GitHub field guide

AI paid media tools

The Detail Department's point of view on what an AI paid-media team can actually use today. Every category is judged against the work a human would normally do.

Published by The Detail Department. Editorial lead: Léon Houlier.

Edition 0.4
Last checked

50tools reviewed
28rated Production
19rated Test
6emerging players

00 / What matters

Can it finish the work?

An official integration is not automatically useful. The grade starts with the route an operator can connect today, what it can change, and whether it completes the recurring job without returning to the manual product.

Human job, by category
Media needs Read, Create, Modify and Delete. Analytics, measurement, creative and infrastructure need different tests.
Connection effort
Cloud projects, developer tokens, OAuth applications, custom code and allowlists lower daily usefulness.
Market role
Reference, Emerging and Specialist describe the player's place in the field. They do not determine its grade.
Evidence basis
Documentation reviewed unless an entry states otherwise. A Production readiness label is not proof of hands-on execution.

01 / Sections

Choose the part of the workflow.

02 / The field

Tool index

50 of 50 tools

Media platforms · Reference

Meta Ads

Meta's hosted Ads AI Connector brings campaign data and actions into compatible assistants through MCP.

SocialDisplayVideo

Route judged Official remote MCP, open beta

Campaigns, ad sets, ads and insights

B- Test
Biggest daily blocker

A workflow can create supported objects, then still send the operator back to Ads Manager to make ordinary changes.

SetupEasy
ReadYes
CreatePartial
ModifyNo
DeleteNo
CoverageSome steps

Connection

Add the hosted connector and authorise the Meta account. Availability still rolls out by account and tool.

Human job benchmark

Inspect delivery, build campaigns, maintain live objects and remove or archive them safely.

Route coverage

Creation and analysis are present, but the current beta does not provide dependable general modification of existing campaign objects.

+

  • Hosted OAuth makes the connector much easier to add than a custom Marketing API integration.
  • It can read performance and campaign structure in the assistant.
  • It can create supported campaign, ad-set and ad objects.

  • The current beta does not provide dependable general modification of existing campaign objects.
  • Availability still varies by ad account and by individual tool.
  • Creation without ordinary follow-up editing sends the operator back to Ads Manager.

Access

Open beta; account and regional availability may vary.

Watch

Inspect the authenticated tool list and permissions before allowing campaign changes.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Media platforms · Reference

TikTok for Business

A vendor-hosted MCP for campaign management, reporting, audiences and creative operations, with full and progressive-disclosure endpoints.

SocialVideo

Route judged Official remote MCP

Campaigns, ad groups, ads, audiences, creative and reporting

A Production
Biggest daily blocker

The full endpoint loads an enormous tool surface. Progressive disclosure is safer and easier for daily use.

SetupEasy
ReadYes
CreateYes
ModifyYes
DeletePartial
CoverageMost steps

Connection

Hosted OAuth connection with no developer token, API key management or custom code.

Human job benchmark

Inspect delivery, build campaigns, maintain live objects and remove or archive them safely.

Route coverage

Around 400 tools cover creation, targeting, bidding, reporting and creative operations. Some manual and account workflows remain outside the route.

+

  • Official remote MCP covers campaign, reporting, audience and creative work.
  • Read/write capability makes it useful beyond analysis.
  • The interface is designed for advertiser workflows rather than a generic API bridge.

  • Broad write permissions increase the cost of a bad instruction.
  • Business account eligibility and permissions still govern availability.
  • No dedicated official CLI was verified.

Access

TikTok for Business account and OAuth permissions.

Watch

The broad endpoint exposes hundreds of tools. Progressive disclosure is safer for smaller agent contexts.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Media platforms · Reference

Microsoft Advertising

Microsoft's governed MCP provides campaign structure, performance queries and audits. Its current documented launch surface is read-only.

SearchShoppingDisplay

Route judged Official managed MCP

Accounts, campaigns, ad groups, ads, keywords and performance

C+ Production
Biggest daily blocker

The product language says manage campaigns, but the documented tool boundary only retrieves and audits data.

SetupEasy
ReadYes
CreateNo
ModifyNo
DeleteNo
CoverageAssist only

Connection

Connect the managed server to a supported assistant and authenticate the advertising account.

Human job benchmark

Inspect delivery, build campaigns, maintain live objects and remove or archive them safely.

Route coverage

Current launch documentation covers exploration, performance queries and audits, not mutation.

+

  • Official managed connection is easier than building against the API.
  • Provides entity-level performance data for campaigns, ad groups, ads and keywords.
  • Useful for conversational audits and cross-platform reporting.

  • The documented launch surface is read-only.
  • It cannot create an ad or apply the campaign changes suggested by an audit.
  • Broad manage-campaign language on the product page overstates the action boundary described in its FAQ.

Access

Microsoft Advertising account and API permissions.

Watch

The launch FAQ documents data retrieval and audits, not campaign creation or modification.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Media platforms · Reference

Amazon Ads

An official MCP layer over Amazon Ads API functionality, including multi-step tools for campaign creation, reporting and market expansion.

Retail mediaSearchDisplayVideo

Route judged Official remote MCP, open beta

Campaigns, accounts, reports, billing and selected multi-step workflows

B+ Test
Biggest daily blocker

Strong action coverage is offset by partner-only API access and beta maturity.

SetupHard
ReadYes
CreateYes
ModifyYes
DeleteYes
CoverageMost steps

Connection

Limited to Amazon Ads partners with active API credentials despite the hosted MCP route.

Human job benchmark

Inspect delivery, build campaigns, maintain live objects and remove or archive them safely.

Route coverage

Includes individual API capabilities plus tools for account creation, reports, campaign launch and locale expansion.

+

  • Official MCP can create, update and delete campaign objects.
  • Retail-media context makes it strategically important.
  • Uses the established Amazon Ads API permission model.

  • The MCP is still an open beta.
  • Access is limited to partners with active API credentials.
  • Destructive campaign operations require strong human approval gates.

Access

Open beta for Amazon Ads partners with active API credentials.

Watch

The MCP can create, update and delete campaigns. Use review and approval controls before execution.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Media platforms · Reference

Snapchat Ads

A hosted Ads MCP for retrieving Snapchat campaign data and insights from supported AI clients.

SocialVideoAR

Route judged Official remote MCP, allowlist

Campaign data and performance

C Test
Biggest daily blocker

It is both gated and read-only, so it cannot carry a campaign from diagnosis to correction.

SetupHard
ReadYes
CreateNo
ModifyNo
DeleteNo
CoverageAssist only

Connection

Requires allowlist access as well as an authenticated advertising account.

Human job benchmark

Inspect delivery, build campaigns, maintain live objects and remove or archive them safely.

Route coverage

Retrieval and analysis only. The broader Marketing API is a separate engineering route.

+

  • Official hosted MCP provides campaign retrieval and analysis.
  • Read-only control is suitable for a cautious reporting pilot.
  • The underlying Marketing API offers a route to deeper integration.

  • MCP access is still allowlisted.
  • The MCP cannot execute campaign changes.
  • No official plugin or dedicated CLI was verified.

Access

Allowlist rollout and authenticated ad-account access.

Watch

The documented MCP is read-only even though the underlying Marketing API has broader capabilities.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Media platforms · Reference

LinkedIn Ads

LinkedIn's Marketing APIs cover campaign management and reporting. We found community MCP wrappers, but no vendor-backed MCP source.

SocialB2B

Route judged Official Marketing API

Campaigns, reporting, audiences, leads and conversions

C Test
Biggest daily blocker

A team cannot simply connect an assistant. It must first win API approval and build and maintain the route.

SetupHard
ReadYes
CreatePartial
ModifyPartial
DeletePartial
CoverageSome steps

Connection

Requires a developer application, a defined use case, product access, application vetting and a custom agent layer.

Human job benchmark

Inspect delivery, build campaigns, maintain live objects and remove or archive them safely.

Route coverage

The API covers important campaign-management jobs, but access is approved by product and use case and there is no official agent interface.

+

  • Official Marketing APIs cover campaign management and reporting.
  • Strong fit for B2B audience and lead-generation workflows.
  • Production access tiers and permissions are documented.

  • No official MCP was verified.
  • API product approval and access tiers add friction.
  • Daily AI use needs a custom or third-party integration layer.
Product / official pageAccessing LinkedIn APIsAI interface / endpointNo official AI route verifiedMCPNo official MCP verifiedPluginNo official agent plugin verifiedCLINo dedicated official CLI verifiedAPI / SDKLinkedIn Marketing APIsDocumentationAccessing LinkedIn APIsGitHubNo official repository verified

Access

Developer application, product approval and tier-specific permissions.

