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Gemini Enterprise Agent Platform vs MuleSoft Agent Fabric

Gemini Enterprise Agent Platform

Google Cloud platform to build, deploy, govern, and optimize AI agents

MuleSoft Agent Fabric

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

Short answer

Gemini Enterprise Agent Platform is Google Cloud’s platform to build, deploy, and govern agents; MuleSoft Agent Fabric is a control plane for agents, MCP servers, and APIs across platforms.⁠Source 1, Source 2, Source 3 Agent Platform runs agents on Agent Runtime, at published usage prices, while Agent Fabric’s scanners register agents from supported platforms and its package lists no price.⁠Source 4, Source 5, Source 6, Source 7, Source 8

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 keep a registry of agents and MCP servers, and both can put agent traffic through a gateway that enforces access policy and carries MCP and A2A.⁠Source 4, Source 6, Source 9, Source 10
Where they differ
Agent Platform also offers Agent Studio to design agents and Agent Runtime to run them.⁠Source 1, Source 4 Agent Fabric’s brokers orchestrate A2A-compliant agents; MuleSoft says Salesforce’s separate Agentforce builds agents within Salesforce.⁠Source 6, Source 11, Source 12
Running both
MuleSoft lists Google Cloud’s Vertex AI among the platforms its scanners and Agent Visualizer support; Google calls Agent Platform an evolution of Vertex AI.⁠Source 1, Source 13, Source 14
Public sources · checked 2 October 2026
  • Offered
  • Not publicly documented

Gemini Enterprise Agent Platform

  • Build agents: OfferedAgent Studio low-code canvas⁠Source 1
  • Host and run agents: OfferedAgent Runtime⁠Source 4
  • Identity and access: OfferedSPIFFE-based Agent Identity⁠Source 15
  • Registry and governance: OfferedAgent Registry⁠Source 9
  • Traffic between agents, tools, and models: OfferedAgent Gateway⁠Source 4
  • Agents across organizations: OfferedGateway calls to outside agents⁠Source 4

MuleSoft Agent Fabric

  • Build agents: OfferedAgent brokers in Agent Script⁠Source 6
  • Host and run agents: OfferedAgent brokers on CloudHub 2.0⁠Source 6
  • Identity and access: OfferedOmni Gateway authentication and authorization⁠Source 6
  • Registry and governance: OfferedAgent Registry in Anypoint Exchange⁠Source 6
  • Traffic between agents, tools, and models: OfferedOmni Gateway in request path⁠Source 6
  • Agents across organizations: Not publicly documented

At a glance

TopicGemini Enterprise Agent PlatformMuleSoft Agent Fabric
Builds and runs agentsTeams can build agents with Agent Studio or the Agent Development Kit and run them on Agent Runtime.⁠Source 1, Source 4Agent brokers, defined in Agent Script, run on CloudHub 2.0 or Runtime Fabric.⁠Source 6 MuleSoft says Salesforce’s separate Agentforce is for building agents within Salesforce.⁠Source 12
Where policy is enforcedAt Agent Gateway, for agents on Agent Runtime (inbound and outbound) and in the Gemini Enterprise app (outbound).⁠Source 4 Agents hosted outside Google Cloud can be listed in Agent Registry manually.⁠Source 16At Omni Gateway, placed in the request path of each managed agent, API, or MCP server.⁠Source 6 Omni Gateway can be managed or self-managed.⁠Source 3
Agent identityAgents on supported runtimes, such as Agent Runtime, can each have a SPIFFE-based Agent Identity.⁠Source 15For rogue-agent detection, agents are set up as service identities in your own identity provider.⁠Source 17 MuleSoft says user context is carried through the call chain.⁠Source 12
Pricing modelAgent Registry is free; skill scanning is billed from January 2027.⁠Source 18 Agent Gateway egress is $0.085 per 15,000 requests; Agent Runtime bills per vCPU-hour and GiB-hour of memory.⁠Source 5MuleSoft packages start at $2,000 a month, billed annually, with usage metered in Mule Credits.⁠Source 8 MuleSoft lists the Agent Fabric package with no price: contact sales.⁠Source 8
Generally availableAgent Registry and Agent Gateway since 18 June 2026.⁠Source 19Yes, MuleSoft says, with new capabilities each month.⁠Source 12 The first release note is dated 3 October 2025.⁠Source 11

