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CrewAI AMP vs Kong AI Gateway: a platform for deploying crews or a gateway for LLM, MCP, and A2A traffic

CrewAI AMP

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

Kong AI Gateway

Gateway that governs LLM, MCP, and agent-to-agent traffic

Short answer

CrewAI AMP is a platform to build, deploy, and run CrewAI crews; Kong AI Gateway is a gateway for LLM, MCP, and agent-to-agent traffic, proxying calls to agents registered as upstream URLs.⁠Source 1, Source 2, Source 3, Source 4 AMP can deploy in your own VPC on Enterprise; Kong can authenticate callers and apply per-agent allow or deny lists.⁠Source 4, Source 5

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 handle MCP and A2A: AMP can connect to MCP servers and CrewAI agents can delegate to remote A2A agents; Kong can proxy both.⁠Source 3, Source 4, Source 6, Source 7 Both can export OpenTelemetry data.⁠Source 4, Source 8
Where they differ
AMP runs crews built in code or in Crew Studio.⁠Source 1 Agent-building tools in Kong AI Gateway are not publicly documented; it proxies calls to agents at their own URLs.⁠Source 4
Running both
CrewAI’s docs say AMP can connect to internet-reachable MCP servers, and Kong’s say it can proxy an upstream MCP server.⁠Source 3, Source 6 Neither vendor publicly documents using the two together.
Public sources · checked 2 October 2026
  • Offered
  • Preview
  • Not publicly documented

CrewAI AMP

  • Build agents: OfferedCrew Studio visual editor⁠Source 9
  • Host and run agents: OfferedManaged infrastructure for crews⁠Source 1
  • Identity and access: OfferedPer-deployment allow lists⁠Source 10
  • Registry and governance: OfferedAgent Repositories⁠Source 11
  • Traffic between agents, tools, and models: OfferedCustom MCP server connections⁠Source 6
  • Agents across organizations: PreviewPublic A2A agents⁠Source 12

Kong AI Gateway

  • Build agents: Not publicly documented
  • Host and run agents: Not publicly documented
  • Identity and access: OfferedPer-agent allow or deny lists⁠Source 4
  • Registry and governance: PreviewKonnect Catalog agents⁠Source 13
  • Traffic between agents, tools, and models: OfferedGateway for LLM, MCP, A2A⁠Source 2
  • Agents across organizations: Not publicly documented

At a glance

TopicCrewAI AMPKong AI Gateway
What it isCrewAI’s platform for deploying, monitoring, and scaling crews and agents in production, built in code or in Crew Studio.⁠Source 1A gateway that governs LLM, MCP, and A2A traffic, with shared authentication, observability, and policy features.⁠Source 2, Source 3
Where agents runOn managed infrastructure.⁠Source 1 The Enterprise plan can run on CrewAI’s cloud, your own VPC, or your own infrastructure.⁠Source 5At each agent’s own URL, which the gateway proxies to.⁠Source 4 In 2.x, data plane nodes you run carry the traffic.⁠Source 3
Agents it works withCrewAI Crews and Flows, deployed as automations.⁠Source 14 CrewAI agents can also delegate tasks to remote A2A agents.⁠Source 7 AMP’s docs don’t describe deploying agents built with other frameworks.A2A or plain HTTP agents, each at its own URL.⁠Source 4 Kong says it governs A2A traffic without changing how agents are built.⁠Source 15
PricingBasic is free, with 50 workflow executions a month.⁠Source 5 Enterprise is custom-priced.⁠Source 5AI Management Plus from $25 a month plus usage; control planes are $200 a month hybrid, $500 Dedicated Cloud, or $25 serverless.⁠Source 16 A 30-day free trial.⁠Source 16 Enterprise is custom, billed annually.⁠Source 16
MaturityCrewAI’s platform took the AMP name in October 2025.⁠Source 17, Source 18Version 2.0 announced generally available on 1 September 2026; 2.2.0 released 30 September 2026.⁠Source 19, Source 20

What each one is

CrewAI AMP

CrewAI AMP (Agent Management Platform) is CrewAI’s platform for deploying, monitoring, and scaling crews and agents in production, extending its open-source framework.⁠Source 1 Teams build crews, groups of AI agents, in code, or in Crew Studio with natural language and a visual workflow editor.⁠Source 1, Source 9, Source 21