Watch

Do not treat a community wrapper as LinkedIn-supported. Marketing API access is gated by product and tier.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Media platforms · Reference

Pinterest Ads

Pinterest's Ads API supports programmatic campaign and reporting workflows. No vendor-backed MCP source was verified.

SocialVisual discovery

Route judged Official Ads API

Campaigns, ad groups, ads, audiences and reporting

C+ Test
Biggest daily blocker

The API is usable, but the AI workflow is yours to engineer and maintain.

SetupHard
ReadYes
CreateYes
ModifyYes
DeletePartial
CoverageSome steps

Connection

Requires a developer application, authorised ad accounts and a custom agent or integration layer.

Human job benchmark

Inspect delivery, build campaigns, maintain live objects and remove or archive them safely.

Route coverage

Useful campaign and reporting coverage through the API, without a vendor-backed MCP, plugin or CLI.

+

  • Official Ads API supports campaign and reporting workflows.
  • Useful specialist channel for visual discovery and commerce.
  • An authorised integration can run recurring production tasks.

  • No official MCP or agent plugin was verified.
  • No dedicated official CLI was verified.
  • AI workflows require custom engineering or a maintained intermediary.
Product / official pagePinterest API overviewAI interface / endpointNo official AI route verifiedMCPNo official MCP verifiedPluginNo official agent plugin verifiedCLINo dedicated official CLI verifiedAPI / SDKPinterest API for adsDocumentationPinterest API overviewGitHubNo official repository verified

Access

Pinterest developer application and authorised ad accounts.

Watch

Use the API directly or an integration layer, and identify the maintainer of any MCP wrapper.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Media platforms · Reference

Reddit Ads

Reddit's Ads API v3 exposes campaign and account operations. No vendor-backed MCP source was verified.

SocialCommunity

Route judged Official Ads API

Accounts, campaigns, ad groups, ads and reporting

C Test
Biggest daily blocker

API approval and custom integration make this unsuitable as an immediate daily AI workflow.

SetupHard
ReadYes
CreatePartial
ModifyPartial
DeletePartial
CoverageSome steps

Connection

Requires an OAuth application, approved advertising access and a custom agent layer.

Human job benchmark

Inspect delivery, build campaigns, maintain live objects and remove or archive them safely.

Route coverage

Core campaign operations exist in the API, but no official agent interface was verified.

+

  • Official Ads API v3 exposes campaign and account operations.
  • Community context can be valuable for specific audience strategies.
  • OAuth provides a conventional route for controlled integrations.

  • No official MCP, plugin or CLI was verified.
  • Advertising API access requires approval.
  • A useful daily agent workflow must be built and maintained separately.
Product / official pageReddit Ads API v3AI interface / endpointNo official AI route verifiedMCPNo official MCP verifiedPluginNo official agent plugin verifiedCLINo dedicated official CLI verifiedAPI / SDKReddit Ads API v3DocumentationReddit Ads API v3GitHubNo official repository verified

Access

OAuth application and approved advertising access.

Watch

Community connectors should be checked against the current v3 API and Reddit's access terms.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Media platforms · Reference

X Ads

The X Ads API exposes advertiser resources and reporting, while X's xurl CLI can make authenticated requests and ships with an official agent skill.

Social

Route judged Official xurl CLI and Ads API

Advertiser resources, campaigns and reporting

B- Test
Biggest daily blocker

A useful official CLI exists, but there is no supported Ads-specific MCP or turn-key campaign workflow.

SetupHard
ReadYes
CreatePartial
ModifyPartial
DeletePartial
CoverageSome steps

Connection

Requires developer and Ads API access, CLI authentication and endpoint-level implementation.

Human job benchmark

Inspect delivery, build campaigns, maintain live objects and remove or archive them safely.

Route coverage

The CLI is agent-friendly, but the general X MCP does not establish Ads coverage and some Ads endpoints are allowlisted.

+

  • Official xurl CLI gives agents and operators a practical API route.
  • xurl ships with an official agent skill.
  • The Ads API supports advertiser resources and reporting.

  • No official Ads-specific MCP was verified.
  • The general X MCP should not be assumed to cover advertising endpoints.
  • Ads API access and endpoint availability can be gated.

Access

Developer account and Ads API access; some endpoints require allowlisting.

Watch

X also operates a general X API MCP, but its published tool list does not establish Ads API coverage. Do not label it an Ads MCP without endpoint-level proof.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Media platforms · Reference

Display & Video 360

Google's DV360 API can manage advertisers, campaigns, insertion orders, line items, targeting, creatives and users. Reporting uses a separate Bid Manager API.

DisplayVideoCross-channel

Route judged Official API

Advertisers, campaigns, insertion orders, line items, targeting and creatives

B- Production
Biggest daily blocker

An operator needs two API surfaces for build plus performance and still cannot reproduce every manual workflow.

SetupHard
ReadYes
CreateYes
ModifyYes
DeletePartial
CoverageSome steps

Connection

Requires Google Cloud, OAuth, DV360 account permissions and a custom agent layer.

Human job benchmark

Inspect delivery, build campaigns, maintain live objects and remove or archive them safely.

Route coverage

Broad trafficking coverage, but performance reporting is separate and some YouTube and Partners writes are unsupported.

+

  • Mature official API covers core programmatic campaign resources.
  • Supports insertion orders, line items, targeting, creatives and users.
  • Role-based access can separate read, standard and admin operations.

  • No official MCP or agent plugin was verified.
  • Performance reporting requires the separate Bid Manager API.
  • Some YouTube and Partners write workflows remain outside the API.
Product / official pageDV360 API overviewAI interface / endpointNo official AI route verifiedMCPNo official MCP verifiedPluginNo official agent plugin verifiedCLINo dedicated official CLI verifiedAPI / SDKDisplay & Video 360 APIDocumentationDV360 API overviewGitHubNo official repository verified

Access

A Google Cloud project, OAuth 2.0 and a DV360 user with access to the relevant partner or advertiser.

Watch

The API can retrieve, create and update resources, but it does not return performance data and does not support every YouTube & Partners write workflow.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Media platforms · Reference

Campaign Manager 360

The Campaign Manager 360 API supports large-scale trafficking, creative, conversion, reporting and attribution workflows.

DisplayVideoCross-channel

Route judged Official API

Campaigns, placements, ads, creatives, conversions and reports

B Production
Biggest daily blocker

The API can do serious production work, but permissions and resource complexity demand engineering and a second-person check.

SetupHard
ReadYes
CreateYes
ModifyYes
DeletePartial
CoverageMost steps

Connection

Requires a CM360 account with API access, user-profile permissions, Google Cloud and OAuth.

Human job benchmark

Inspect delivery, build campaigns, maintain live objects and remove or archive them safely.

Route coverage

Strong trafficking and measurement coverage, but no official agent interface packages the resource model for daily use.

+

  • Mature API supports trafficking, creative, conversion and reporting workflows.
  • Broad resource coverage suits complex enterprise operations.
  • User-profile permissions remain the control plane.

  • No official MCP, plugin or dedicated CLI was verified.
  • The resource model and permissions create implementation overhead.
  • Write access can affect live trafficking and needs a second-person check.
Product / official pageCampaign Manager 360 APIAI interface / endpointNo official AI route verifiedMCPNo official MCP verifiedPluginNo official agent plugin verifiedCLINo dedicated official CLI verifiedAPI / SDKCampaign Manager 360 APIDocumentationCampaign Manager 360 APIGitHubNo official repository verified

Access

A Campaign Manager 360 account with API access, a permitted user profile, a Google Cloud project and OAuth 2.0 credentials.

Watch

Many resources are writable. User-profile permissions in Campaign Manager 360 govern what the API can change.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Media platforms · Reference

Search Ads 360

The Search Ads 360 Reporting API provides high-volume, query-based reporting over campaigns, ads, keywords and performance data.

SearchShopping

Route judged Official Reporting API

Campaign, ad, keyword and performance data

C+ Production
Biggest daily blocker

It can explain the account but cannot perform the optimisation it recommends.

SetupHard
ReadYes
CreateNo
ModifyNo
DeleteNo
CoverageAssist only

Connection

Requires OAuth application credentials, SA360 account access and a custom agent or reporting layer.