What each one is

Gemini Enterprise Agent Platform

Gemini Enterprise Agent Platform is Google Cloud’s platform to build, deploy, and govern agents, described as an evolution of Vertex AI.⁠Source 1, Source 2 Agent Registry catalogs agents and MCP servers, Agent Identity can give agents on supported runtimes an identity, and Agent Gateway checks traffic against policy.⁠Source 4, Source 9, Source 15

MuleSoft Agent Fabric

MuleSoft documents Agent Fabric as an AI control plane for agents, MCP servers, and APIs across platforms.⁠Source 3 Scanners and manual registration fill its registry, Omni Gateway enforces policy in managed agents’ request path, and agent brokers orchestrate A2A-compliant agents.⁠Source 6, Source 11, Source 20

The differences that matter

  1. Building and running agents

    Gemini Enterprise Agent Platform

    Agents can be designed in Agent Studio or built with the Agent Development Kit, then run on Agent Runtime, billed by vCPU-hour and memory.⁠Source 1, Source 4, Source 5

    MuleSoft Agent Fabric

    Agent networks, in YAML and Agent Script, run on CloudHub 2.0 or Runtime Fabric.⁠Source 6, Source 21 MuleSoft says Salesforce’s separate Agentforce builds agents within Salesforce.⁠Source 12

  2. Agents on other platforms

    Gemini Enterprise Agent Platform

    Agents hosted outside Google Cloud can be registered manually; Agent Gateway can govern calls to them from Agent Runtime and the Gemini Enterprise app.⁠Source 4, Source 16

    MuleSoft Agent Fabric

    Scanners register agents, APIs, and MCP servers they find on supported platforms, and MuleSoft says third-party agents can be governed without being modified.⁠Source 6, Source 12

    Agent Identity is listed for Agent Runtime, the Gemini Enterprise app, and Cloud Run.⁠Source 15 Agent Fabric needs Omni Gateway in the request path for managed instances and rogue-agent containment.⁠Source 3

  3. Policy on agent traffic

    Gemini Enterprise Agent Platform

    By default, Agent Gateway blocks agents’ outbound calls without an IAM access policy grant; its Model Armor filters can scan prompts and tool responses.⁠Source 4

    MuleSoft Agent Fabric

    Governance strategies set access, privacy, cost, and compliance rules for agents, APIs, and MCP servers in scope; Omni Gateway can limit which tools agents call.⁠Source 6

    Google’s Semantic Governance policies, in preview, check each proposed tool call and deny those that break policy; Agent Fabric can cap a model-proxy caller’s token or dollar spend.⁠Source 6, Source 22

