Google Ads
The Google Ads API is the modern programmatic interface to Google Ads and the next generation of the AdWords API. It enables developers to interact directly with the Google Ads platform, vastly increasing the efficiency of managing large or complex Google Ads accounts and campaigns.
Google Ads publishes 117 API contracts indexed on the APIs.io network, including Ad Groups API, Bidding Strategies API, and 115 more. Tagged areas include Advertising, Campaign Management, Digital Advertising, Google, and Marketing.
The Google Ads catalog on APIs.io includes 1 JSON-LD context and 2 Spectral governance rulesets.
Google Ads’ developer surface includes authentication, developer portal, getting-started guide, engineering blog, support, Stack Overflow tag, developer console, and 59 more developer resources.
What this lets a business do 2
Business capabilities this provider's published APIs can perform, derived from its own contracts. Browse all capabilities →
What people ask Google Ads 116
The questions people put to an LLM, and the jobs they hand an agent, that Google Ads's APIs answer — each one linked to the operation that does it. Generated by API Evangelist
Showing 12 of 116 APIs with phrasing — see every API.
Kin Score
Markets this provider is in provisional
The Kin Score Market layer reads a provider inside its market: its position, and how deep its integrations go. Depth is only comparable within a position. Provisional and unweighted: not part of the Kin Score or agent readiness.
| Market | Position | Depth | Registered MCP server | Declares compatibility |
|---|---|---|---|---|
| Adtech and Privacy | covered | 30.9 | - | - |
| IFTTT Services (service publishers) | covered | 30.9 | - | - |
Registered MCP server and declares compatibility are report only — not weighted. Undeclared means we found nothing we can read, so there is no number: we never infer integrations.
Standards implemented 3
Standards this provider implements or carries. De facto ones are profiled and measured by the API Commons; formal ones come from the standards directory and are linked by the provider's own tags. The evidence column says how each claim was established — not that it was made.
APIs 117
Individual APIs this provider publishes, each with its own machine-readable definition.
Google Ads Scripts
JavaScript-based scripting interface for programmatically managing and querying Google Ads data directly in a browser-based IDE. Scripts enable automated changes to campaigns, a...
Google Ads Ad Groups API
Manage ad groups within campaigns
Google Ads API
Create and manage individual ads within ad groups
Google Ads Bidding Strategies API
Manage bidding strategies for campaigns
Google Ads Campaigns API
Create, read, update, and remove advertising campaigns
Google Ads Customers API
Access and manage Google Ads customer account information
Google Ads Keywords API
Manage keyword targeting criteria for ad groups
Google Ads Reporting API
Query performance data using Google Ads Query Language (GAQL)
Google Ads Customers.account Budget Proposals API
The customers.accountBudgetProposals API from Google Ads — 1 operation(s) for customers.accountbudgetproposals.
Google Ads Customers.account Links API
The customers.accountLinks API from Google Ads — 2 operation(s) for customers.accountlinks.
Google Ads Customers.ad Group Ad Labels API
The customers.adGroupAdLabels API from Google Ads — 1 operation(s) for customers.adgroupadlabels.
Google Ads Customers.ad Group Ads API
The customers.adGroupAds API from Google Ads — 2 operation(s) for customers.adgroupads.
Google Ads Customers.ad Group Assets API
The customers.adGroupAssets API from Google Ads — 1 operation(s) for customers.adgroupassets.
Google Ads Customers.ad Group Asset Sets API
The customers.adGroupAssetSets API from Google Ads — 1 operation(s) for customers.adgroupassetsets.
Google Ads Customers.ad Group Bid Modifiers API
The customers.adGroupBidModifiers API from Google Ads — 1 operation(s) for customers.adgroupbidmodifiers.
Google Ads Customers.ad Group Criteria API
The customers.adGroupCriteria API from Google Ads — 1 operation(s) for customers.adgroupcriteria.
Google Ads Customers.Ad Group Criterion Customizers API
The customers.AdGroupCriterionCustomizers API from Google Ads — 1 operation(s) for customers.adgroupcriterioncustomizers.
Google Ads Customers.ad Group Criterion Labels API
The customers.adGroupCriterionLabels API from Google Ads — 1 operation(s) for customers.adgroupcriterionlabels.