Human job benchmark

Inspect delivery, build campaigns, maintain live objects and remove or archive them safely.

Route coverage

High-volume reporting only. Offline conversion upload is a separate surface and ordinary campaign writes are absent.

+

  • High-volume official reporting API with a purpose-built query language.
  • Immediate access to granular campaign, ad and keyword data.
  • REST, gRPC and official client libraries support production pipelines.

  • The reporting API is read-only.
  • Offline conversions use a separate API surface.
  • No official MCP or dedicated agent integration was verified.
Product / official pageSearch Ads 360 Reporting APIAI interface / endpointNo official AI route verifiedMCPNo official MCP verifiedPluginNo official agent plugin verifiedCLINo dedicated official CLI verifiedAPI / SDKSearch Ads 360 Reporting APIDocumentationSearch Ads 360 Reporting APIGitHubNo official repository verified

Access

OAuth 2.0 application credentials and access to the relevant Search Ads 360 manager or client account.

Watch

The reporting API is read-only. Offline conversion uploads use a separate Search Ads 360 API surface.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Media platforms · Reference

Apple Ads

Apple's Platform API lets advertisers and agencies manage campaigns, ad groups and keywords, pull reports and work with App Store and Apple Maps ads.

AppSearch

Route judged Official Platform API

Campaigns, ad groups, keywords and reports

B- Production
Biggest daily blocker

The official API is capable, but there is no direct assistant workflow without custom implementation.

SetupHard
ReadYes
CreateYes
ModifyYes
DeletePartial
CoverageSome steps

Connection

Requires an eligible API role, OAuth credentials and custom agent integration. Providers register separately.

Human job benchmark

Inspect delivery, build campaigns, maintain live objects and remove or archive them safely.

Route coverage

Core campaign operations are covered, but no official MCP, agent plugin or daily CLI was verified.

+

  • Official API supports campaign, ad-group, keyword and reporting work.
  • API roles distinguish read-only from read/write access.
  • Covers ads on the App Store and Apple Maps.

  • No official MCP, plugin or dedicated CLI was verified.
  • Third-party providers require separate registration.
  • Daily AI use needs a custom integration and careful OAuth setup.
Product / official pageApple Ads Platform APIAI interface / endpointNo official AI route verifiedMCPNo official MCP verifiedPluginNo official agent plugin verifiedCLINo dedicated official CLI verifiedAPI / SDKApple Ads Platform APIDocumentationApple Ads Platform APIGitHubNo official repository verified

Access

An Apple Ads API user with an eligible role and OAuth 2.0 credentials; third-party providers require separate registration.

Watch

API roles can be read-only or read-write. Verify the assigned role before using an automation layer.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Media platforms · Reference

The Trade Desk

The Trade Desk's Open Agentic Kit provides MCP-based access to Ask Koa for platform data and actions, including campaign creation and monitoring.

DisplayVideoCross-channel

Route judged Official OAK MCP, private beta

Campaign planning, activation, optimisation and reporting

B Test
Biggest daily blocker

It may be powerful, but most teams cannot evaluate or adopt it without vendor selection.

SetupHard
ReadYes
CreateYes
ModifyYes
DeletePartial
CoverageMost steps

Connection

Available only to selected partners through an account representative, with account-managed credentials.

Human job benchmark

Inspect delivery, build campaigns, maintain live objects and remove or archive them safely.

Route coverage

Published scope spans data and actions, but exact tool coverage is not public and access is private beta.

+

  • Official OAK MCP connects AI assistants to Ask Koa.
  • Published scope includes querying data, creating campaigns and monitoring live activity.
  • The underlying REST and GraphQL APIs cover substantial platform operations.

  • OAK is available only to selected partners in private beta.
  • Broad action scope makes approval and audit controls essential.
  • Practical onboarding still depends on an account representative.

Access

OAK is available to selected partners in private beta through their account representative. API credentials are also account-managed.

Watch

Published scope includes both data and actions. Treat campaign creation and other platform mutations as approval-gated operations.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Analytics · Reference

Google Analytics

Google's open-source MCP lets agents query Analytics reporting and administration data without changing the property.

Cross-channelWebApp

Route judged Official MCP

Property metadata, dimensions, metrics and reports

B+ Production
Biggest daily blocker

It is useful after implementation, but cannot repair tracking or administer the property it diagnoses.

SetupHard
AnalyseYes
Build reportsPartial
ConfigureNo
ValidatePartial
SharePartial
CoverageSome steps

Connection

Requires Google Cloud credentials, enabled APIs, property permissions and local or hosted MCP configuration.

Human job benchmark

Explore data, answer a question, build a reusable report, configure analysis components and share the result.

Route coverage

Strong querying and reporting, but events, audiences and property settings cannot be changed through the MCP.

+

  • Official open-source MCP is suitable for recurring reporting and analysis.
  • Read-only design limits accidental property changes.
  • Google Analytics data and administration APIs provide a mature foundation.

  • The MCP cannot edit events, audiences or property settings.
  • Cloud credentials and property permissions still require setup.
  • No separate official plugin or marketer-facing CLI was verified.

Access

Google Cloud credentials and property permissions.

Watch

Read-only means the MCP cannot edit events, audiences or property settings.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Measurement · Reference

Google Tag Manager

The Tag Manager API can manage accounts, containers, workspaces, tags and triggers. No vendor-backed MCP source was verified.

Cross-channelWebApp

Route judged Official API

Accounts, containers, workspaces, tags, triggers and versions

B Production
Biggest daily blocker

There is no official agent interface, and an automated publish can immediately break production tracking.

SetupHard
InspectYes
ConfigureYes
ValidatePartial
DeployYes
MonitorPartial
CoverageMost steps

Connection

Requires Google Cloud OAuth credentials, container permissions and a custom agent or automation layer.

Human job benchmark

Inspect the implementation, configure collection, validate events, deploy changes and monitor data quality.

Route coverage

Most configuration objects are available through the API, including version and publish workflows.

+

  • Official API supports container, workspace, tag, trigger and variable workflows.
  • Useful for repeatable measurement deployment and governance.
  • Workspace and version concepts support controlled changes.

  • No official MCP, agent plugin or dedicated CLI was verified.
  • Incorrect writes can damage live measurement.
  • Safe automation needs preview, review and publication gates outside the API.
Product / official pageTag Manager API v2AI interface / endpointNo official AI route verifiedMCPNo official MCP verifiedPluginNo official agent plugin verifiedCLINo dedicated official CLI verifiedAPI / SDKTag Manager APIDocumentationTag Manager API v2GitHubNo official repository verified

Access

Google Cloud OAuth credentials and container permissions.

Watch

Publishing a container is a production change. Put review, environments and rollback around any agent workflow.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Analytics · Reference

Amplitude

Amplitude's hosted MCP can work with charts, dashboards, experiments, cohorts and taxonomy. It does not ingest event data.

Cross-channelWebApp

Route judged Official remote MCP

Charts, dashboards, cohorts, experiments and taxonomy

A- Production
Biggest daily blocker

The agent can change shared analysis assets and taxonomy, so user permissions and review still matter.

SetupEasy
AnalyseYes
Build reportsYes
ConfigureYes
ValidatePartial
ShareYes
CoverageMost steps

Connection

Connect the hosted MCP and authorise an Amplitude user with the appropriate project role.

Human job benchmark

Explore data, answer a question, build a reusable report, configure analysis components and share the result.

Route coverage

Strong analytics-asset workflow. Raw event instrumentation and ingestion remain outside the MCP.

+

  • Official MCP supports both analysis and write operations.
  • Official agent plugins, skills and a CLI create several usable entry points.
  • Strong fit for behavioural analysis and experimentation workflows.

  • Write capability requires careful project and taxonomy governance.
  • It is an analytics layer, not a media-buying control plane.
  • Teams still need consistent event instrumentation for useful answers.

Access

Amplitude account, project access and user-scoped permissions.

Watch

Write tools can change analytical assets and taxonomy. Event ingestion remains outside the MCP.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Analytics · Reference

Mixpanel

Mixpanel's vendor-hosted MCP brings product and behavioural analytics into compatible assistants.

Cross-channelWebApp

Route judged Official MCP, beta

Product analytics data and supported assets

B- Test
Biggest daily blocker

The vendor has not published enough tool-level detail to trust write workflows without inspecting the live connection.

SetupEasy
AnalyseYes
Build reportsUnverified
ConfigureUnverified
ValidatePartial
ShareUnverified
CoverageAssist only

Connection

Connect a compatible MCP client and authorise the Mixpanel account.

