The AI
Media Index

Coverage

Account discovery, metadata and GAQL queries. Campaign building and optimisation still happen elsewhere.

Channels Search · Shopping · Display · Video

Jobs Build · Optimise · Report

Operator boundary

It cannot create an ad, change a bid or budget, pause an entity or fix the issue it finds.

Market role Reference

Assessment

• Official, maintained MCP with a clear read boundary.
• Google Ads Query Language supports detailed account and performance diagnosis.
• Useful as a reporting and second-pair-of-eyes surface once configured.

Recorded limits

• The MCP cannot create, modify or delete any campaign object.
• Setup requires Python, a developer token, Google Cloud, enabled APIs, OAuth and client configuration.
• The workflow stops at diagnosis and cannot perform the optimisation it recommends.

Capabilities

Read

Yes

Create

No

Modify

No

Delete

No

Coverage

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

Channels Social · Display · Video

Jobs Build · Optimise · Report

Operator boundary

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

Market role Reference

Assessment

• 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.

Recorded limits

• 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.

Capabilities

Read

Yes

Create

Partial

Modify

No

Delete

No

Coverage

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

Channels Social · Video

Jobs Build · Optimise · Report · Create

Operator boundary

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

Market role Reference

Assessment

• 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.

Recorded limits

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

Capabilities

Read

Yes

Create

Yes

Modify

Yes

Delete

Partial

Coverage

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

Channels Search · Shopping · Display

Jobs Build · Optimise · Report

Operator boundary

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

Market role Reference

Assessment

• 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.

Recorded limits

• 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.

Capabilities

Read

Yes

Create

No

Modify

No

Delete

No

Coverage

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

Channels Retail media · Search · Display · Video

Jobs Build · Optimise · Report

Operator boundary

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

Market role Reference

Assessment

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

Recorded limits

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

Capabilities

Read

Yes

Create

Yes

Modify

Yes

Delete

Yes

Coverage

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

Channels Social · Video · AR

Jobs Report · Analyse

Operator boundary

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

Market role Reference

Assessment

• 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.

Recorded limits

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

Capabilities

Read

Yes

Create

No

Modify

No

Delete

No

Coverage

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

Channels Social · B2B

Jobs Build · Optimise · Report

Operator boundary

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

Market role Reference

Assessment

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

Recorded limits

• No official MCP was verified.
• API product approval and access tiers add friction.
• Daily AI use needs a custom or third-party integration layer.

Capabilities

Read

Yes

Create

Partial

Modify

Partial

Delete

Partial

Coverage

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

Channels Social · Visual discovery

Jobs Build · Optimise · Report

Operator boundary

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

Market role Reference

Assessment

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

Recorded limits

• No official MCP or agent plugin was verified.
• No dedicated official CLI was verified.
• AI workflows require custom engineering or a maintained intermediary.

Capabilities

Read

Yes

Create

Yes

Modify

Yes

Delete

Partial

Coverage

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

Channels Social · Community

Jobs Build · Optimise · Report

Operator boundary

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

Market role Reference

Assessment

• 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.

Recorded limits

• No official MCP, plugin or CLI was verified.
• Advertising API access requires approval.
• A useful daily agent workflow must be built and maintained separately.

Capabilities

Read

Yes

Create

Partial

Modify

Partial

Delete

Partial

Coverage

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

Channels Social

Jobs Build · Optimise · Report

Operator boundary

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

Market role Reference

Assessment

• 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.

Recorded limits

• 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.

Capabilities

Read

Yes

Create

Partial

Modify

Partial

Delete

Partial

Coverage

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

Channels Display · Video · Cross-channel

Jobs Build · Optimise · Report

Operator boundary

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

Market role Reference

Assessment

• 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.

Recorded limits

• 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.

Capabilities

Read

Yes

Create

Yes

Modify

Yes

Delete

Partial

Coverage

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

Channels Display · Video · Cross-channel

Jobs Build · Measure · Report

Operator boundary

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

Market role Reference

Assessment

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

Recorded limits

• 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.

