabric

MuleSoft Agent Fabric is an AI control plane for agents, MCP servers, and APIs across platforms.⁠Source 3 Its registry catalogs agents in Anypoint Exchange, Omni Gateway enforces policy in managed agents’ request path, and agent brokers orchestrate A2A-compliant agents.⁠Source 4, Source 16, Source 17 MuleSoft says it is generally available.⁠Source 8

The differences that matter

  1. Building and running agents

    CrewAI AMP

    Teams build crews in code or in Crew Studio, then deploy and monitor them on managed infrastructure.⁠Source 1

    MuleSoft Agent Fabric

    MuleSoft says Salesforce’s separate Agentforce builds end-to-end agents within Salesforce; Agent Fabric’s brokers, in Agent Script, run on CloudHub 2.0 or Runtime Fabric.⁠Source 4, Source 8

  2. Agents from other platforms

    CrewAI AMP

    AMP deploys CrewAI Crews and Flows.⁠Source 2 CrewAI agents can delegate tasks to remote A2A agents by URL.⁠Source 18

    MuleSoft Agent Fabric

    Scanners register agents, APIs, and MCP servers they find on supported platforms; agents they miss can be registered by uploading an agent card.⁠Source 4, Source 8, Source 12

    AMP’s docs don’t describe deploying agents built with other frameworks. Agent Fabric’s brokers orchestrate only A2A-compliant agents.⁠Source 4

  3. Where the platform runs

    CrewAI AMP

    The Enterprise plan can run on CrewAI’s cloud, your own VPC, or your own infrastructure.⁠Source 6

    MuleSoft Agent Fabric

    Agent Fabric runs on MuleSoft-hosted regional control planes; Omni Gateway can be self-managed in a data center or on GKE, EKS, or AKS.⁠Source 13, Source 19

    A self-hosted Agent Fabric control plane is not publicly documented, and neither are CrewAI’s data residency commitments.

For security teams

What a security review asks, answered from each vendor’s public documentation.

TopicCrewAI AMPMuleSoft Agent Fabric
Network exposureA deployed crew’s API is protected by a bearer token.⁠Source 20 Custom MCP servers AMP connects to must be internet-reachable.⁠Source 9Omni Gateway sits in managed agents’ request path; agent-network ingress gateways get a public endpoint, egress gateways none.⁠Source 4, Source 21
IdentityEnterprise lists role-based access control and SSO with Microsoft Entra or Okta.⁠Source 6 Per-agent identity is not publicly documented.Rogue-agent detection needs agents set up as service identities in your IdP.⁠Source 3, Source 22 A gateway policy supports OAuth 2.0 Token Exchange.⁠Source 23
Access changes and revocationOn Enterprise, a role permission allows deleting an automation.⁠Source 6, Source 7 Revoking a Platform API service account (beta) disables it immediately.⁠Source 24, Source 25After review, quarantine stops a flagged agent from acting and blocks it at model proxies with the Kill Switch policy.⁠Source 22
Audit trailExecution traces, exportable to your own OpenTelemetry collector.⁠Source 26, Source 27 AMP’s docs don’t describe a platform-wide audit log of admin events.Anypoint audit logs are kept a year by default.⁠Source 28 Quarantine actions are logged with the agent instance, user, and timestamp.⁠Source 22
ComplianceCrewAI says it maintains a SOC 2 Type 2 certified security program.⁠Source 29MuleSoft says Anypoint Platform is certified to ISO 27001, SOC 2, PCI DSS, and HIPAA; Agent Fabric isn’t named.⁠Source 30

Full comparison

18 criteria in five groups. Every cell links to its source, or says no public source answers it.