Google Ads Customers.ad Group Customizers API
The customers.adGroupCustomizers API from Google Ads — 1 operation(s) for customers.adgroupcustomizers.
Google Ads Customers.ad Group Labels API
The customers.adGroupLabels API from Google Ads — 1 operation(s) for customers.adgrouplabels.
Google Ads Customers.ad Groups API
The customers.adGroups API from Google Ads — 1 operation(s) for customers.adgroups.
Google Ads Customers.ad Parameters API
The customers.adParameters API from Google Ads — 1 operation(s) for customers.adparameters.
Google Ads Customers.ads API
The customers.ads API from Google Ads — 1 operation(s) for customers.ads.
Google Ads Customers.asset Generations API
The customers.assetGenerations API from Google Ads — 2 operation(s) for customers.assetgenerations.
Google Ads Customers.asset Group Assets API
The customers.assetGroupAssets API from Google Ads — 1 operation(s) for customers.assetgroupassets.
Google Ads Customers.asset Group Listing Group Filters API
The customers.assetGroupListingGroupFilters API from Google Ads — 1 operation(s) for customers.assetgrouplistinggroupfilters.
Google Ads Customers.asset Groups API
The customers.assetGroups API from Google Ads — 1 operation(s) for customers.assetgroups.
Google Ads Customers.asset Group Signals API
The customers.assetGroupSignals API from Google Ads — 1 operation(s) for customers.assetgroupsignals.
Google Ads Customers.assets API
The customers.assets API from Google Ads — 1 operation(s) for customers.assets.
Google Ads Customers.asset Set Assets API
The customers.assetSetAssets API from Google Ads — 1 operation(s) for customers.assetsetassets.
Google Ads Customers.asset Sets API
The customers.assetSets API from Google Ads — 1 operation(s) for customers.assetsets.
Google Ads Customers.audiences API
The customers.audiences API from Google Ads — 1 operation(s) for customers.audiences.
Google Ads Customers.batch Jobs API
The customers.batchJobs API from Google Ads — 4 operation(s) for customers.batchjobs.
Google Ads Customers.bidding Data Exclusions API
The customers.biddingDataExclusions API from Google Ads — 1 operation(s) for customers.biddingdataexclusions.
Google Ads Customers.bidding Seasonality Adjustments API
The customers.biddingSeasonalityAdjustments API from Google Ads — 1 operation(s) for customers.biddingseasonalityadjustments.
Google Ads Customers.bidding Strategies API
The customers.biddingStrategies API from Google Ads — 1 operation(s) for customers.biddingstrategies.
Google Ads Customers.billing Setups API
The customers.billingSetups API from Google Ads — 1 operation(s) for customers.billingsetups.
Google Ads Customers.campaign Assets API
The customers.campaignAssets API from Google Ads — 1 operation(s) for customers.campaignassets.
Google Ads Customers.campaign Asset Sets API
The customers.campaignAssetSets API from Google Ads — 1 operation(s) for customers.campaignassetsets.
Google Ads Customers.campaign Bid Modifiers API
The customers.campaignBidModifiers API from Google Ads — 1 operation(s) for customers.campaignbidmodifiers.
Google Ads Customers.campaign Budgets API
The customers.campaignBudgets API from Google Ads — 1 operation(s) for customers.campaignbudgets.
Google Ads Customers.campaign Conversion Goals API
The customers.campaignConversionGoals API from Google Ads — 1 operation(s) for customers.campaignconversiongoals.
Google Ads Customers.campaign Criteria API
The customers.campaignCriteria API from Google Ads — 1 operation(s) for customers.campaigncriteria.
Google Ads Customers.campaign Customizers API
The customers.campaignCustomizers API from Google Ads — 1 operation(s) for customers.campaigncustomizers.
Google Ads Customers.campaign Drafts API
The customers.campaignDrafts API from Google Ads — 3 operation(s) for customers.campaigndrafts.
Google Ads Customers.Campaign Goal Configs API
The customers.CampaignGoalConfigs API from Google Ads — 1 operation(s) for customers.campaigngoalconfigs.
Google Ads Customers.campaign Groups API
The customers.campaignGroups API from Google Ads — 1 operation(s) for customers.campaigngroups.
Google Ads Customers.campaign Labels API
The customers.campaignLabels API from Google Ads — 1 operation(s) for customers.campaignlabels.