Capabilities

Read

Yes

Create

Yes

Modify

Yes

Delete

Partial

Coverage

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

Channels Search · Shopping

Jobs Report · Analyse · Measure

Operator boundary

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

Market role Reference

Assessment

• 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.

Recorded limits

• The reporting API is read-only.
• Offline conversions use a separate API surface.
• No official MCP or dedicated agent integration was verified.

Capabilities

Read

Yes

Create

No

Modify

No

Delete

No

Coverage

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

Channels App · Search

Jobs Build · Optimise · Report

Operator boundary

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

Market role Reference

Assessment

• 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.

Recorded limits

• 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.

Capabilities

Read

Yes

Create

Yes

Modify

Yes

Delete

Partial

Coverage

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

Channels Display · Video · Cross-channel

Jobs Build · Optimise · Report · Operate

Operator boundary

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

Market role Reference

Assessment

• 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.

Recorded limits

• 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.

Capabilities

Read

Yes

Create

Yes

Modify

Yes

Delete

Partial

Coverage

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

Channels Cross-channel · Web · App

Jobs Measure · Report · Analyse

Operator boundary

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

Market role Reference

Assessment

• 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.

Recorded limits

• 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.

Capabilities

Analyse

Yes

Build Reports

Partial

Configure

No

Validate

Partial

Share

Partial

Coverage

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

Channels Cross-channel · Web · App

Jobs Measure · Analyse · Experiment

Operator boundary

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

Market role Reference

Assessment

• 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.

Recorded limits

• 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.

Capabilities

Analyse

Yes

Build Reports

Yes

Configure

Yes

Validate

Partial

Share

Yes

Coverage

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

Channels Cross-channel · Web · App

Jobs Measure · Analyse · Report

Operator boundary

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

Market role Reference

Assessment

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

Recorded limits

• 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.

Capabilities

Analyse

Yes

Build Reports

Unverified

Configure

Unverified

Validate

Partial

Share

Unverified

Coverage

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

Channels Cross-channel · Web

Jobs Analyse · Report · Configure

Operator boundary

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

Market role Reference

Assessment

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

Recorded limits

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

Capabilities

Analyse

Yes

Build Reports

Yes

Configure

Yes

Validate

Partial

Share

Partial

Coverage

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

Channels Cross-channel · Customer journey

Jobs Analyse · Report · Configure

Operator boundary

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

Market role Reference

Assessment

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

Recorded limits

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

Capabilities

Analyse

Yes

Build Reports

Yes

Configure

Yes

Validate

Partial

Share

Partial

Coverage

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

Channels Web · Product

Jobs Analyse · Report · Investigate

Operator boundary

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

Market role Emerging

Assessment

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

Recorded limits

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

Capabilities

Analyse

Yes

Build Reports

Yes

Configure

Yes

Validate

Yes

Share

Partial

Coverage

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

Channels Cross-channel · Web · App

Jobs Build · Measure · Automate

Operator boundary

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

Market role Reference

Assessment

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

Recorded limits

• 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.

Capabilities

Inspect

Yes

Configure

Yes

Validate

Partial

Deploy

Yes

Monitor

Partial

Coverage

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

Channels Mobile · Cross-channel

Jobs Measure · Audit · Report

Operator boundary

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

Market role Reference

Assessment

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

Recorded limits

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

Capabilities

Inspect

Yes

Configure

No

Validate

Partial

Deploy

No

Monitor

Yes

Coverage

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

Channels Mobile · Cross-channel

Jobs Measure · Configure · Report

Operator boundary

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

Market role Reference

Assessment

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

Recorded limits

• No official MCP or agent plugin was verified.
• Capabilities are split across several APIs.
• Some automation requires vendor enablement.