Human job benchmark

Explore data, answer a question, build a reusable report, configure analysis components and share the result.

Route coverage

The public beta announcement does not document a stable action-by-action write boundary.

+

  • Official MCP brings product analytics into an agent workflow.
  • Useful for funnels, retention and behavioural investigation.
  • Established analytics APIs provide a fallback integration route.

  • The MCP remains in beta.
  • The official source does not state the control boundary clearly enough.
  • No official agent plugin or dedicated CLI was verified.
Product / official pageMixpanel MCPAI interface / endpointOfficial betaMCPOfficial betaPluginNo separate official plugin verifiedCLINo dedicated official CLI verifiedAPI / SDKMixpanel APIsDocumentationMixpanel MCPGitHubNo official repository verified

Access

Mixpanel account and compatible MCP client.

Watch

The public announcement does not define a durable write boundary. Inspect the authenticated tools before use.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Data infrastructure · Reference

Supermetrics

A marketing-data MCP that queries Supermetrics sources through one connection, alongside an API and an alpha command-line client.

Cross-channel

Route judged Official remote MCP

Marketing-source metadata and query results

B+ Production
Biggest daily blocker

It moves and queries data only. Entitlements, connector costs and source authentication still shape the workflow.

SetupModerate
ConnectPartial
InspectYes
QueryYes
TransformPartial
OperatePartial
CoverageMost steps

Connection

Requires a subscription with API access plus authentication for every source queried.

Human job benchmark

Connect sources, inspect schemas and health, query data, transform it and operate the pipeline safely.

Route coverage

Broad source coverage for retrieval and reporting, but it does not change media-platform objects.

+

  • Official read-only MCP fits recurring cross-channel retrieval.
  • Established connector coverage reduces bespoke API maintenance.
  • Official AI integrations and CLI provide several workflow options.

  • The CLI remains alpha.
  • The MCP cannot change campaigns.
  • Coverage and economics depend on the commercial plan and connector.

Access

A valid subscription with Supermetrics API access.

Watch

The CLI is alpha. Source entitlements and query costs still depend on the subscription.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Research and intelligence · Specialist

DataForSEO

The official server and CLI browse DataForSEO documentation and make authenticated API requests for SERP, keyword, backlink and market data.

SearchSEOMarket intelligence

Route judged Official remote and local MCP

SERPs, keywords, backlinks, businesses, products and content data

B+ Production
Biggest daily blocker

It is a research input, not a media activation or first-party performance interface.

SetupModerate
DiscoverYes
RetrieveYes
CompareYes
AnalysePartial
ExportYes
CoverageMost steps

Connection

Hosted OAuth is relatively direct; CLI and local MCP use API credentials and module-specific billing.

Human job benchmark

Find the right market evidence, retrieve it, compare competitors or queries, analyse patterns and export the evidence.

Route coverage

Wide research-data coverage. It does not read or control the advertiser's own paid-media accounts.

+

  • Official MCP and CLI make search and competitive data directly usable by agents.
  • Read-only control is appropriate for external research data.
  • Broad API coverage supports repeatable market and SERP analysis.

  • It does not operate advertising accounts.
  • Usage-based API costs need monitoring.
  • Raw results still require paid-media judgement before action.

Access

OAuth for hosted HTTP or API credentials for CLI and local stdio.

Watch

This supplies research data; it does not control paid-media accounts. API modules are billed and enabled separately.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Data infrastructure · Reference

Airbyte

Airbyte exposes an agent MCP for working with connected data and a separate knowledge MCP for product documentation.

Cross-channel

Route judged Official agent MCP

Connected data sources, destinations and data operations

B Test
Biggest daily blocker

The MCP does not remove the difficult part: building, authenticating and governing the data connections.

SetupHard
ConnectPartial
InspectYes
QueryPartial
TransformPartial
OperatePartial
CoverageDepends

Connection

Requires an Airbyte account or instance plus configured sources, destinations, credentials and permissions.

Human job benchmark

Connect sources, inspect schemas and health, query data, transform it and operate the pipeline safely.

Route coverage

Coverage depends on the connected sources and destinations. Documentation search and action-capable MCP surfaces are distinct.

+

  • Official agent MCP can expose useful connector and data-movement context.
  • Large connector ecosystem supports cross-channel data collection.
  • Open-source and managed routes give teams deployment choice.

  • MCP control is mixed and depends on the configured interface.
  • Self-hosting adds operational overhead.
  • It is infrastructure rather than a marketer-facing daily interface.

Access

Airbyte account or instance, configured sources and destinations.

Watch

Do not confuse the documentation-search MCP with the agent MCP that can act on connected data.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Data infrastructure · Reference

Fivetran

Fivetran's Agent Context MCP exposes governed data context; its Connector SDK adds a CLI and official coding-agent integrations.

Cross-channel

Route judged Official MCP context layer, public preview

Connector metadata, schemas and documentation context

C+ Test
Biggest daily blocker

The agent surface cannot operate the connectors it describes.

SetupModerate
ConnectNo
InspectYes
QueryNo
TransformNo
OperateNo
CoverageAssist only

Connection

Requires Fivetran account permissions and a compatible MCP connection.

Human job benchmark

Connect sources, inspect schemas and health, query data, transform it and operate the pipeline safely.

Route coverage

The MCP supplies context and retrieval. Connector operations remain in the REST API, SDK or product.

+

  • Mature managed data movement supports reliable recurring pipelines.
  • Official MCP, agent plugins and Connector SDK CLI cover several technical workflows.
  • Read-only MCP control is a sensible context boundary.

  • Agent Context MCP is still a public preview.
  • The MCP is not a substitute for connector operations or warehouse permissions.
  • Enterprise cost and administration may be disproportionate for a small stack.

Access

Fivetran Context Layer for MCP; account permissions for API and SDK workflows.

Watch

The MCP is a context and retrieval surface, not a substitute for connector operations or warehouse access controls.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Data infrastructure · Specialist

Google MCP Toolbox for Databases

Google's open-source MCP toolbox connects agents to BigQuery and other databases through explicitly configured tools.

Cross-channelWarehouse

Route judged Official self-hosted MCP framework

Databases and operator-defined tools

B Production
Biggest daily blocker

It is infrastructure for building a safe interface, not a paid-media connector that works after sign-in.

SetupHard
ConnectDepends
InspectDepends
QueryDepends
TransformDepends
OperateDepends
CoverageDepends

Connection

Requires deployment or local runtime, database credentials, tools configuration and security design.

Human job benchmark

Connect sources, inspect schemas and health, query data, transform it and operate the pipeline safely.

Route coverage

Prebuilt database tools and custom YAML definitions can expose broad operations, bounded by the configured role and queries.

+

  • Official open-source toolbox exposes governed database tools through MCP.
  • Supports BigQuery and other common production data stores.
  • CLI and Gemini extensions help teams package repeatable access.

  • It is not a paid-media connector by itself.
  • Read/write risk depends entirely on tool definitions and database roles.
  • Secure configuration requires data-engineering discipline.

Access

Self-hosted configuration plus database credentials and permissions.

Watch

This is a general database layer, not a paid-media connector. Read/write risk depends entirely on the configured tools and database role.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Data infrastructure · Reference

Snowflake

Snowflake's managed MCP lets agents reach governed Snowflake capabilities without deploying a separate server.

Cross-channelWarehouse

Route judged Official managed MCP

Warehouse data and operator-approved tools

B Production
Biggest daily blocker

The quality and safety of the workflow depend on substantial data-platform work before the first useful marketing prompt.

SetupHard
ConnectDepends
InspectYes
QueryYes
TransformDepends
OperateDepends
CoverageDepends

Connection

Requires Snowflake account configuration, Cortex Agent setup, warehouse roles and deliberate tool exposure.

Human job benchmark

Connect sources, inspect schemas and health, query data, transform it and operate the pipeline safely.

Route coverage

Coverage can be broad, but it depends entirely on schemas, tools, semantic models and role permissions configured by the team.

+

  • Official managed MCP works inside Snowflake's role and governance model.
  • Strong foundation for cross-channel measurement and governed client data.
  • Official CLI, APIs and drivers support serious production engineering.

  • It needs warehouse, role and cost governance expertise.
  • Mixed control can expose consequential writes when roles are too broad.
  • It is infrastructure, not a ready-made paid-media workflow.

Access

Snowflake account, Cortex Agent configuration and role permissions.