Google Ads Customers.campaigns API
The customers.campaigns API from Google Ads — 2 operation(s) for customers.campaigns.
Google Ads Customers.campaign Shared Sets API
The customers.campaignSharedSets API from Google Ads — 1 operation(s) for customers.campaignsharedsets.
Google Ads Customers.conversion Actions API
The customers.conversionActions API from Google Ads — 1 operation(s) for customers.conversionactions.
Google Ads Customers.conversion Custom Variables API
The customers.conversionCustomVariables API from Google Ads — 1 operation(s) for customers.conversioncustomvariables.
Google Ads Customers.conversion Goal Campaign Configs API
The customers.conversionGoalCampaignConfigs API from Google Ads — 1 operation(s) for customers.conversiongoalcampaignconfigs.
Google Ads Customers.conversion Value Rules API
The customers.conversionValueRules API from Google Ads — 1 operation(s) for customers.conversionvaluerules.
Google Ads Customers.conversion Value Rule Sets API
The customers.conversionValueRuleSets API from Google Ads — 1 operation(s) for customers.conversionvaluerulesets.
Google Ads Customers.custom Audiences API
The customers.customAudiences API from Google Ads — 1 operation(s) for customers.customaudiences.
Google Ads Customers.custom Conversion Goals API
The customers.customConversionGoals API from Google Ads — 1 operation(s) for customers.customconversiongoals.
Google Ads Customers.customer Assets API
The customers.customerAssets API from Google Ads — 1 operation(s) for customers.customerassets.
Google Ads Customers.customer Asset Sets API
The customers.customerAssetSets API from Google Ads — 1 operation(s) for customers.customerassetsets.
Google Ads Customers.customer Client Links API
The customers.customerClientLinks API from Google Ads — 1 operation(s) for customers.customerclientlinks.
Google Ads Customers.customer Conversion Goals API
The customers.customerConversionGoals API from Google Ads — 1 operation(s) for customers.customerconversiongoals.
Google Ads Customers.Customer Customizers API
The customers.CustomerCustomizers API from Google Ads — 1 operation(s) for customers.customercustomizers.
Google Ads Customers.customer Labels API
The customers.customerLabels API from Google Ads — 1 operation(s) for customers.customerlabels.
Google Ads Customers.customer Manager Links API
The customers.customerManagerLinks API from Google Ads — 2 operation(s) for customers.customermanagerlinks.
Google Ads Customers.customer Negative Criteria API
The customers.customerNegativeCriteria API from Google Ads — 1 operation(s) for customers.customernegativecriteria.
Google Ads Customers.customer Sk Ad Network Conversion Value Schemas API
The customers.customerSkAdNetworkConversionValueSchemas API from Google Ads — 1 operation(s) for customers.customerskadnetworkconversionvalueschemas.
Google Ads Customers.customer User Accesses API
The customers.customerUserAccesses API from Google Ads — 1 operation(s) for customers.customeruseraccesses.
Google Ads Customers.customer User Access Invitations API
The customers.customerUserAccessInvitations API from Google Ads — 1 operation(s) for customers.customeruseraccessinvitations.
Google Ads Customers.custom Interests API
The customers.customInterests API from Google Ads — 1 operation(s) for customers.custominterests.
Google Ads Customers.customizer Attributes API
The customers.customizerAttributes API from Google Ads — 1 operation(s) for customers.customizerattributes.
Google Ads Customers.data Links API
The customers.dataLinks API from Google Ads — 3 operation(s) for customers.datalinks.
Google Ads Customers.experiment Arms API
The customers.experimentArms API from Google Ads — 1 operation(s) for customers.experimentarms.
Google Ads Customers.experiments API
The customers.experiments API from Google Ads — 6 operation(s) for customers.experiments.
Google Ads Customers.Goals API
The customers.Goals API from Google Ads — 1 operation(s) for customers.goals.
Google Ads Customers.google Ads API
The customers.googleAds API from Google Ads — 3 operation(s) for customers.googleads.
Google Ads Customers.incentives API
The customers.incentives API from Google Ads — 1 operation(s) for customers.incentives.
Google Ads Customers.invoices API
The customers.invoices API from Google Ads — 1 operation(s) for customers.invoices.
Google Ads Customers.keyword Plan Ad Group Keywords API
The customers.keywordPlanAdGroupKeywords API from Google Ads — 1 operation(s) for customers.keywordplanadgroupkeywords.
