OpenAI Ads MCP Server
AI Platform
Connect any AI assistant to OpenAI Ads through one secure MCP connection to analyse, create and optimise campaigns — with human approval before anything executes.
What is the OpenAI Ads MCP?
The OpenAI Ads MCP Server connects your AI assistant to your OpenAI Ads account through a single secure Model Context Protocol connection. Instead of clicking between dashboards, exports and spreadsheets, you brief an assistant such as ChatGPT, Claude, Claude Code, Cursor or Codex in plain language and it works directly against live OpenAI Ads data. OpenAds sits in the middle as a control layer: it reads campaign structure, performance and spend, reasons over the numbers, and drafts concrete changes for you to review.
What makes this different from raw API access is the strict separation of analysis, proposal, approval and execution. The assistant can research, build campaign drafts, model budget changes and generate reports freely, but any action that spends money or alters live delivery is held back until you explicitly approve it. That means you get the speed of an AI operator with the accountability of a human sign-off — nothing changes in your OpenAI Ads account without a person saying yes first.
Key capabilities
Pull live OpenAI Ads performance across campaigns, ad groups, placements and creatives.
Research audiences, prompts, keywords and intent signals relevant to your offers.
Surface wasted spend, underperforming placements and inefficient bids automatically.
Draft new campaigns with structure, targeting, budgets and creative in one pass.
Model budget reallocation and pacing changes before any money moves.
Generate stakeholder-ready reports with commentary, not just raw metrics.
Hold every write action for explicit human approval before execution.
Keep a clear audit trail of what was proposed, approved and applied.
What you can do
Analyse performance
Ask for a full read of your OpenAI Ads account and the assistant returns spend, conversions, cost per result and return on ad spend by campaign, audience and creative — with plain-language commentary on what is driving the numbers. It highlights week-on-week shifts and flags outliers so you spend your attention on decisions, not data assembly.
Research keywords & audiences
The assistant explores intent signals, prompt themes and audience segments that map to your products, then estimates reach and competitiveness within OpenAI Ads inventory. It clusters ideas into coherent targeting groups so a proposed campaign has a defensible structure rather than a flat, unfocused list.
Find wasted spend
OpenAds scans for placements, audiences and creatives that consume budget without converting, plus overlapping targeting that drives up cost. It quantifies the recoverable spend and proposes specific pauses or exclusions — each one presented for your approval before it takes effect.
Create campaigns
Describe an objective and budget and the assistant drafts a complete OpenAI Ads campaign: structure, audience targeting, bidding approach, pacing and creative variations. The draft arrives as a reviewable proposal you can edit line by line, so nothing launches until the structure matches your intent.
Optimise & pace budget
The assistant models how shifting budget between campaigns would affect results, recommends bid and pacing adjustments, and watches for overspend or underdelivery against your targets. Every reallocation is shown with its expected impact and held for approval before it is applied.
Generate reports
Request a weekly or monthly summary and OpenAds produces a structured report with headline metrics, trend commentary, wins, concerns and recommended next steps. Reports are written for the reader — a founder, client or finance lead — so you can forward them without rewriting.
Supported campaign types
Campaign typePrimary useTypical workflow AwarenessIntroduce your brand to new, relevant audiencesResearch audiences, draft reach-focused campaign, approve, launch ConsiderationDrive engagement and interest from warm audiencesSegment audiences, propose creative variants, approve, monitor ConversionCapture sign-ups, purchases or leadsSet target cost per result, draft campaign, approve, optimise pacing RetargetingRe-engage users who interacted but did not convertDefine audience rules, propose bids, approve, refresh creative Lead generationCollect qualified contacts at a controlled costDraft form-led campaign, set budget, approve, report on lead quality Always-on performanceSustain efficient conversions over timeAnalyse weekly, propose reallocations, approve, pace budget
Getting started
Create or sign in to your OpenAds account and open the integrations area.
Select OpenAI Ads and start the secure connection flow.
Authorise access to the OpenAI Ads account you want to manage.
Confirm the account, currency and any spend guardrails you want in place.