Kong AI Gateway

Kong AI Gateway is one gateway for LLM, MCP, and agent-to-agent (A2A) traffic, with shared authentication, observability, and policy features.⁠Source 2, Source 3 In 2.x, an agent is added as an AI Agent entity, which proxies to the agent’s own URL.⁠Source 4

The differences that matter

  1. Agent inventory

    CrewAI AMP

    Agent Repositories let an organization store, share, and reuse agent definitions across teams; Automations is the operations hub for deployed crews.⁠Source 11, Source 22

    Kong AI Gateway

    In 2.x, each agent entity is scoped to one gateway instance; Kong’s organization-wide inventory, Agents in Konnect Catalog, is in beta and not for production.⁠Source 3, Source 4, Source 13

    For AMP, a registry that lists agents built outside CrewAI is not publicly documented. In Kong’s Catalog beta, agents can be added by pasting their A2A card.⁠Source 13

  2. Who can call an agent

    CrewAI AMP

    The Enterprise plan lists role-based access control, which can make a deployment private to allow-listed users and roles; crew API calls need a bearer token.⁠Source 5, Source 10, Source 23

    Kong AI Gateway

    The gateway can require an API key or OpenID Connect, such as Okta or Azure AD, then check a per-agent allow or deny list.⁠Source 4, Source 24

    A separate identity per AMP agent is not publicly documented. Kong forwards requests to agents without adding credentials by default.⁠Source 4

  3. Tool and model access

    CrewAI AMP

    On a deployed crew, you can choose which actions each app integration allows, and scope an integration to one user’s account.⁠Source 25

    Kong AI Gateway

    AI Policies for rate limiting and logging can apply to models, MCP servers, or agents; Kong says bundled MCP servers show callers only authorized tools.⁠Source 3, Source 19

    AMP can connect to MCP servers with no authentication, an API key or bearer token, or OAuth 2.0.⁠Source 6

For security teams

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

TopicCrewAI AMPKong AI Gateway
Network exposureA deployed crew’s API needs a bearer token.⁠Source 23, Source 26 Custom MCP servers AMP connects to must be internet-reachable.⁠Source 6In 2.x, data plane nodes you run proxy to each agent’s URL and authenticate to the control plane over mTLS.⁠Source 3, Source 4
IdentityEnterprise lists role-based access control and SSO with Microsoft Entra or Okta.⁠Source 5 Per-agent identity is not publicly documented.Can require an API key, or OpenID Connect through Okta, Azure AD, Google, or another OIDC provider, before routing.⁠Source 4, Source 24
Access changes and revocationOn Enterprise, a role permission allows deleting an automation.⁠Source 5, Source 10 Revoking a Platform API service account (beta) disables it immediately.⁠Source 27, Source 28Each agent has an enabled switch; Request Termination or deny lists block callers.⁠Source 4, Source 29, Source 30 Nodes keep their last config without Konnect.⁠Source 3
Audit trailExecution traces, exportable to your own OpenTelemetry collector.⁠Source 8, Source 31 AMP’s docs don’t describe a platform-wide audit log of admin events.A2A audit logs: task IDs, method calls, latencies, errors.⁠Source 32 Konnect audit logs (Enterprise): webhook delivery, kept 7 days in Konnect.⁠Source 16, Source 33
ComplianceCrewAI says it maintains a SOC 2 Type 2 certified security program.⁠Source 342.2+ FIPS mode: FIPS 140-3 algorithms only, not NIST-validated.⁠Source 35 Kong Inc. lists ISO 27001 and SOC 2 (report under NDA).⁠Source 36