Google Ads Customers.keyword Plan Ad Groups API
The customers.keywordPlanAdGroups API from Google Ads — 1 operation(s) for customers.keywordplanadgroups.
Google Ads Customers.keyword Plan Campaign Keywords API
The customers.keywordPlanCampaignKeywords API from Google Ads — 1 operation(s) for customers.keywordplancampaignkeywords.
Google Ads Customers.keyword Plan Campaigns API
The customers.keywordPlanCampaigns API from Google Ads — 1 operation(s) for customers.keywordplancampaigns.
Google Ads Customers.keyword Plans API
The customers.keywordPlans API from Google Ads — 1 operation(s) for customers.keywordplans.
Google Ads Customers.labels API
The customers.labels API from Google Ads — 1 operation(s) for customers.labels.
Google Ads Customers.local Services API
The customers.localServices API from Google Ads — 1 operation(s) for customers.localservices.
Google Ads Customers.local Services Leads API
The customers.localServicesLeads API from Google Ads — 1 operation(s) for customers.localservicesleads.
Google Ads Customers.multi Party Auth Review API
The customers.multiPartyAuthReview API from Google Ads — 1 operation(s) for customers.multipartyauthreview.
Google Ads Customers.offline User Data Jobs API
The customers.offlineUserDataJobs API from Google Ads — 3 operation(s) for customers.offlineuserdatajobs.
Google Ads Customers.operations API
The customers.operations API from Google Ads — 4 operation(s) for customers.operations.
Google Ads Customers.payments Accounts API
The customers.paymentsAccounts API from Google Ads — 1 operation(s) for customers.paymentsaccounts.
Google Ads Customers.product Link Invitations API
The customers.productLinkInvitations API from Google Ads — 3 operation(s) for customers.productlinkinvitations.
Google Ads Customers.product Links API
The customers.productLinks API from Google Ads — 2 operation(s) for customers.productlinks.
Google Ads Customers.recommendations API
The customers.recommendations API from Google Ads — 3 operation(s) for customers.recommendations.
Google Ads Customers.recommendation Subscriptions API
The customers.recommendationSubscriptions API from Google Ads — 1 operation(s) for customers.recommendationsubscriptions.
Google Ads Customers.remarketing Actions API
The customers.remarketingActions API from Google Ads — 1 operation(s) for customers.remarketingactions.
Google Ads Customers.reservations API
The customers.reservations API from Google Ads — 2 operation(s) for customers.reservations.
Google Ads Customers.shared Criteria API
The customers.sharedCriteria API from Google Ads — 1 operation(s) for customers.sharedcriteria.
Google Ads Customers.shared Sets API
The customers.sharedSets API from Google Ads — 1 operation(s) for customers.sharedsets.
Google Ads Customers.smart Campaign Settings API
The customers.smartCampaignSettings API from Google Ads — 2 operation(s) for customers.smartcampaignsettings.
Google Ads Customers.third Party App Analytics Links API
The customers.thirdPartyAppAnalyticsLinks API from Google Ads — 1 operation(s) for customers.thirdpartyappanalyticslinks.
Google Ads Customers.user List Customer Types API
The customers.userListCustomerTypes API from Google Ads — 1 operation(s) for customers.userlistcustomertypes.
Google Ads Customers.user Lists API
The customers.userLists API from Google Ads — 1 operation(s) for customers.userlists.
Google Ads Customers.you Tube Video Uploads API
The customers.youTubeVideoUploads API from Google Ads — 2 operation(s) for customers.youtubevideouploads.
Google Ads Geo Target Constants API
The geoTargetConstants API from Google Ads — 1 operation(s) for geotargetconstants.
Google Ads Google Ads Fields API
The googleAdsFields API from Google Ads — 2 operation(s) for googleadsfields.
Google Ads Incentives API
The incentives API from Google Ads — 1 operation(s) for incentives.
Google Ads Keyword Theme Constants API
The keywordThemeConstants API from Google Ads — 1 operation(s) for keywordthemeconstants.
Google Ads Media API
The media API from Google Ads — 1 operation(s) for media.
Google Ads V25:generate Conversion Rates API
The V25:generateConversionRates API from Google Ads — 1 operation(s) for v25:generateconversionrates.