For security teams

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

TopicGemini Enterprise Agent PlatformMuleSoft Agent Fabric
Network exposureAgent Gateway’s ingress mode supports only Agent Runtime agents; outbound calls through it are checked against IAM access policy.⁠Source 4Omni Gateway sits in managed agents’ request path; agent-network ingress gateways get a public endpoint, egress gateways none.⁠Source 6, Source 23
IdentityAgents on supported runtimes can have a SPIFFE-based Agent Identity, generally available; the Agent Identity API is in preview.⁠Source 15, Source 19For rogue-agent detection, agents are set up as identity-provider service identities; an Omni Gateway policy supports OAuth 2.0 token exchange.⁠Source 17, Source 24
Access changes and revocationDeny rules override allow rules; deleting an agent leaves its IAM bindings as inactive grants, to be removed by hand.⁠Source 15, Source 25After review, quarantine stops a flagged agent from acting and blocks it at model proxies with the Kill Switch policy.⁠Source 17
Audit trailRegistry admin changes are audit-logged; other calls only if Data Access logs are on.⁠Source 26, Source 27 Agent Identity actions are audit-logged too.⁠Source 15Omni Gateway can keep a traffic audit trail; Anypoint Platform audit logs are kept one year by default.⁠Source 6, Source 28
ComplianceListed in scope for ISO 27001, SOC 1, 2, and 3, and PCI DSS, and in Google Cloud’s HIPAA BAA.⁠Source 29, Source 30MuleSoft says Anypoint Platform is certified to ISO 27001, SOC 2, PCI DSS, and HIPAA; Agent Fabric isn’t named.⁠Source 31