CrewAI AMP and MuleSoft Agent Fabric compared on 18 criteria
CrewAI AMPMuleSoft Agent Fabric
What it is
What it is and who it’s forCrewAI’s Agent Management Platform for deploying, monitoring, and scaling crews and agents in production.⁠Source 1 It extends CrewAI’s open-source framework.⁠Source 1An AI control plane for agents, MCP servers, and APIs across platforms.⁠Source 3 MuleSoft says it discovers, governs, orchestrates, and observes agents.⁠Source 31
MaturityCrewAI’s platform took the AMP name in October 2025.⁠Source 15, Source 32 The Platform API is in beta.⁠Source 25MuleSoft says it is generally available, with new capabilities each month.⁠Source 8 Its first release note is dated 3 October 2025.⁠Source 17
Control
Agent registry and discoveryAgent Repositories, on both plans, let an organization store, share, and reuse agent definitions.⁠Source 5, Source 6 Automations is the operations hub for deployed crews.⁠Source 33One inventory of agents, MCP servers, and APIs.⁠Source 4 Scanners register what they find on supported platforms; agents can also come from an uploaded agent card.⁠Source 4, Source 12
Identity and access controlEnterprise lists role-based access control, which can make a deployment private to allow-listed users and roles, and SSO with Microsoft Entra or Okta.⁠Source 6, Source 7Omni Gateway can require authentication and authorization and limit which tools and APIs an agent can call.⁠Source 4 User roles come from Anypoint access management.⁠Source 3
Ownership, policy, and revocationOn Enterprise, custom roles can set most features to Manage, Read, or No access.⁠Source 6, Source 7 On both plans, flows can pause for human review.⁠Source 6, Source 34Governance strategies set access, data privacy, cost, and compliance rules once for agents, APIs, and MCP servers in scope, and can block or flag noncompliance.⁠Source 4
Audit log and observabilityExecution traces from inputs to outputs, with OpenTelemetry export to your own collector.⁠Source 26, Source 27 AMP’s docs don’t describe a platform-wide audit log of admin events.Anypoint audit log, kept a year by default; Omni Gateway can keep a traffic audit trail.⁠Source 4, Source 28 Agent Visualizer shows live request flows.⁠Source 4
Connection
How agents connectCrews run on managed infrastructure, and a crew’s API is protected by a bearer token.⁠Source 1, Source 20 Custom MCP servers must be reachable from the internet.⁠Source 9Omni Gateway sits in each managed instance’s request path.⁠Source 4 An agent network needs at least one Managed Omni Gateway, which can handle both ingress and egress.⁠Source 35
Agents across organizationsCrewAI agents can delegate tasks to remote A2A agents by URL.⁠Source 18 A way for another organization to bring in its own agents isn’t publicly documented.An egress gateway enforces policy on agent networks’ calls to agents outside the network.⁠Source 21 Partner-held access controls: not publicly documented.
Protocol supportCrewAI agents can act as A2A clients and servers; A2A server agents on AMP are in preview.⁠Source 11, Source 18 AMP can connect to MCP servers and offers Export as MCP.⁠Source 9, Source 33Omni Gateway supports MCP and A2A.⁠Source 36 Connectors run MCP or A2A servers and clients in Mule apps; MCP Bridge turns an API into an MCP server.⁠Source 4
Frameworks, models, and clouds supportedDeploys CrewAI Crews and Flows.⁠Source 2 Crew Studio source downloads as a ZIP for work in code.⁠Source 10 AMP’s docs don’t describe deploying other frameworks’ agents.MuleSoft calls it vendor agnostic and says its scanners cover Amazon, Google, Microsoft, Databricks, and more.⁠Source 8, Source 31 Brokers orchestrate only A2A-compliant agents.⁠Source 4
Operations
Deployment options and data residencyThe Enterprise plan can run on CrewAI’s cloud, your own VPC, or your own infrastructure.⁠Source 6 Data residency commitments are not publicly documented.Agent Fabric runs on MuleSoft-hosted control planes; Omni Gateway can be self-managed.⁠Source 13, Source 19 A self-hosted Agent Fabric control plane isn’t publicly documented.
Compliance attestationsCrewAI says it maintains a SOC 2 Type 2 certified security program.⁠Source 29 Its trust center lists a HIPAA audit report from February 2026.⁠Source 29MuleSoft says Anypoint Platform is certified to ISO 27001, SOC 2, PCI DSS, and HIPAA.⁠Source 30 An attestation naming Agent Fabric is not publicly documented.
Support and SLACommunity support on both plans; dedicated and Slack or Teams support on Enterprise.⁠Source 6 An uptime SLA is not publicly documented.MuleSoft’s Cloud Offerings SLA commits to 99.95% monthly availability for covered services, for orders started by 1 May 2025.⁠Source 37 Premier Success Plans are offered.⁠Source 38
Time and effort to get runningThe deploy guide starts from a crew or flow that runs locally.⁠Source 20 Crew Studio needs an LLM connection first.⁠Source 39 Enterprise includes a 45-day onboarding.⁠Source 6With product access, an admin turns Agent Fabric on.⁠Source 3 Agent networks need a Managed Omni Gateway; scanners need a connected cloud provider for each source.⁠Source 3
Pricing model and public pricesBasic is free, with 50 workflow executions a month.⁠Source 6 Enterprise is custom-priced.⁠Source 6MuleSoft packages from $2,000 a month, billed annually, metered in Mule Credits.⁠Source 14 MuleSoft lists the Agent Fabric package with no price: contact sales.⁠Source 14
Building
Agent building toolsBuild crews in code or in Crew Studio, an AI-assisted workspace that uses natural language and a visual workflow editor.⁠Source 1, Source 10Agent networks in YAML, brokers in Agent Script; MuleSoft Vibes can generate both.⁠Source 4, Source 40 MuleSoft says Salesforce’s separate Agentforce builds agents in Salesforce.⁠Source 8
Model accessCrewAI’s docs say any LLM provider CrewAI supports can be used, with your own API key; the Crew Studio setup guide lists OpenAI or Azure.⁠Source 39Brokers support OpenAI, Azure OpenAI, Bedrock OpenAI, and Gemini models.⁠Source 40 Model Proxy is one access layer for several providers, with spend caps.⁠Source 4, Source 41
Integrations and ecosystemCrewAI says Crew Studio can connect to more than 1,000 applications.⁠Source 42 A Marketplace lists integrations, internal tools, and reusable assets.⁠Source 43Hundreds of enterprise connectors, MuleSoft says.⁠Source 8 Policies can also be applied to APIs on Apigee, Kong Gateway, and Azure API Management.⁠Source 44