Google Ads V25:list Benchmarks Available Dates API
The V25:listBenchmarksAvailableDates API from Google Ads — 1 operation(s) for v25:listbenchmarksavailabledates.
Google Ads V25:list Benchmarks Locations API
The V25:listBenchmarksLocations API from Google Ads — 1 operation(s) for v25:listbenchmarkslocations.
Google Ads V25:list Benchmarks Products API
The V25:listBenchmarksProducts API from Google Ads — 1 operation(s) for v25:listbenchmarksproducts.
Google Ads V25:list Benchmarks Sources API
The V25:listBenchmarksSources API from Google Ads — 1 operation(s) for v25:listbenchmarkssources.
Google Ads V25:list Plannable Locations API
The V25:listPlannableLocations API from Google Ads — 1 operation(s) for v25:listplannablelocations.
Google Ads V25:list Plannable Products API
The V25:listPlannableProducts API from Google Ads — 1 operation(s) for v25:listplannableproducts.
Google Ads V25:list Plannable User Interests API
The V25:listPlannableUserInterests API from Google Ads — 1 operation(s) for v25:listplannableuserinterests.
Google Ads V25:list Plannable User Lists API
The V25:listPlannableUserLists API from Google Ads — 1 operation(s) for v25:listplannableuserlists.
Google Ads Audience Insights API
The Audience Insights API from Google Ads — 1 operation(s) for audience insights.
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Postman Collections 7
Ready-to-run Postman collections for exercising this provider's APIs.
Google Ads Ad Groups API
POSTMANGoogle Ad Groups Ads API
POSTMANScroll for all 7
Open Collections 9
Open, tool-agnostic API collections (OpenAPI-derived and Bruno).
Google Ads Ad Groups API
OPEN COLLECTIONGoogle Ad Groups Ads API
OPEN COLLECTIONGoogle Ads API
OPEN COLLECTIONGoogle Ads API
OPEN COLLECTIONGoogle Ads Ad Groups Bidding Strategies API
OPEN COLLECTIONGoogle Ads Ad Groups Campaigns API
OPEN COLLECTIONGoogle Ads Ad Groups Customers API
OPEN COLLECTIONGoogle Ads Ad Groups Keywords API
OPEN COLLECTIONGoogle Ads Ad Groups Reporting API
OPEN COLLECTIONScroll for all 9
MCP Servers 2
Model Context Protocol servers that expose these APIs to AI agents.
MCP Server
MCP SERVERGoogle Ads MCP Server
Google's first-party Model Context Protocol server for the Google Ads API. It is a Python (FastMCP) server that Google publishes as source and installs from git; Google does not...
MCP SERVERAgent Skills 5
Packaged agent skills for driving this provider's APIs from an AI assistant.
google-ads-bulk-mutate-batch-jobs
AGENT SKILLgoogle-ads-launch-search-campaign
AGENT SKILLgoogle-ads-plan-keywords
AGENT SKILLgoogle-ads-report-performance
AGENT SKILLgoogle-ads-upload-offline-conversions
AGENT SKILLGoogle Ads API pricing
Prices published by Google Ads. A free plan or tier is listed.
| Plan | Price |
|---|---|
| Test Account Access free | Free |
| Explorer Access free | Free |
| Basic Access free | Free |
| Standard Access free | Free |
Plan details, limits and sources →
Rate limits
- Daily operations — Explorer access, production accounts: 2880 operations per day
- Daily operations — Explorer access, test accounts: 15000 operations per day
- Daily operations — Basic access, test and production accounts: 15000 operations per day
Pricing Plans 1
Published pricing tiers and plan structures.
Rate Limits 1
Documented rate limits and quota policies.
Google Ads Rate Limits
RATE LIMITSService Levels 1
Uptime the provider promises or reports, as SLA4OAI. Read from its own pages; APIs.io runs no monitors.
Google Ads
SLAFinOps 1
Cost, billing, and metering signals for API financial operations.
Google Ads Finops
FINOPSSemantic Vocabularies 1
JSON-LD contexts and semantic vocabularies used across these APIs.
Google Ads Context
JSON-LDSpectral Rules 2
Spectral governance rulesets for linting and validating these APIs.
Google Ads — jsonschema rules
SPECTRALGoogle Ads API Rules
SPECTRALOpenAPI Overlays 124
Overlays applied on top of this provider's contracts. Each card says who wrote it: a document the provider publishes, or one API Evangelist derived or generated.