Capabilities

Inspect

Yes

Configure

Partial

Validate

Partial

Deploy

Partial

Monitor

Yes

Coverage

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

Channels Cross-channel · First-party data

Jobs Collect · Govern · Activate

Operator boundary

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

Market role Reference

Assessment

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

Recorded limits

• No official MCP was verified.
• A custom agent layer is required.
• Identity and instrumentation design remain specialist work.

Capabilities

Inspect

Yes

Configure

Yes

Validate

Partial

Deploy

Yes

Monitor

Partial

Coverage

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

Channels Cross-channel

Jobs Report · Measure · Automate

Operator boundary

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

Market role Reference

Assessment

• 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.

Recorded limits

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

Capabilities

Connect

Partial

Inspect

Yes

Query

Yes

Transform

Partial

Operate

Partial

Coverage

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

Channels Cross-channel

Jobs Ingest · Automate · Measure

Operator boundary

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

Market role Reference

Assessment

• 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.

Recorded limits

• 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.

Capabilities

Connect

Partial

Inspect

Yes

Query

Partial

Transform

Partial

Operate

Partial

Coverage

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

Channels Cross-channel

Jobs Ingest · Automate · Measure

Operator boundary

The agent surface cannot operate the connectors it describes.

Market role Reference

Assessment

• 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.

Recorded limits

• 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.

Capabilities

Connect

No

Inspect

Yes

Query

No

Transform

No

Operate

No

Coverage

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

Channels Cross-channel · Warehouse

Jobs Measure · Analyse · Automate

Operator boundary

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

Market role Specialist

Assessment

• 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.

Recorded limits

• 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.

Capabilities

Connect

Depends

Inspect

Depends

Query

Depends

Transform

Depends

Operate

Depends

Coverage

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

Channels Cross-channel · Warehouse

Jobs Measure · Analyse · Automate

Operator boundary

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

Market role Reference

Assessment

• 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.

Recorded limits

• 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.

Capabilities

Connect

Depends

Inspect

Yes

Query

Yes

Transform

Depends

Operate

Depends

Coverage

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

Channels Cross-channel · First-party data

Jobs Connect · Transform · Operate

Operator boundary

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

Market role Emerging

Assessment

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

Recorded limits

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

Capabilities

Connect

Partial

Inspect

Yes

Query

Partial

Transform

Yes

Operate

Partial

Coverage

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

Channels Cross-channel · Warehouse

Jobs Query · Model · Operate

Operator boundary

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

Market role Reference

Assessment

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

Recorded limits

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

Capabilities

Connect

Depends

Inspect

Yes

Query

Yes

Transform

Depends

Operate

Depends

Coverage

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

Channels Cross-channel · Warehouse

Jobs Query · Transform · Validate

Operator boundary

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

Market role Specialist

Assessment

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

Recorded limits

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

Capabilities

Connect

Partial

Inspect

Yes

Query

Yes

Transform

Yes

Operate

Yes

Coverage

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

Channels Search · SEO · Market intelligence

Jobs Research · Plan · Analyse

Operator boundary

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

Market role Specialist

Assessment

• 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.

Recorded limits

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

Capabilities

Discover

Yes

Retrieve

Yes

Compare

Yes

Analyse

Partial

Export

Yes

Coverage

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

Channels Search · Content

Jobs Research · Compare · Analyse

Operator boundary

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

Market role Reference

Assessment

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

Recorded limits

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

Capabilities

Discover

Yes

Retrieve

Yes

Compare

Yes

Analyse

Yes

Export

Partial

Coverage

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

Channels Search · Shopping · Market

Jobs Research · Compare · Audit

Operator boundary

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

Market role Reference

Assessment

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

Recorded limits

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

Capabilities

Discover

Yes

Retrieve

Yes

Compare

Yes

Analyse

Yes

Export

Yes

Coverage

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

Channels Web · App · Search · Retail

Jobs Research · Compare · Analyse

Operator boundary

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

Market role Reference

Assessment

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

Recorded limits

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

Capabilities

Discover

Yes

Retrieve

Yes

Compare

Yes

Analyse

Yes

Export

Yes

Coverage

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

Channels Cross-channel

Jobs Model · Plan · Measure

Operator boundary

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

Market role Specialist

Assessment

• 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.