Which to choose

Choose CrewAI AMP if

  • Your teams build with CrewAI and want one platform to deploy, monitor, and scale crews in production.⁠Source 1, Source 2
  • You want people to build crews with or without code, in Crew Studio, from natural language and a visual workflow editor.⁠Source 10, Source 45
  • You need somewhere to run crews: AMP deploys them to managed infrastructure, and Enterprise can run in your own VPC or infrastructure.⁠Source 1, Source 6
  • You want human review points in flows and, on Enterprise, PII masked in execution traces.⁠Source 6, Source 34, Source 46

Choose MuleSoft Agent Fabric if

  • Your agents already run on several platforms, and you want scanners, which MuleSoft says cover Amazon, Google, and Microsoft, to register them.⁠Source 4, Source 31
  • You want third-party agents governed at the communication layer, which MuleSoft says needs no changes to the agents.⁠Source 8
  • You use Anypoint Platform and want one control plane, which MuleSoft says is built on it, for agents, MCP servers, and APIs.⁠Source 3, Source 31
  • You want to contain a rogue agent: quarantine blocks its access to model proxies using the Kill Switch policy, and is reversible.⁠Source 22

Questions buyers ask

Can MuleSoft Agent Fabric govern agents built with CrewAI?

MuleSoft says Agent Fabric applies control to agents whoever built them and wherever they run, and that agents its scanners don’t reach can be registered manually.⁠Source 8 Its brokers orchestrate only A2A-compliant agents, and A2A server agents on AMP are in preview.⁠Source 4, Source 11

Do CrewAI AMP and MuleSoft Agent Fabric support MCP and A2A?

CrewAI agents can act as A2A clients and servers, and A2A server agents on AMP are in preview; AMP can connect to MCP servers and export automations as MCP.⁠Source 9, Source 11, Source 18, Source 33 Omni Gateway supports MCP and A2A, and MCP Bridge turns an API into an MCP server.⁠Source 4, Source 36

Can either one connect agents at other companies?

CrewAI agents can delegate to remote A2A agents; AMP’s A2A server agents (preview) support six authentication schemes for incoming requests.⁠Source 11, Source 18 Agent Fabric’s egress gateways enforce policy on calls to outside agents.⁠Source 21 Neither publicly documents another organization adding agents it controls to the catalog.

How is each one priced?

CrewAI’s Basic plan is free with 50 workflow executions a month, and Enterprise is custom-priced.⁠Source 6 MuleSoft packages start at $2,000 a month, billed annually, with usage metered in Mule Credits.⁠Source 14 MuleSoft lists the Agent Fabric package with no price: contact sales.⁠Source 14

How we compare

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Sources

53 public sources, each with the date we checked it. Every one opens in a new tab.