Watch

Warehouse permissions remain the real control plane. Scope roles and exposed tools narrowly.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Modelling · Specialist

Meridian

Google's open-source marketing mix modelling framework for estimating incremental impact and informing budget allocation.

Cross-channel

Route judged Official open-source Python package

Marketing mix models and budget scenarios

B+ Research
Biggest daily blocker

It is not an agent or optimiser. Data preparation, priors, model criticism and action rules remain expert work.

SetupSpecialist
Prepare dataPartial
ConfigureYes
RunYes
ValidateYes
ScenariosYes
CoverageSpecialist

Connection

Requires model-ready historical data, Python, statistical judgement, compute and validation design.

Human job benchmark

Prepare model-ready data, configure assumptions, run the model, validate it and turn scenarios into planning evidence.

Route coverage

Covers the MMM lifecycle and scenario planning, not live campaign control.

+

  • Google-backed open-source marketing-mix modelling package.
  • Useful for incrementality and budget-allocation questions beyond platform attribution.
  • Python package can be made reproducible in a governed modelling workflow.

  • No official MCP, plugin or dedicated CLI was verified.
  • Requires statistical skill and suitable historical data.
  • It is not a daily campaign-operation interface.
Product / official pageOfficial Meridian repositoryAI interface / endpointNo official AI route verifiedMCPNo official MCP verifiedPluginNo official agent plugin verifiedCLIPython package, not a dedicated CLIAPI / SDKOpen-source Python packageDocumentationOfficial Meridian repositoryGitHubOfficial Meridian repository

Access

Open source; requires model-ready historical data and Python expertise.

Watch

A model library is not an autonomous media optimiser. Inputs, priors, validation and decision rules remain practitioner work.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Modelling · Specialist

Robyn

Meta's open-source marketing mix modelling package for estimating channel contribution and budget scenarios.

Cross-channel

Route judged Official open-source R and Python package

Marketing mix models and budget allocation scenarios

B Research
Biggest daily blocker

Model output is not an approved campaign change. A practitioner must interpret and operationalise it.

SetupSpecialist
Prepare dataPartial
ConfigureYes
RunYes
ValidateYes
ScenariosYes
CoverageSpecialist

Connection

Requires prepared historical data, R or Python, statistical modelling and validation expertise.

Human job benchmark

Prepare model-ready data, configure assumptions, run the model, validate it and turn scenarios into planning evidence.

Route coverage

Produces MMM results and allocation hypotheses, without a governed connection to live accounts.

+

  • Established open-source marketing-mix modelling project from Meta.
  • Supports automated model exploration and budget-allocation analysis.
  • R and Python routes broaden analyst access.

  • No official MCP or marketer-facing CLI was verified.
  • Model selection and calibration still require specialist judgement.
  • Outputs do not translate directly into safe platform changes.
Product / official pageOfficial Robyn repositoryAI interface / endpointNo official AI route verifiedMCPNo official MCP verifiedPluginNo official agent plugin verifiedCLIR and Python package, not a dedicated CLIAPI / SDKOpen-source R and Python packageDocumentationOfficial Robyn repositoryGitHubOfficial Robyn repository

Access

Open source; requires prepared data and statistical modelling expertise.

Watch

Robyn produces model outputs, not campaign changes. Treat automated budget recommendations as hypotheses requiring review.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Modelling · Specialist

PyMC-Marketing

An open-source Bayesian marketing analytics package covering marketing mix modelling and customer-lifetime-value work.

Cross-channel

Route judged Official open-source Python package

Bayesian marketing models

B Research
Biggest daily blocker

Its flexibility increases the amount of expert modelling work required before any media decision is safe.

SetupSpecialist
Prepare dataPartial
ConfigureYes
RunYes
ValidateYes
ScenariosYes
CoverageSpecialist

Connection

Requires Python, Bayesian modelling expertise, prepared data, compute and model validation.

Human job benchmark

Prepare model-ready data, configure assumptions, run the model, validate it and turn scenarios into planning evidence.

Route coverage

Flexible modelling toolkit, not a campaign-operation or turn-key daily marketer interface.

+

  • Flexible Bayesian tooling for media-mix and customer-value modelling.
  • Open source and inspectable for teams that need methodological control.
  • Python ecosystem supports custom analysis and reproducibility.

  • Requires strong Python and statistical expertise.
  • No official MCP, plugin or dedicated workflow CLI was verified.
  • It is a modelling library rather than a daily media-operations product.
Product / official pagePyMC-Marketing documentationAI interface / endpointNo official AI route verifiedMCPNo official MCP verifiedPluginNo official agent plugin verifiedCLIPython package, not a dedicated CLIAPI / SDKOpen-source Python packageDocumentationPyMC-Marketing documentationGitHubPyMC-Marketing repository

Access

Open source; requires Python and Bayesian modelling expertise.

Watch

The package supports analysis. It does not provide a governed connection to advertising accounts.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Automation and workflow · Reference

Zapier

Zapier MCP lets assistants call scoped actions across Zapier's app catalogue; the Platform CLI is for building Zapier integrations.

Cross-channel

Route judged Official remote MCP

Actions in connected applications

A- Production
Biggest daily blocker

It is easy to connect but can only do what each Zapier action exposes, while successful MCP calls consume tasks.

SetupEasy
ConnectYes
BuildPartial
RunYes
DebugPartial
MonitorPartial
CoverageDepends

Connection

Create a scoped MCP server, choose actions and authorise the connected apps.

Human job benchmark

Connect systems, build the workflow, run it reliably, diagnose failures and monitor production execution.

Route coverage

Large app catalogue, but each action must exist in the connector and be explicitly exposed.

+

  • Official MCP reaches a broad catalogue of business applications.
  • Read/write actions make it useful for practical cross-tool workflows.
  • Platform CLI supports maintained custom integrations.

  • Connector depth and field coverage vary by application.
  • Broad action access can create unintended external changes.
  • Task limits and commercial plans can constrain high-volume operations.

Access

Zapier account and connected apps; each successful MCP call consumes tasks.

Watch

A broad action catalogue can create real external changes. Keep servers client-specific and tools narrowly scoped.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Automation and workflow · Emerging

Pipedream

Pipedream provides hosted MCP servers across thousands of APIs, managed authentication, an SDK and a full `pd` CLI.

Cross-channel

Route judged Official remote MCP

Actions and APIs in connected applications

A- Production
Biggest daily blocker

The route is flexible rather than opinionated. The team still owns action selection, annotations and production separation.

SetupModerate
ConnectYes
BuildYes
RunYes
DebugYes
MonitorYes
CoverageMost steps

Connection

Pipedream manages connected-app credentials, but the operator must choose apps, actions and permission boundaries.

Human job benchmark

Connect systems, build the workflow, run it reliably, diagnose failures and monitor production execution.

Route coverage

Broad API and action catalogue, with exact parity determined by the connected component.

+

  • Official MCP and CLI support flexible API-based automation.
  • Code steps handle gaps that fixed connectors cannot cover.
  • Strong fit for event-driven media and measurement workflows.

  • More engineering-oriented than a typical marketer tool.
  • Credential and secret handling needs careful ownership.
  • Failures can cross several connected systems and need monitoring.

Access

Pipedream account; connected-app credentials are managed by Pipedream.

Watch

Tools inherit the permissions of connected accounts. Review annotations and separate development from production.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Automation and workflow · Emerging

n8n

n8n can expose an instance or a single workflow through MCP, and can also consume external MCP tools inside workflows.

Cross-channel

Route judged Official built-in MCP, beta

Enabled workflows and their connected applications

B+ Test
Biggest daily blocker

The workflow must already be designed and governed. A connected client can trigger credentials and external writes across the enabled set.

SetupModerate
ConnectYes
BuildYes
RunYes
DebugPartial
MonitorPartial
CoverageDepends

Connection

Requires an n8n instance, user-scoped access and deliberate enablement of each workflow exposed to MCP clients.

Human job benchmark

Connect systems, build the workflow, run it reliably, diagnose failures and monitor production execution.

Route coverage

Can trigger powerful multi-step workflows, but the MCP does not automatically expose every node or manual editor feature.

+

  • Built-in MCP can build, test and run real workflows.
  • Self-hosting gives strong control over data and credentials.
  • Large node ecosystem and code support fit complex agency operations.

  • The built-in MCP remains beta.
  • Workflow execution can trigger consequential writes across connected tools.
  • Self-hosted production use requires monitoring, upgrades and incident ownership.