Full comparison

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

Gemini Enterprise Agent Platform and MuleSoft Agent Fabric compared on 18 criteria
Gemini Enterprise Agent PlatformMuleSoft Agent Fabric
What it is
What it is and who it’s forGoogle Cloud platform to build, deploy, govern, and optimize AI agents, described as an evolution of Vertex AI, for developers and technical teams.⁠Source 1, Source 2An AI control plane for agents, MCP servers, and APIs across platforms.⁠Source 3 MuleSoft says it discovers, governs, orchestrates, and observes agents.⁠Source 7
MaturityGoogle announced it on 22 April 2026.⁠Source 32 Registry and Gateway GA 18 June 2026.⁠Source 19 Agent Identity is generally available; the Agent Identity API is in preview.⁠Source 19MuleSoft says it is generally available, with new capabilities each month.⁠Source 12 Its first release note is dated 3 October 2025.⁠Source 11
Control
Agent registry and discoveryAgent Registry: a per-project catalog of agents, MCP servers, and tools.⁠Source 9, Source 33 Agents on supported runtimes can be registered automatically, others manually.⁠Source 34, Source 35One inventory of agents, MCP servers, and APIs, whatever platform built them.⁠Source 6 Scanners fill it; agents can also be added by uploading an agent card.⁠Source 6, Source 20
Identity and access controlAgents on supported runtimes can have a SPIFFE-based identity.⁠Source 15 IAM policies link it to approved tools; by default, Agent Gateway blocks calls without a grant.⁠Source 4Omni Gateway can require authentication and authorization and limit which tools and APIs an agent can call.⁠Source 6 User roles come from Anypoint access management.⁠Source 3
Ownership, policy, and revocationAllow and deny access policies (deny overrides allow), enforce and dry-run modes, and Model Armor filters.⁠Source 4, Source 25 An agent owner field is not publicly documented.Governance strategies set rules for in-scope agents, APIs, and MCP servers and can block or flag noncompliance.⁠Source 6 MuleSoft says scanners pull ownership metadata.⁠Source 12
Audit log and observabilityRegistry admin changes are audit-logged; reads only if Data Access logs are on.⁠Source 26, Source 27 Gateway logs record access requests.⁠Source 36 Traces need agents’ OpenTelemetry data.⁠Source 37Omni Gateway can keep a traffic audit trail.⁠Source 6 Platform audit logs are kept a year by default; Integration Advanced or Titanium adds export to third-party tools.⁠Source 28
Connection
How agents connectAgent Gateway can govern calls in and out of Runtime agents, and out of the Gemini Enterprise app.⁠Source 4 Outside agents are registered by endpoint or agent card.⁠Source 16Omni Gateway sits in the request path of each managed agent, API, or MCP server.⁠Source 6 An egress gateway carries agent networks’ calls to agents outside the network.⁠Source 23
Agents across organizationsAgent Runtime agents can call agents anywhere through Agent Gateway.⁠Source 4 Partners sharing agents under access they control: not publicly documented.An agent network’s egress gateway enforces policy on calls to agents outside the network.⁠Source 23 Partner-held access controls: not publicly documented.
Protocol supportAgent Registry catalogs MCP servers and A2A agents; Agent Gateway carries MCP and A2A traffic.⁠Source 4, Source 35, Source 38 A2A agents on Agent Runtime are in preview.⁠Source 39Omni Gateway supports MCP and A2A.⁠Source 10 MCP Bridge turns an API into an MCP server without custom code; an A2A bridge presents Agentforce agents as A2A-compliant.⁠Source 3, Source 6
Frameworks, models, and clouds supportedAgent Development Kit or any open-source framework, with Gemini or other Model Garden models.⁠Source 40 Agents hosted outside Google Cloud can be registered manually.⁠Source 16MuleSoft calls it vendor agnostic and says its scanners cover Amazon, Google, Microsoft, Databricks, and more.⁠Source 7, Source 12 Brokers orchestrate only A2A-compliant agents.⁠Source 6
Operations
Deployment options and data residencyAgent Gateway is managed and regional; agent infrastructure data at rest stays in the chosen location.⁠Source 41, Source 42 Self-hosted Registry or Gateway: not publicly documented.Agent Fabric runs on MuleSoft-hosted control planes.⁠Source 43 Omni Gateway can be self-managed.⁠Source 3, Source 44 A self-hosted Agent Fabric control plane isn’t publicly documented.
Compliance attestationsGoogle lists Agent Platform in scope for ISO 27001, 27017, and 27018, SOC 1, 2, and 3, and PCI DSS, and among products the Google Cloud HIPAA BAA includes.⁠Source 29, Source 30MuleSoft says Anypoint Platform is certified to ISO 27001, SOC 2, PCI DSS, and HIPAA.⁠Source 31 An attestation naming Agent Fabric is not publicly documented.
Support and SLAGoogle Cloud support packages, including 24/7 coverage.⁠Source 45 An uptime SLA naming Agent Registry, Gateway, Identity, or Runtime 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 46 Premier Success Plans are offered.⁠Source 47
Time and effort to get runningA Google Cloud project with the Agent Registry API enabled, plus the Identity-Aware Proxy API for gateway policy.⁠Source 33 Google recommends a dry run in staging.⁠Source 25With 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 pricesAgent Registry is free; skill scanning is billed from January 2027.⁠Source 18 Gateway egress: $0.085 per 15,000 requests; runtime: $0.085 a vCPU-hour.⁠Source 5 Monthly free tier.⁠Source 5MuleSoft packages from $2,000 a month, billed annually, metered in Mule Credits.⁠Source 8 MuleSoft lists the Agent Fabric package with no price: contact sales.⁠Source 8
Building
Agent building toolsAgent Studio (low-code canvas), the open-source Agent Development Kit, and Agent Garden prebuilt agents and templates.⁠Source 1, Source 40 A Managed Agents API is in preview.⁠Source 1Agent networks are defined in YAML, brokers in Agent Script.⁠Source 6, Source 21 MuleSoft says Salesforce’s separate Agentforce is for building agents within Salesforce.⁠Source 12
Model accessGoogle says Model Garden offers more than 200 models, including Gemini, third-party models such as Anthropic’s Claude, and open-source models.⁠Source 1, Source 32Brokers support OpenAI, Azure OpenAI, Bedrock OpenAI, and Gemini models.⁠Source 21 Model Proxy is one access layer for several providers, with spend caps.⁠Source 6, Source 48
Integrations and ecosystemAgents in Agent Registry can be made available to users of the Gemini Enterprise app.⁠Source 41 Google’s own remote MCP servers are registered automatically.⁠Source 38The catalog has curated public MCP servers from the Official MCP Registry and Informatica.⁠Source 6 Policies can apply to Apigee, Kong, and Azure API Management APIs.⁠Source 3