Google Ads Ad Groups Api Overlay
DERIVEDGoogle Ads Ads Api Overlay
DERIVEDGoogle Ads Ads Api Phrasing Overlay
GENERATEDGoogle Ads Api V25 Overlay
DERIVEDGoogle Ads Campaigns Api Overlay
DERIVEDGoogle Ads Customers Api Overlay
DERIVEDGoogle Ads Keywords Api Overlay
DERIVEDGoogle Ads Keywords Api Phrasing Overlay
GENERATEDGoogle Ads Media Api Phrasing Overlay
GENERATEDGoogle Ads Reporting Api Overlay
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JSON Schema 280
Standalone JSON Schema definitions for this provider's data models.
Google Ads Campaign
JSON SCHEMAGoogleLongrunning__CancelOperationRequest
JSON SCHEMAGoogleLongrunning__ListOperationsResponse
JSON SCHEMAGoogleLongrunning__Operation
JSON SCHEMAGoogleLongrunning__WaitOperationRequest
JSON SCHEMAGoogleProtobuf__Empty
JSON SCHEMAMutateAdGroupAdsRequest
JSON SCHEMAMutateAdGroupAdsResponse
JSON SCHEMAMutateAdGroupCriteriaRequest
JSON SCHEMAMutateAdGroupCriteriaResponse
JSON SCHEMAMutateAdGroupsRequest
JSON SCHEMAMutateAdGroupsResponse
JSON SCHEMAMutateBiddingStrategiesRequest
JSON SCHEMAMutateBiddingStrategiesResponse
JSON SCHEMAMutateCampaignBudgetsRequest
JSON SCHEMAMutateCampaignBudgetsResponse
JSON SCHEMAMutateCampaignsRequest
JSON SCHEMAMutateCampaignsResponse
JSON SCHEMASearchGoogleAdsRequest
JSON SCHEMASearchGoogleAdsResponse
JSON SCHEMASearchGoogleAdsStreamRequest
JSON SCHEMASearchGoogleAdsStreamResponse
JSON SCHEMAScroll for all 280
Security Posture 3
Authentication, domain security, vulnerability disclosure, and trust-center signals.
Scopes 1
OAuth scopes governing access to this provider's APIs.
Agentic Access 1
Recommended x-agentic-access execution contracts for AI agents.
Resources
Get Started 6
Portal, sign-up, and the first successful call
Documentation 3
Reference material describing how the API behaves
Agent Surfaces 6
MCP servers, agent skills, and machine-readable catalogs
Design & Contract 10
Pagination, idempotency, versioning, errors, and events
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Build 9
SDKs, sample code, and the tooling you integrate with
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Access & Security 7
Authentication, authorization, and security posture
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Operate 8
Status, limits, changes, and where to get help
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Commercial 4
Pricing, plans, and the legal terms of use
Company 3
The organization behind the API
Other 10
Properties that don't map to a standard resource type
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Source (apis.yml)
Google Ads API — frequently asked questions
Does Google Ads have an API?
Yes. APIs.io lists 117 APIs from Google Ads, including Google Ads Scripts, Google Ads Ad Groups API and Google Ads API, and 114 more.
Is there an OpenAPI specification for the Google Ads API?
Yes. APIs.io indexes 116 OpenAPI specifications for Google Ads, each linked for download from this page.
How do I authenticate with the Google Ads API?
Google Ads documents its authentication (oauth2 · 4 schemes). The details are profiled on APIs.io as Google Ads Authentication.
How much does the Google Ads API cost?
APIs.io lists 4 pricing plans for Google Ads, with each plan's price, limits and inclusions under Pricing on this page.
Does Google Ads have an MCP server?
Yes. APIs.io lists 2 MCP servers for Google Ads: Google's first-party Model Context Protocol server for the Google Ads API. It is a Python (FastMCP) server that Google publishes as source and installs from git; Google does not operate a hosted endpo
Is the Google Ads API ready for AI agents?
Google Ads has a Kin Score of 73.1 out of 100 (exemplar) and an Agent Readiness score of 47.7 (agent-ready), scored by API Evangelist on 2026-11-06.
Work with this as data
Every provider here is available over the APIs.io API and to AI agents over MCP.