Access

n8n instance; enable MCP per instance and workflow, with user-scoped access.

Watch

Connected clients may share the same enabled workflow set. Workflow execution can trigger credentials and external writes.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Creative production · Reference

Figma

Figma's remote MCP can retrieve design context and, for supported clients and seats, create or modify native canvas content.

Cross-channelDesign

Route judged Official remote and desktop MCP

Design files, components, variables and canvas objects

B+ Production
Biggest daily blocker

A connected agent still cannot rely on every manual design operation, and write access depends on seat type and file permission.

SetupEasy
Read contextYes
CreatePartial
EditPartial
AdaptPartial
ExportPartial
CoverageSome steps

Connection

Connect a supported client and authorise Figma. Canvas writes require a Full seat and edit permission.

Human job benchmark

Understand the brief and source assets, create, edit, adapt to placements and export production-ready files.

Route coverage

Excellent design context and code handoff. Write-to-canvas is useful but does not reproduce the full editor or plugin ecosystem.

+

  • Official remote and desktop MCP expose real design context.
  • Supported clients can create or modify native canvas content.
  • Plugin API and agent skills support structured creative workflows.

  • Canvas writes require a Full seat and edit permission.
  • It does not connect creative output to media-platform delivery by itself.
  • No dedicated official Figma CLI was verified.

Access

Supported MCP client and Figma permissions; a Full seat is required for write-to-canvas.

Watch

Dev seats support read-oriented context. Canvas writes require both a Full seat and edit permission.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Creative production · Reference

Canva

Canva's remote MCP supports design creation and editing, assets, brand resources, search, export and collaboration.

Cross-channelDesignVideo

Route judged Official remote MCP

Designs, assets and selected content workflows

B+ Production
Biggest daily blocker

The Apps CLI is for building Canva apps, not a general daily creative-production CLI.

SetupEasy
Read contextYes
CreateYes
EditPartial
AdaptPartial
ExportYes
CoverageSome steps

Connection

Connect and authorise an individual Canva account. App-development workflows have separate requirements.

Human job benchmark

Understand the brief and source assets, create, edit, adapt to placements and export production-ready files.

Route coverage

Useful design creation and editing, without full parity with Canva's manual editor and app ecosystem.

+

  • Official MCP supports design creation, editing, assets and export.
  • Remote OAuth makes it accessible to common agent clients.
  • Apps CLI and Connect APIs support deeper product integration.

  • The Apps CLI is not a daily creative-production CLI.
  • Brand and format governance still need human review.
  • It does not validate media-platform setup or campaign delivery.

Access

A Canva account and individual OAuth authorisation; app-development features have separate requirements.

Watch

The Apps CLI builds Canva apps. It is not a general command-line interface for day-to-day creative production.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Analytics · Reference

Adobe Analytics

Adobe hosts a production MCP that can query Analytics data, create reports and manage analysis components through the same product permissions as the UI.

Cross-channelWeb

Route judged Adobe-hosted MCP

Report suites, components, reports and workspace projects

B+ Production
Biggest daily blocker

The route is powerful only after an administrator grants MCP access and the Analytics implementation is already trustworthy.

SetupModerate
AnalyseYes
Build reportsYes
ConfigureYes
ValidatePartial
SharePartial
CoverageMost steps

Connection

Connect the hosted endpoint, authenticate and obtain MCP Access plus the product permissions needed for each action.

Human job benchmark

Explore data, answer a question, build a reusable report, configure analysis components and share the result.

Route coverage

It completes ad-hoc analysis and creates reusable components or projects; governed interpretation and stakeholder delivery remain human work.

+

  • Hosted official MCP with normal Adobe permissions.
  • Creates and runs ranked or trended reports.
  • Can manage segments, date ranges and workspace projects.

  • Enterprise entitlement and administrator permissions are required.
  • It does not operate ad platforms.
  • Report correctness still depends on governed suites and components.

Access

Adobe Analytics entitlement, MCP Access permission and the normal product permissions for each action.

Watch

The server can create components and projects. Validate definitions and report scope before sharing outputs.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Analytics · Reference

Adobe Customer Journey Analytics

Adobe hosts a separate CJA MCP for cross-channel data views, components, reports and workspace projects.

Cross-channelCustomer journey

Route judged Adobe-hosted MCP

CJA connections, data views, components, reports and projects

B+ Production
Biggest daily blocker

The MCP cannot compensate for missing connections, weak identity stitching or badly designed data views.

SetupModerate
AnalyseYes
Build reportsYes
ConfigureYes
ValidatePartial
SharePartial
CoverageMost steps

Connection

Connect the hosted endpoint and authenticate with CJA entitlements, MCP Access and normal product permissions.

Human job benchmark

Explore data, answer a question, build a reusable report, configure analysis components and share the result.

Route coverage

Strong analysis and component coverage once the cross-channel data model exists; upstream data design stays outside the route.

+

  • Official hosted MCP for cross-channel analysis.
  • Uses the organisation existing CJA permissions.
  • Can work with reusable components and projects.

  • Useful only after substantial data-view and identity work.
  • Enterprise access raises the setup bar.
  • It cannot repair upstream instrumentation.

Access

CJA entitlement, MCP Access permission and the relevant data-view and component permissions.

Watch

Cross-channel power depends on the organisation already having governed connections, data views and identity design.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Analytics · Emerging

PostHog

PostHog MCP queries trends, funnels, retention, paths and SQL, then creates, updates or deletes saved insights and dashboards.

WebProduct

Route judged Official PostHog MCP

Events, SQL, insights and dashboards

A Production
Biggest daily blocker

It can finish the analytics job, but not the downstream media optimisation job.

SetupEasy
AnalyseYes
Build reportsYes
ConfigureYes
ValidateYes
SharePartial
CoverageMost steps

Connection

Run the official wizard, authorise a PostHog project and expose the required tools.

Human job benchmark

Explore data, answer a question, build a reusable report, configure analysis components and share the result.

Route coverage

The route can investigate behaviour and maintain reusable insights and dashboards; distribution and paid-media decisions remain outside it.

+

  • Queries the major product-analytics methods and SQL.
  • Creates, updates and deletes insights and dashboards.
  • One-command wizard installation is unusually direct.

  • It is product-led rather than paid-media-led.
  • Quality depends on the event implementation.
  • It does not control media spend or delivery.

Access

A PostHog project, captured events and a supported MCP client; the wizard handles installation.

Watch

It is strongest for product and web behaviour, not ad-platform delivery or media cost governance.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Measurement · Reference

AppsFlyer

AppsFlyer beta MCP brings campaign performance, attribution trends and implementation troubleshooting into AI clients.

MobileCross-channel

Route judged Official beta MCP

Apps, campaign performance, attribution and implementation guidance

B Test
Biggest daily blocker

The beta can explain and audit, then hands configuration changes back to the human or another API workflow.

SetupEasy
InspectYes
ConfigureNo
ValidatePartial
DeployNo
MonitorYes
CoverageSome steps

Connection

Use hosted OAuth in supported clients or an account-level bearer token for automation.

Human job benchmark

Inspect the implementation, configure collection, validate events, deploy changes and monitor data quality.

Route coverage

Useful performance monitoring and implementation diagnosis, without a dependable write route for correcting configuration.

+

  • Hosted official MCP with OAuth and token routes.
  • Useful campaign and attribution diagnosis in chat.
  • Includes implementation and OneLink troubleshooting.

  • The service is explicitly beta.
  • Sessions can require frequent reconnection.
  • The reviewed route diagnoses more than it configures.

Access

AppsFlyer account, appropriate app permissions and OAuth or an account-level MCP token.

Watch

The service is explicitly beta, authenticated sessions can be short-lived and the reviewed tools diagnose rather than apply implementation changes.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Measurement · Reference

Adjust

Adjust exposes mature SDKs and several focused APIs for reporting, app configuration, campaigns and device testing, but no official agent route was verified.

MobileCross-channel

Route judged Official APIs and SDKs

Attribution data, apps, events, campaigns and test devices

C+ Test
Biggest daily blocker

There is no official MCP to connect; the team must design, build and govern the complete agent interface.

SetupHard
InspectYes
ConfigurePartial
ValidatePartial
DeployPartial
MonitorYes
CoverageSome steps

Connection

Choose and authenticate several APIs, obtain feature enablement where required, then build the agent wrapper.

Human job benchmark

Inspect the implementation, configure collection, validate events, deploy changes and monitor data quality.