Full comparison

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

CrewAI AMP and Kong AI Gateway compared on 18 criteria
CrewAI AMPKong AI Gateway
What it is
What it is and who it’s forCrewAI’s platform for deploying, monitoring, and scaling crews and agents in production.⁠Source 1 It extends CrewAI’s open-source framework.⁠Source 1One gateway that governs LLM, MCP, and A2A traffic.⁠Source 2, Source 3 All three run through one data plane, with shared authentication, observability, and policy features.⁠Source 3
MaturityCrewAI’s platform took the AMP name in October 2025.⁠Source 17, Source 18 The Platform API is in beta.⁠Source 28Version 2.0 announced generally available on 1 September 2026; 2.2.0 released 30 September 2026.⁠Source 19, Source 20 Konnect Catalog’s agent inventory is in beta.⁠Source 13
Control
Agent registry and discoveryAgent Repositories, on both plans, share agent definitions.⁠Source 5, Source 11 Automations is the hub for deployed crews.⁠Source 22 Listing non-CrewAI agents: not publicly documented.In 2.x, each AI Agent entity, A2A or plain HTTP, is scoped to one gateway instance.⁠Source 3, Source 4 Konnect Catalog’s agent inventory is in beta.⁠Source 13
Identity and access controlThe Enterprise plan lists SSO (Microsoft Entra, Okta) and role-based access control, which can make a deployment private to allow-listed users and roles.⁠Source 5, Source 10Can require an API key or OpenID Connect login, such as Okta or Azure AD, before routing, and check a per-agent allow or deny list.⁠Source 4, Source 24
Ownership, policy, and revocationOn Enterprise, custom roles can set most features to Manage, Read, or No access.⁠Source 5, Source 10 Flows can pause for human review.⁠Source 37 Per-agent owners are not publicly documented.Agent policies include input validation, logging, and rate limits.⁠Source 4 Kong’s AI PII Sanitizer scrubs requests to AI models: a Plus add-on, included on Enterprise.⁠Source 16, Source 38
Audit log and observabilityTraces record a crew’s run from inputs to outputs, exportable to your own OpenTelemetry collector.⁠Source 8, Source 31 AMP’s docs don’t describe an admin audit log.A2A audit logs record task IDs, method calls, latencies, and errors.⁠Source 32 A2A telemetry can go to Konnect and OpenTelemetry.⁠Source 4 Bodies go to Konnect only if you opt in.⁠Source 3
Connection
How agents connectCrews run on managed infrastructure, each crew’s API protected by a bearer token.⁠Source 1, Source 26 Custom MCP servers must be reachable from the internet.⁠Source 6Each agent is an upstream URL the gateway proxies to.⁠Source 4 In 2.x, data plane nodes you run forward allowed traffic and stay connected to Konnect.⁠Source 3
Agents across organizationsCrewAI agents can delegate tasks to remote A2A agents by URL.⁠Source 7 A2A server agents on AMP, in preview, can authenticate incoming requests with six schemes.⁠Source 12Not publicly documented (checked 2 October 2026)
Protocol supportCan connect to external MCP servers and export an automation as MCP.⁠Source 6, Source 22 A2A server agents on AMP are in preview; CrewAI agents can delegate to remote A2A agents.⁠Source 7, Source 12A2A over JSON-RPC and REST bindings.⁠Source 4 Four MCP revisions, 2025-03-26 to 2026-07-28 (the last from version 2.1).⁠Source 39
Frameworks, models, and clouds supportedDeploys CrewAI Crews and Flows as automations.⁠Source 14 AMP’s docs don’t describe deploying agents built with other frameworks.Kong says it governs A2A traffic without changing how agents are built.⁠Source 15 Agents that don’t use A2A can pass through as plain HTTP.⁠Source 4
Operations
Deployment options and data residencyThe Enterprise plan can run on CrewAI’s cloud, your own VPC, or your own infrastructure.⁠Source 5 Data residency commitments are not publicly documented.2.x: a Konnect-managed control plane in a region you choose, data plane nodes you run.⁠Source 3, Source 40 Kong also sells Kong-managed Dedicated Cloud and serverless gateways.⁠Source 16, Source 41, Source 42
Compliance attestationsCrewAI says it maintains a SOC 2 Type 2 certified security program.⁠Source 34 Its trust center lists a HIPAA audit report from February 2026.⁠Source 34From 2.2, FIPS mode uses only FIPS 140-3 approved algorithms; not submitted for NIST validation.⁠Source 35 Kong lists ISO 27001, SOC 2, and PCI DSS for Kong Inc.⁠Source 36
Support and SLACommunity support on both plans; Enterprise adds dedicated and Slack or Teams support.⁠Source 5 An uptime SLA is not publicly documented.Konnect targets 99.9% availability; Dedicated Cloud Gateways list a 99.99% SLA, serverless gateways none.⁠Source 16 Enterprise support SLAs: 30 min to 2 hours.⁠Source 16
Time and effort to get runningThe deploy guide assumes a crew or flow that runs locally; CrewAI says a first deploy typically takes around a minute.⁠Source 26 Enterprise includes 45-day onboarding.⁠Source 5A quickstart script creates a Konnect control plane and a local Docker data plane.⁠Source 43 To route A2A traffic, create an AI Agent entity and attach policies.⁠Source 44
Pricing model and public pricesBasic is free, with 50 workflow executions a month.⁠Source 5 Enterprise is custom-priced.⁠Source 5Plus: from $25 a month plus usage; per control plane, $200 hybrid, $500 Dedicated Cloud, $25 serverless.⁠Source 16 Enterprise: custom, billed annually.⁠Source 16
Building
Agent building toolsCode or Crew Studio, for building crews through a conversational interface and automations with a visual workflow editor.⁠Source 1, Source 9, Source 45Kong says it can generate MCP tools and servers from Kong-managed APIs.⁠Source 2 Tools for building agents in Kong AI Gateway are not publicly documented.
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 45One API to providers including OpenAI, Anthropic, Amazon Bedrock, Gemini, Azure AI, Mistral, and Ollama, with credentials you supply.⁠Source 3, Source 43, Source 46
Integrations and ecosystemCrewAI says Crew Studio can connect to more than 1,000 applications, and that Databricks is a managed integration.⁠Source 47, Source 48 A Marketplace lists integrations and tools.⁠Source 49A Policies Hub of policies and integrations.⁠Source 29 AI Vault works with AWS, GCP, Azure, and HashiCorp Vault secrets backends.⁠Source 3