Which to choose

Choose Gemini Enterprise Agent Platform if

  • You want one platform to build, run, and govern agents, using the Agent Development Kit and, Google says, over 200 models.⁠Source 1, Source 4, Source 32, Source 40
  • Your agents run on Google Cloud, where agents on supported runtimes, such as Google Kubernetes Engine, can be registered automatically.⁠Source 34, Source 35
  • You want SPIFFE-based identities for agents on supported runtimes, such as Agent Runtime, and outbound gateway calls blocked by default.⁠Source 4, Source 15
  • You want usage-based prices: Agent Registry is free, with skill scanning billed from January 2027, and gateway and runtime have list prices.⁠Source 5, Source 18

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 6, Source 7
  • You already run MuleSoft’s Anypoint Platform: Agent Fabric uses Anypoint Platform access management.⁠Source 3
  • You want rules set once for in-scope agents, APIs, and MCP servers, and existing APIs turned into MCP servers without custom code.⁠Source 6
  • You want brokers to orchestrate A2A-compliant agents, and a reversible quarantine for rogue agents after an admin reviews them.⁠Source 6, Source 11, Source 17

Questions buyers ask

How do they relate to the Gemini Enterprise app and Agentforce?

The Gemini Enterprise app is a separate Google product; agents in Agent Registry can be made available to its users.⁠Source 41 MuleSoft describes Salesforce’s separate Agentforce as for building agents within Salesforce; Agent Fabric’s A2A bridge makes Agentforce agents A2A-compliant so Agent Fabric can orchestrate them.⁠Source 3, Source 12, Source 50

How is each one priced?

Agent Registry is free; skill scanning is billed from January 2027.⁠Source 18 Agent Gateway egress is $0.085 per 15,000 requests; Agent Runtime, $0.085 per vCPU-hour plus memory.⁠Source 5 MuleSoft packages start at $2,000 a month, billed annually; the Agent Fabric package lists no price: contact sales.⁠Source 8

Do they support MCP and A2A?

Agent Registry catalogs MCP servers and A2A agents, and Agent Gateway carries both protocols; A2A agents on Agent Runtime are in preview.⁠Source 4, Source 35, Source 38, Source 39 Omni Gateway supports both; A2A powers orchestration in agent networks, and MCP Bridge turns an API into an MCP server without custom code.⁠Source 6, Source 10, Source 51

Can either one be self-hosted?

Agent Fabric’s Omni Gateway can be self-managed, in a data center or on GKE, EKS, or AKS; MuleSoft hosts regional Anypoint control planes.⁠Source 3, Source 43, Source 44 Agent Gateway is managed and regional.⁠Source 41 Self-hosting Google’s registry or gateway, or the Agent Fabric control plane, isn’t publicly documented.

How we compare

Read the full method

Every 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 .

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Sources

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

  1. Source 1: Agent Platform overview Google · checked Back:abcdefghijkl

  2. Source 2: Gemini Enterprise Agent Platform (formerly Vertex AI) Google · checked Back:abc

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

  4. Source 4: Agent Gateway overview Google · checked Back:abcdefghijklmnopqrstu

  5. Source 5: Gemini Enterprise Agent Platform pricing Google · checked Back:abcdefg

  6. Source 6: Agent Fabric Overview Salesforce · checked Back:abcdefghijklmnopqrstuvwxyz272829303132

  7. Source 7: MuleSoft Agent Fabric | Agent Governance and Orchestration Salesforce · checked Back:abcd

  8. Source 8: MuleSoft Pricing | Plans From $2,000 a Month Salesforce · checked Back:abcdef

  9. Source 9: Agent Registry overview Google · checked Back:abcd

  10. Source 10: Securing Agent Interactions with Omni Gateway Salesforce · checked Back:abc

  11. Source 11: Agent Fabric Release Notes Salesforce · checked Back:abcde

  12. Source 12: See Every Agent. Govern Every Agent. Control AI Costs. (mulesoft.com home page) Salesforce · checked Back:abcdefghijkl