Route coverage

Broad developer capability exists, but it is fragmented and not presented as a ready AI route.

+

  • Mature APIs and SDKs cover measurement and reporting.
  • App Automation can create or update configured apps.
  • Device APIs support testing workflows.

  • No official MCP or agent plugin was verified.
  • Capabilities are split across several APIs.
  • Some automation requires vendor enablement.
Product / official pageAdjustAI interface / endpointNo official AI route verifiedMCPNo official MCP verifiedPluginNo official agent plugin verifiedCLINo dedicated official CLI verifiedAPI / SDKAdjust APIs and SDKsDocumentationAdjust API documentationGitHubNo official repository verified

Access

Adjust account and API tokens; some automation features require enablement by an Adjust representative.

Watch

The API surface is fragmented by job and needs a custom agent layer. App Automation is not enabled for every account.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Measurement · Reference

Twilio Segment

Segment collects and routes first-party events, while its Public API manages sources, destinations, warehouses and tracking plans; an official MCP was not verified.

Cross-channelFirst-party data

Route judged Public API and collection SDKs

Sources, destinations, warehouses, tracking plans and events

B- Production
Biggest daily blocker

The underlying API is capable; the missing piece is an official, safe agent interface for daily operators.

SetupHard
InspectYes
ConfigureYes
ValidatePartial
DeployYes
MonitorPartial
CoverageMost steps

Connection

Requires workspace-owner tokens, instrumentation, schemas and a custom agent wrapper around the API.

Human job benchmark

Inspect the implementation, configure collection, validate events, deploy changes and monitor data quality.

Route coverage

The Public API can manage core workspace resources, but event design and quality validation still require specialist work.

+

  • Mature collection and routing infrastructure.
  • Public API provides CRUD for core workspace resources.
  • Strong governance surface for tracking plans and destinations.

  • No official MCP was verified.
  • A custom agent layer is required.
  • Identity and instrumentation design remain specialist work.
Product / official pageTwilio SegmentAI interface / endpointNo official AI route verifiedMCPNo official MCP verifiedPluginNo official agent plugin verifiedCLINo general official workspace CLI verifiedAPI / SDKSegment Public APIDocumentationSegment Public APIGitHubNo official repository verified

Access

Team or Business tier for Public API access; workspace owners create API tokens.

Watch

A powerful API is not a ready agent workflow. Instrumentation plans, identity and destination governance remain human-led.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Creative production · Reference

Adobe Firefly Creative Production

Adobe Run-Workflow MCP can discover, submit and monitor reusable creative workflows for generation, editing, composition and format adaptation.

ImageVideoCross-channel

Route judged Hosted Run-Workflow MCP

Published creative workflows, images, videos and batch jobs

B+ Test
Biggest daily blocker

It is not a self-service route for most teams: the enterprise entitlement and reusable workflow design must already exist.

SetupModerate
Read contextYes
CreateYes
EditYes
AdaptYes
ExportYes
CoverageMost steps

Connection

Requires enterprise entitlement, an MCP client and organisation workflows or templates that the server can discover and run.

Human job benchmark

Understand the brief and source assets, create, edit, adapt to placements and export production-ready files.

Route coverage

Can execute and monitor multi-step production workflows, with human brand, legal and final-quality approval.

+

  • Hosted MCP runs real reusable creative workflows.
  • Supports generation, editing, composition and format variants.
  • Asynchronous monitoring fits large production jobs.

  • Enterprise-only access limits practical adoption.
  • Workflow design must exist before reliable reuse.
  • Human brand and output review remains essential.

Access

Firefly Creative Production for Enterprise plus the permissions and published workflows required by the organisation.

Watch

The agent can run what the enterprise workflow layer exposes; brand fidelity and final asset approval still need human review.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Creative production · Emerging

Runway

Runway offers an official generation MCP, a hosted developer MCP, APIs and SDKs for images, video, audio, editing, upscaling and reusable workflows.

ImageVideoAudio

Route judged Official generation MCP and API

Image, video, audio, tasks and workflows

A- Production
Biggest daily blocker

The route can make assets, but it cannot decide whether they are on-brand, legally usable or campaign-ready.

SetupModerate
Read contextPartial
CreateYes
EditYes
AdaptYes
ExportYes
CoverageMost steps

Connection

Use the official local MCP repository or hosted developer route, then configure billing and authentication.

Human job benchmark

Understand the brief and source assets, create, edit, adapt to placements and export production-ready files.

Route coverage

Creates and transforms production media across modalities; the brief, brand system, rights review and final QC remain human responsibilities.

+

  • Official MCP, API, SDKs and open GitHub server.
  • Creates and edits image, video and audio assets.
  • Task APIs and reusable workflows support automation.

  • Outputs still need rights and brand review.
  • Temporary result URLs require disciplined download.
  • Generation cost and model choice need controls.

Access

Runway developer account, billing and either OAuth for the hosted developer MCP or an API key for generation.

Watch

Generated assets require creative and rights review, and temporary output URLs must be downloaded before expiry.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Research and intelligence · Reference

Ahrefs

Ahrefs hosts an official MCP for keyword, competitor, backlink and content-gap research against live Ahrefs data.

SearchContent

Route judged Official hosted MCP

Keywords, domains, backlinks, competitors and content gaps

A- Production
Biggest daily blocker

It provides research evidence, not first-party account performance or campaign action.

SetupEasy
DiscoverYes
RetrieveYes
CompareYes
AnalyseYes
ExportPartial
CoverageMost steps

Connection

Connect the hosted endpoint and authenticate an eligible Ahrefs account.

Human job benchmark

Find the right market evidence, retrieve it, compare competitors or queries, analyse patterns and export the evidence.

Route coverage

Strong search and competitor research without custom integration; decision framing and activation remain outside the product.

+

  • Hosted official MCP with straightforward OAuth.
  • Strong keyword, backlink and competitor evidence.
  • Useful without building a custom API wrapper.

  • Read-only research rather than activation.
  • Requires an eligible paid plan.
  • It does not include first-party campaign truth.

Access

Eligible paid Ahrefs plan and OAuth through a compatible MCP client.

Watch

It supplies external search evidence, not first-party campaign truth or media-platform actions.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Research and intelligence · Reference

Semrush

Semrush Public MCP exposes SEO, traffic, market, project and paid-search reports through a hosted OAuth endpoint.

SearchShoppingMarket

Route judged Semrush Public MCP

SEO, traffic, market, paid-search, shopping and project reports

A- Production
Biggest daily blocker

Read-only access and unit consumption make it an intelligence route, not an operating system for paid media.

SetupEasy
DiscoverYes
RetrieveYes
CompareYes
AnalyseYes
ExportYes
CoverageMost steps

Connection

Connect the hosted OAuth endpoint with an eligible subscription and enough API units.

Human job benchmark

Find the right market evidence, retrieve it, compare competitors or queries, analyse patterns and export the evidence.

Route coverage

Broad report discovery and execution across Semrush datasets; changes to projects or campaigns stay elsewhere.

+

  • Hosted OAuth endpoint works across major clients.
  • Broad SEO, paid-search, shopping and market reports.
  • Discovery tools make a large API easier for agents.

  • Every call consumes API units.
  • Project methods exposed by MCP are read-only.
  • Subscription entitlements make coverage variable.

Access

An eligible Semrush subscription and API units; available datasets follow the subscription.

Watch

MCP calls consume API units and the Projects API exposure is read-only even where the underlying API can mutate projects.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Research and intelligence · Reference

Similarweb

Similarweb hosts an MCP with broad web, app, audience, search, PPC-spend and retail intelligence coverage.

WebAppSearchRetail

Route judged Official hosted MCP

Web, app, search, audience, PPC and retail intelligence

A- Production
Biggest daily blocker

The figures are external estimates and often delayed, so they cannot replace first-party platform or analytics truth.

SetupEasy
DiscoverYes
RetrieveYes
CompareYes
AnalyseYes
ExportYes
CoverageMost steps

Connection

Connect the hosted endpoint and authenticate an API-inclusive subscription.

Human job benchmark

Find the right market evidence, retrieve it, compare competitors or queries, analyse patterns and export the evidence.

Route coverage

Wide external-market coverage and direct comparisons, bounded by licensed datasets and data-credit economics.

+

  • Hosted MCP covers more than 75 intelligence endpoints.
  • Strong web, app, search, audience and retail breadth.
  • Supports direct competitor comparison.