Which to choose

Choose CrewAI AMP if

  • You build with CrewAI and want one platform to deploy, monitor, and scale crews and flows in production.⁠Source 1, Source 14
  • You want people to build agents without writing code, using natural language and a visual workflow editor in Crew Studio.⁠Source 9, Source 21
  • You want your crews hosted: on managed infrastructure, or on the Enterprise plan in your own VPC.⁠Source 1, Source 5
  • You want flows that pause for human review, notify the assignee by email, and track each review in a timeline.⁠Source 37

Choose Kong AI Gateway if

  • You want one gateway for LLM, MCP, and A2A traffic, with shared authentication, observability, and policy features.⁠Source 2, Source 3
  • You want A2A traffic governed without changing how your agents are built, and non-A2A agents proxied as plain HTTP.⁠Source 4, Source 15
  • You want callers authenticated by API key or your OpenID Connect provider, with per-agent allow or deny lists and rate limits.⁠Source 4, Source 24
  • You want a managed control plane (2.x) outside the traffic path, with nodes you run that keep proxying if it is unreachable.⁠Source 3

Questions buyers ask

Can Kong AI Gateway sit in front of agents on CrewAI AMP?

Kong proxies A2A agents registered as upstream URLs, and A2A server agents on AMP, in preview, publish an agent card and a JSON-RPC endpoint.⁠Source 4, Source 12 Neither vendor publicly documents using the two together.

Do CrewAI AMP and Kong AI Gateway support MCP and A2A?

AMP can connect to MCP servers and export automations as MCP; A2A server agents on AMP are in preview.⁠Source 6, Source 12, Source 22 Kong AI Gateway detects A2A requests over JSON-RPC and REST bindings and accepts four MCP revisions, 2025-03-26 to 2026-07-28 (the last from version 2.1).⁠Source 4, Source 39

Can either one be self-hosted?

CrewAI’s Enterprise plan can run on CrewAI’s cloud, your own VPC, or your own infrastructure, and its docs describe monitoring self-hosted AMP deployments.⁠Source 5, Source 50 Fully self-hosted Kong AI gateways are part of Kong’s separate Gateway Enterprise offering; the 2.x AI entities use a Konnect-managed control plane.⁠Source 3, Source 16

How is each one priced?

CrewAI’s Basic plan is free, with 50 workflow executions a month; Enterprise is custom-priced.⁠Source 5 Kong’s AI Management Plus starts at $25 a month plus usage, with $200 a month per hybrid AI gateway control plane; Enterprise is custom, billed annually.⁠Source 16