  1. Source 1: CrewAI AMP (platform docs introduction) CrewAI · checked Back:abcdefghijklmno

  2. Source 2: Prepare for Deployment CrewAI · checked Back:abcde

  3. Source 3: Get Started with Agent Fabric Salesforce · checked Back:abcdefghi

  4. Source 4: Agent Fabric Overview Salesforce · checked Back:abcdefghijklmnopqrstuvwxyz2728293031

  5. Source 5: Agent Repositories CrewAI · checked Back:abc

  6. Source 6: Pricing | CrewAI CrewAI · checked Back:abcdefghijklmnopqrst

  7. Source 7: Role-Based Access Control (RBAC) CrewAI · checked Back:abcdef

  8. Source 8: See Every Agent. Govern Every Agent. Control AI Costs. (mulesoft.com home page) Salesforce · checked Back:abcdefghijk

  9. Source 9: Custom MCP Servers CrewAI · checked Back:abcdef

  10. Source 10: Crew Studio CrewAI · checked Back:abcdef

  11. Source 11: A2A on AMP CrewAI · checked Back:abcdef

  12. Source 12: Register Services Manually Salesforce · checked Back:abcd

  13. Source 13: Salesforce Hyperforce Overview Salesforce · checked Back:abc

  14. Source 14: MuleSoft Pricing | Plans From $2,000 a Month Salesforce · checked Back:abcdef

  15. Source 15: CrewAI AMP - The Agent Management Platform CrewAI · checked Back:ab

  16. Source 16: Agent Scanners Salesforce · checked Back to text

  17. Source 17: Agent Fabric Release Notes Salesforce · checked Back:ab

  18. Source 18: Agent-to-Agent (A2A) Protocol (CrewAI framework docs) CrewAI · checked Back:abcde

  19. Source 19: Requirements and Limits for Omni Gateway Salesforce · checked Back:ab

  20. Source 20: Deploy to AMP CrewAI · checked Back:abc

  21. Source 21: Deploying Agent Network Ingress and Egress Managed Omni Gateways Salesforce · checked Back:abc

  22. Source 22: Detect and Contain Rogue Agents Salesforce · checked Back:abcd

  23. Source 23: OAuth 2.0 OBO Credential Injection Policy Salesforce · checked Back to text

  24. Source 24: Service accounts CrewAI · checked Back to text

  25. Source 25: Introduction (CrewAI Platform API) CrewAI · checked Back:ab

  26. Source 26: Traces CrewAI · checked Back:ab

  27. Source 27: OpenTelemetry Export CrewAI · checked Back:ab

  28. Source 28: Audit Logging in Anypoint Platform Salesforce · checked Back:ab

  29. Source 29: Trust Center - CrewAI CrewAI · checked Back:abc

  30. Source 30: Anypoint Platform Trust Center Salesforce · checked Back:ab

  31. Source 31: MuleSoft Agent Fabric | Agent Governance and Orchestration Salesforce · checked Back:abcd

  32. Source 32: Changelog (CrewAI docs) CrewAI · checked Back to text

  33. Source 33: Automations CrewAI · checked Back:abc

  34. Source 34: Flow HITL Management CrewAI · checked Back:ab

  35. Source 35: Get Started with Agent Networks Salesforce · checked Back to text

  36. Source 36: Securing Agent Interactions with Omni Gateway Salesforce · checked Back:ab

  37. Source 37: MuleSoft Cloud Offerings Service Level Agreement (SLA) for subscriptions with an Order Start Date on or before May 1, 2025 Salesforce · checked Back to text

  38. Source 38: MuleSoft Subscription Plans - effective for Customer purchases made from Salesforce on or after June 27, 2025 Salesforce · checked Back to text

  39. Source 39: Enable Crew Studio CrewAI · checked Back:ab

  40. Source 40: Building Agent Networks for Agent Fabric Salesforce · checked Back:ab

  41. Source 41: Creating and Managing Model Proxies Salesforce · checked Back to text

  42. Source 42: Crew Studio: The Automated Agent Builder CrewAI · checked Back to text

  43. Source 43: Marketplace CrewAI · checked Back to text

  44. Source 44: Enhanced MuleSoft Experience Overview Salesforce · checked Back to text

  45. Source 45: CrewAI agent management platform page CrewAI · checked Back to text

  46. Source 46: PII Redaction for Traces CrewAI · checked Back to text

  47. Source 47: Why Blocks? Blocks.ai · checked Back to text

  48. Source 48: What is Blocks? Blocks.ai · checked Back to text

  49. Source 49: Your company's private network Blocks.ai · checked Back to text

  50. Source 50: Network requirements Blocks.ai · checked Back to text

  51. Source 51: Solutions: Agent sprawl Blocks.ai · checked Back to text

  52. Source 52: Solutions: Partner networks Blocks.ai · checked Back to text

  53. Source 53: Pricing Blocks.ai · checked Back to text