  13. Source 13: Salesforce Expands MuleSoft Agent Fabric with Automated Discovery for Any AI Agent or Tool Salesforce · checked Back to text

  14. Source 14: Agent Visualizer Overview Salesforce · checked Back to text

  15. Source 15: Agent Identity overview Google · checked Back:abcdefghi

  16. Source 16: Use manual registration Google · checked Back:abcd

  17. Source 17: Detect and Contain Rogue Agents Salesforce · checked Back:abcd

  18. Source 18: Agent Registry pricing Google · checked Back:abcd

  19. Source 19: Gemini Enterprise Agent Platform release notes Google · checked Back:abcd

  20. Source 20: Register Services Manually Salesforce · checked Back:ab

  21. Source 21: Building Agent Networks for Agent Fabric Salesforce · checked Back:abc

  22. Source 22: Semantic governance policies overview Google · checked Back to text

  23. Source 23: Deploying Agent Network Ingress and Egress Managed Omni Gateways Salesforce · checked Back:abc

  24. Source 24: OAuth 2.0 OBO Credential Injection Policy Salesforce · checked Back to text

  25. Source 25: IAM Access policies overview Google · checked Back:abc

  26. Source 26: Agent Registry audit logging Google · checked Back:ab

  27. Source 27: Cloud Audit Logs overview Google · checked Back:ab

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

  29. Source 29: Google Cloud Platform Services in Scope by Compliance Program Google · checked Back:ab

  30. Source 30: HIPAA compliance on Google Cloud Google · checked Back:ab

  31. Source 31: Anypoint Platform Trust Center Salesforce · checked Back:ab

  32. Source 32: Introducing Gemini Enterprise Agent Platform, powering the next wave of agents Google · checked Back:abc

  33. Source 33: Set up Agent Registry Google · checked Back:ab

  34. Source 34: Use automatic registration Google · checked Back:ab

  35. Source 35: Register agents Google · checked Back:abcd

  36. Source 36: Monitor traffic through Agent Gateway Google · checked Back to text

  37. Source 37: Observability overview Google · checked Back to text

  38. Source 38: Register MCP servers Google · checked Back:abc

  39. Source 39: Create an Agent2Agent agent Google · checked Back:ab

  40. Source 40: Build with Gemini Enterprise Agent Platform Google · checked Back:abc

  41. Source 41: Import A2A agents from Agent Registry Google · checked Back:abcd

  42. Source 42: Supported locations for agents in Agent Platform Google · checked Back to text

  43. Source 43: Salesforce Hyperforce Overview Salesforce · checked Back:ab

  44. Source 44: Requirements and Limits for Omni Gateway Salesforce · checked Back:ab

  45. Source 45: Getting help for agents Google · checked Back to text

  46. Source 46: 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

  47. Source 47: MuleSoft Subscription Plans - effective for Customer purchases made from Salesforce on or after June 27, 2025 Salesforce · checked Back to text

  48. Source 48: Creating and Managing Model Proxies Salesforce · checked Back to text

  49. Source 49: Make an Agent A2A-Compliant Salesforce · checked Back to text

  50. Source 50: Enhanced MuleSoft Experience Release Notes Salesforce · checked Back to text

  51. Source 51: Using A2A Protocol in Agent Networks Salesforce · checked Back to text

  52. Source 52: Why Blocks? Blocks.ai · checked Back to text

  53. Source 53: What is Blocks? Blocks.ai · checked Back to text

  54. Source 54: Your company's private network Blocks.ai · checked Back to text

  55. Source 55: Network requirements Blocks.ai · checked Back to text

  56. Source 56: Solutions: Agent sprawl Blocks.ai · checked Back to text

  57. Source 57: Solutions: Partner networks Blocks.ai · checked Back to text

  58. Source 58: Pricing Blocks.ai · checked Back to text