How we compare

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Sources

55 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:abcdefghijklm

  2. Source 2: Kong AI Gateway product page Kong · checked Back:abcdefg

  3. Source 3: AI Gateway architecture - Kong Docs Kong · checked Back:abcdefghijklmnopqrstu

  4. Source 4: AI Agents - Kong AI Gateway docs Kong · checked Back:abcdefghijklmnopqrstuvwxyz

  5. Source 5: Pricing | CrewAI CrewAI · checked Back:abcdefghijklmnopqr

  6. Source 6: Custom MCP Servers CrewAI · checked Back:abcdefgh

  7. Source 7: Agent-to-Agent (A2A) Protocol (CrewAI framework docs) CrewAI · checked Back:abcd

  8. Source 8: OpenTelemetry Export CrewAI · checked Back:abc

  9. Source 9: Crew Studio CrewAI · checked Back:abcd

  10. Source 10: Role-Based Access Control (RBAC) CrewAI · checked Back:abcde

  11. Source 11: Agent Repositories CrewAI · checked Back:abc

  12. Source 12: A2A on AMP CrewAI · checked Back:abcde

  13. Source 13: Agents in Catalog - Kong Docs Kong · checked Back:abcde

  14. Source 14: Prepare for Deployment CrewAI · checked Back:abc

  15. Source 15: The Agent Gateway for Secure, Observable Agent-to-Agent Communication (Kong) Kong · checked Back:abc

  16. Source 16: Kong Pricing & Plans Kong · checked Back:abcdefghijkl

  17. Source 17: CrewAI AMP - The Agent Management Platform CrewAI · checked Back:ab

  18. Source 18: Changelog (CrewAI docs) CrewAI · checked Back:ab

  19. Source 19: Kong AI Gateway 2.0 Is Now GA - And It's Already Moving Faster Kong · checked Back:abc

  20. Source 20: Kong AI Gateway changelog - Kong Docs Kong · checked Back:ab

  21. Source 21: CrewAI agent management platform page CrewAI · checked Back:ab

  22. Source 22: Automations CrewAI · checked Back:abcd

  23. Source 23: Kickoff Crew CrewAI · checked Back:ab

  24. Source 24: AI Auth Strategies - Kong AI Gateway docs Kong · checked Back:abcd

  25. Source 25: Tools & Integrations CrewAI · checked Back to text

  26. Source 26: Deploy to AMP CrewAI · checked Back:abc

  27. Source 27: Service accounts CrewAI · checked Back to text

  28. Source 28: Introduction (CrewAI Platform API) CrewAI · checked Back:ab

  29. Source 29: Kong AI Gateway Policies - Kong Docs Kong · checked Back:ab

  30. Source 30: Request Termination - Configuration Reference - Policy | Kong Docs Kong · checked Back to text

  31. Source 31: Traces CrewAI · checked Back:ab

  32. Source 32: Route A2A traffic through AI Gateway - Kong Docs Kong · checked Back:ab

  33. Source 33: Konnect and Dev Portal audit logs - Kong Docs Kong · checked Back to text

  34. Source 34: Trust Center - CrewAI CrewAI · checked Back:abc

  35. Source 35: FIPS 140-3 compliance in AI Gateway - Kong Docs Kong · checked Back:ab

  36. Source 36: Trust Center - Kong Inc. Kong · checked Back:ab

  37. Source 37: Flow HITL Management CrewAI · checked Back:ab

  38. Source 38: AI PII Sanitizer - Policy | Kong Docs Kong · checked Back to text

  39. Source 39: MCP version support - Kong AI Gateway docs Kong · checked Back:ab

  40. Source 40: Geographic regions - Kong Docs Kong · checked Back to text

  41. Source 41: Dedicated Cloud Gateways - Kong Docs Kong · checked Back to text

  42. Source 42: Serverless Gateways - Kong Docs Kong · checked Back to text

  43. Source 43: Kong AI Gateway | Kong Docs Kong · checked Back:ab

  44. Source 44: Route A2A agent traffic through AI Gateway - Kong Docs Kong · checked Back to text

  45. Source 45: Enable Crew Studio CrewAI · checked Back:ab

  46. Source 46: AI Gateway providers - Kong Docs Kong · checked Back to text

  47. Source 47: Crew Studio: The Automated Agent Builder CrewAI · checked Back to text

  48. Source 48: Stop giving your agents database credentials CrewAI · checked Back to text

  49. Source 49: Marketplace CrewAI · checked Back to text

  50. Source 50: Datadog Integration CrewAI · checked Back to text

  51. Source 51: Why Blocks? Blocks.ai · checked Back to text

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

  53. Source 53: Your company's private network Blocks.ai · checked Back to text

  54. Source 54: Network requirements Blocks.ai · checked Back to text

  55. Source 55: Solutions: Agent sprawl Blocks.ai · checked Back to text