Recorded limits

• No official MCP, plugin or dedicated CLI was verified.
• Requires statistical skill and suitable historical data.
• It is not a daily campaign-operation interface.

Capabilities

Prepare

Partial

Configure

Yes

Run

Yes

Validate

Yes

Scenarios

Yes

Coverage

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

Channels Cross-channel

Jobs Model · Plan · Measure

Operator boundary

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

Market role Specialist

Assessment

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

Recorded limits

• 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.

Capabilities

Prepare

Partial

Configure

Yes

Run

Yes

Validate

Yes

Scenarios

Yes

Coverage

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

Channels Cross-channel

Jobs Model · Plan · Measure

Operator boundary

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

Market role Specialist

Assessment

• 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.

Recorded limits

• 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.

Capabilities

Prepare

Partial

Configure

Yes

Run

Yes

Validate

Yes

Scenarios

Yes

Coverage

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

Channels Cross-channel

Jobs Automate · Build · Operate

Operator boundary

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

Market role Reference

Assessment

• 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.

Recorded limits

• 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.

Capabilities

Connect

Yes

Build

Partial

Run

Yes

Debug

Partial

Monitor

Partial

Coverage

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

Channels Cross-channel

Jobs Automate · Build · Operate

Operator boundary

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

Market role Emerging

Assessment

• 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.

Recorded limits

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

Capabilities

Connect

Yes

Build

Yes

Run

Yes

Debug

Yes

Monitor

Yes

Coverage

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

Channels Cross-channel

Jobs Automate · Build · Operate

Operator boundary

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

Market role Emerging

Assessment

• 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.

Recorded limits

• 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.

Capabilities

Connect

Yes

Build

Yes

Run

Yes

Debug

Partial

Monitor

Partial

Coverage

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

Channels Cross-channel

Jobs Connect · Build · Run

Operator boundary

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

Market role Reference

Assessment

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

Recorded limits

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

Capabilities

Connect

Yes

Build

Partial

Run

Yes

Debug

Partial

Monitor

Partial

Coverage

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

Channels Cross-channel

Jobs Connect · Build · Govern

Operator boundary

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

Market role Reference

Assessment

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

Recorded limits

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

Capabilities

Connect

Partial

Build

Partial

Run

Yes

Debug

Partial

Monitor

Yes

Coverage

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

Channels Cross-channel

Jobs Connect · Build · Run

Operator boundary

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

Market role Emerging

Assessment

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

Recorded limits

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

Capabilities

Connect

Yes

Build

Yes

Run

Yes

Debug

Partial

Monitor

Partial

Coverage

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

Channels Cross-channel · Design

Jobs Create · Review · Build

Operator boundary

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

Market role Reference

Assessment

• 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.

Recorded limits

• 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.

Capabilities

Context

Yes

Create

Partial

Edit

Partial

Adapt

Partial

Export

Partial

Coverage

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

Channels Cross-channel · Design · Video

Jobs Create · Adapt · Export

Operator boundary

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

Market role Reference

Assessment

• 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.

Recorded limits

• 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.

Capabilities

Context

Yes

Create

Yes

Edit

Partial

Adapt

Partial

Export

Yes

Coverage

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

Channels Image · Video · Cross-channel

Jobs Create · Adapt · Scale

Operator boundary

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

Market role Reference

Assessment

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

Recorded limits

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

Capabilities

Context

Yes

Create

Yes

Edit

Yes

Adapt

Yes

Export

Yes

Coverage

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

Channels Image · Video · Audio

Jobs Create · Edit · Upscale

Operator boundary

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

Market role Emerging

Assessment

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

Recorded limits

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

Capabilities

Context

Partial

Create

Yes

Edit

Yes

Adapt

Yes

Export

Yes