  • Requires API-inclusive paid access.
  • Queries consume data credits.
  • Estimated and delayed datasets are not first-party live truth.

Access

Business, Enterprise or API-only subscription with an active API key and dataset entitlements.

Watch

Queries consume data credits and many datasets are estimates with monthly or delayed freshness rather than first-party live data.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Data infrastructure · Emerging

RudderStack

RudderStack hosts an OAuth MCP for sources, destinations, transformations, event streams and documentation.

Cross-channelFirst-party data

Route judged Official hosted MCP

Sources, destinations, transformations and event streams

B+ Test
Biggest daily blocker

The vendor explicitly warns that the MCP is incomplete and may change during active development.

SetupEasy
ConnectPartial
InspectYes
QueryPartial
TransformYes
OperatePartial
CoverageMost steps

Connection

Connect the hosted endpoint and complete OAuth with an authorised RudderStack account.

Human job benchmark

Connect sources, inspect schemas and health, query data, transform it and operate the pipeline safely.

Route coverage

Useful management coverage for customer-data pipelines, with gaps and stability caveats while the server evolves.

+

  • Hosted OAuth MCP is easy to connect.
  • Can access and manage sources, destinations and transformations.
  • Covers event streams and documentation.

  • Official docs warn that the MCP is still in active development.
  • Some product features are missing.
  • Connection stability may vary during updates.

Access

Active RudderStack account and OAuth permissions for the hosted server.

Watch

Official documentation says the MCP is in active development, some features are missing and connection stability can vary.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Data infrastructure · Reference

Databricks

Databricks managed MCP servers expose governed SQL, Genie, Vector Search and other workspace capabilities to agents.

Cross-channelWarehouse

Route judged Managed MCP servers, public preview

SQL, Genie, Vector Search and workspace resources

B+ Test
Biggest daily blocker

The MCP is only the governed access layer; the warehouse and marketing semantic model still have to be built.

SetupSpecialist
ConnectDepends
InspectYes
QueryYes
TransformDepends
OperateDepends
CoverageDepends

Connection

Requires a configured Databricks workspace, managed MCP availability, governed resources and Unity Catalog permissions.

Human job benchmark

Connect sources, inspect schemas and health, query data, transform it and operate the pipeline safely.

Route coverage

Potentially broad, but every useful marketing workflow depends on the data products and tools an enterprise exposes.

+

  • Managed MCP uses workspace governance and permissions.
  • Can expose SQL, Genie and Vector Search.
  • Strong fit for governed enterprise data estates.

  • Managed MCP remains public preview.
  • Requires substantial platform configuration.
  • Not a turn-key paid-media connection.

Access

Databricks workspace, managed MCP preview availability and Unity Catalog permissions for exposed resources.

Watch

This is governed infrastructure, not a ready marketing connection. Useful outcomes depend on warehouse and semantic-layer preparation.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Data infrastructure · Specialist

dbt

dbt MCP gives agents governed project context, semantic queries, lineage, model health and opt-in CLI actions including build and test.

Cross-channelWarehouse

Route judged Official self-hosted MCP

dbt projects, semantic metrics, lineage, health, SQL and CLI jobs

B+ Test
Biggest daily blocker

A daily operator still needs an analytics engineer to configure the project, credentials and safe tool allowlist.

SetupSpecialist
ConnectPartial
InspectYes
QueryYes
TransformYes
OperateYes
CoverageSpecialist

Connection

Install with uvx, point to a local project and enable only the toolsets backed by available dbt Platform or CLI credentials.

Human job benchmark

Connect sources, inspect schemas and health, query data, transform it and operate the pipeline safely.

Route coverage

Strong analytics-engineering coverage, including build and test, but not a marketer-facing turn-key workflow.

+

  • Official open-source MCP with broad toolsets.
  • Strong lineage, health, semantic and SQL context.
  • Can run build and test when explicitly enabled.

  • Setup changes materially by toolset.
  • Useful operation requires analytics-engineering expertise.
  • CLI writes can change warehouse objects.

Access

Local dbt project for CLI tools; dbt Platform credentials and environment IDs for hosted semantic, discovery, admin and SQL tools.

Watch

Setup and enabled toolsets vary substantially. Build and run tools can modify warehouse objects and need deliberate permission boundaries.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Automation and workflow · Reference

Make

Make hosts an OAuth MCP that can run scenarios and, on paid plans, view or modify scenarios, connections, webhooks, data stores and organisations.

Cross-channel

Route judged Official cloud MCP

Scenarios, connections, webhooks, data stores, teams and organisations

A- Production
Biggest daily blocker

The agent can only use scenarios reliably when inputs, outputs and descriptions were designed for machine invocation.

SetupEasy
ConnectYes
BuildPartial
RunYes
DebugPartial
MonitorPartial
CoverageMost steps

Connection

Connect the universal OAuth endpoint, select an organisation and grant the minimum required scopes.

Human job benchmark

Connect systems, build the workflow, run it reliably, diagnose failures and monitor production execution.

Route coverage

Runs existing scenarios directly and can manage workflow entities on paid plans; complex design still benefits from the visual builder.

+

  • Universal hosted OAuth endpoint.
  • Can run scenarios on all plans.
  • Paid scopes can manage scenarios and related entities.

  • Scenario quality depends on clear inputs and outputs.
  • Management scopes can affect live automation.
  • Connector depth still varies by app.

Access

Make account; scenario execution is broadly available while management tools require paid-plan scopes.

Watch

Reliability depends on well-described scenario inputs and outputs. Management scopes can change live workflows and connections.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Automation and workflow · Reference

Workato

Workato Enterprise MCP can expose governed recipe functions, API collections, recipes and skills through a hosted enterprise runtime.

Cross-channel

Route judged Enterprise MCP

API collections, recipes, recipe functions and skills

B+ Production
Biggest daily blocker

There is no instant universal endpoint: a Workato enterprise setup and administrator-owned tool catalogue come first.

SetupHard
ConnectPartial
BuildPartial
RunYes
DebugPartial
MonitorYes
CoverageDepends

Connection

An enterprise administrator configures the MCP endpoint, identity, exposed tools and audit policy.

Human job benchmark

Connect systems, build the workflow, run it reliably, diagnose failures and monitor production execution.

Route coverage

Strong governed execution once recipes and functions are exposed, with coverage determined by enterprise configuration.

+

  • Enterprise-hosted runtime with identity and audit controls.
  • Exposes recipes, API collections, functions and skills.
  • Strong governance for consequential workflows.

  • Enterprise-only access.
  • An administrator must create the endpoint.
  • Setup is heavier than self-service competitors.

Access

Enterprise plan, workspace configuration and an MCP endpoint created by an administrator.

Watch

There is no universal endpoint to paste before an admin configures the workspace. Enterprise governance adds strength and setup overhead.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

Automation and workflow · Emerging

Gumloop

Gumloop is an AI-native workflow and agent builder with 50-plus built-in MCP integrations, custom remote MCP support and a JSON-capable CLI.

Cross-channel

Route judged AI-native workflow platform and CLI

Agents, sessions, integrations, MCP servers, skills and artifacts

B+ Test
Biggest daily blocker

It makes orchestration easy, but it does not remove the need to test every connected action and failure path.

SetupEasy
ConnectYes
BuildYes
RunYes
DebugPartial
MonitorPartial
CoverageMost steps

Connection

Create an account, connect built-in services or public remote MCP endpoints and use the visual builder or CLI.

Human job benchmark

Connect systems, build the workflow, run it reliably, diagnose failures and monitor production execution.

Route coverage

Strong AI-native workflow construction and execution, with exact depth inherited from each integration and model.

+

  • AI-native agent and workflow construction.
  • Supports 50-plus built-in and arbitrary remote MCP servers.
  • CLI has JSON output for automation.

  • No universal external Gumloop MCP endpoint was verified.
  • Production reliability inherits every connected dependency.
  • External MCP servers must be publicly reachable.

Access

Gumloop account; external MCP servers must be publicly reachable over HTTPS.

Watch

It is an orchestration layer, so production quality still depends on the chosen models, integrations, prompts and approval design.

Evidence basis

Documentation reviewed

Last checked 5 Sept 2026

03 / Maintenance

Facts age.
This index shows its work.

Interface facts, daily workflow assessment and editorial grade are stored separately. Every detail stays open because the limitations are part of the recommendation, not optional fine print.

The repository README is the primary reference. This browser is a secondary filter for the same source files.

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