Review the default approval settings so write actions require your sign-off.
Once OpenAI Ads is connected, point your AI assistant at the OpenAds MCP endpoint. ChatGPT, Claude, Claude Code, Cursor and Codex all speak MCP, so adding the connection in your tool of choice is enough to start briefing it in natural language — no scripts, custom code or per-report exports required.
First prompts to try
"Summarise my OpenAI Ads performance over the last 30 days and flag anything unusual."
"Where am I wasting spend in OpenAI Ads right now, and how much could I recover?"
"Research three audience segments for a conversion campaign targeting new customers."
"Draft a conversion campaign with a ₹75,000 monthly budget and show me the structure."
"Which creatives have the best cost per result, and which should I pause?"
"Propose a budget reallocation to hit a lower cost per acquisition next month."
"Build a weekly report I can send to my client, with commentary and next steps."
"Set up a retargeting campaign with a ₹20,000 budget for users who did not convert."
A complete workflow example
Objective: reduce cost per acquisition on an always-on conversion campaign without cutting total volume.
User prompt: "My OpenAI Ads cost per acquisition has crept up this month. Find out why and propose fixes to bring it back down, keeping conversions steady."
What OpenAds analysed: the assistant pulled 60 days of campaign, audience and creative performance, compared the current month against the prior period, and isolated where efficiency had declined.
Findings: two audience segments accounted for 38% of spend but only 12% of conversions; one older creative had a rising cost per result; and the top-performing campaign was budget-capped and losing impression share.
Proposed actions:
Pause the two inefficient audience segments to recover roughly ₹31,000 of monthly spend.
Retire the fatigued creative and promote the two best performers.
Reallocate ₹25,000 of the recovered budget to the capped, high-performing campaign.
Approval step: each action was presented as a discrete proposal with its expected impact. You could approve all three, edit the amounts, or decline any of them. Nothing executed until you approved.
Result: after you approved, OpenAds applied only the sign-off changes and confirmed each one. The reallocation lifted volume on the strongest campaign while the pauses cut wasted spend, lowering blended cost per acquisition — with a full record of what changed and why.
Best practices
State your objective, budget and target cost per result up front so proposals are grounded.
Review proposals in full before approving — edit amounts rather than accepting blindly.
Start with analysis and reporting prompts to build trust before approving write actions.
Set spend guardrails so no single change can exceed a limit you are comfortable with.
Run a regular weekly review so optimisations compound instead of arriving late.
Safety and control
OpenAds draws a hard line between read actions and write actions. Reading performance, researching audiences and drafting proposals happen freely because they never touch live delivery. Any write action — launching a campaign, changing a budget, pausing an audience or adjusting a bid — is held at an approval checkpoint until you explicitly confirm it. You see exactly what will change before it changes, and every approved action is logged, so control and accountability stay with you rather than the assistant.
OpenAds vs manual OpenAI Ads management
TaskOpenAdsManual OpenAI Ads management Performance analysisLive read with plain-language commentary on demandManual exports and spreadsheet assembly Finding wasted spendAutomatic detection with quantified recoverySlow, manual audits that are easy to skip Campaign creationDrafted in one pass, reviewed and approvedBuilt screen by screen, field by field Budget optimisationModelled with expected impact before approvalGuesswork or delayed reactive changes ReportingReader-ready reports generated in secondsHours compiling metrics and writing commentary
Limitations
OpenAds works within the OpenAI Ads API — features not exposed by the platform are not available.
Forecasts and impact estimates are projections based on historical data, not guarantees.
The assistant proposes and executes on approval; it does not make unsupervised spending decisions.
Data freshness depends on OpenAI Ads reporting, so very recent activity may lag slightly.
Frequently asked questions
Does OpenAds ever change my account without asking?
No. Every write action — from launching a campaign to adjusting a bid — is held at an approval checkpoint. The assistant can analyse and propose freely, but nothing executes until you explicitly approve it.
Which AI assistants can I use with the OpenAI Ads MCP?
Any MCP-compatible assistant, including ChatGPT, Claude, Claude Code, Cursor and Codex. You connect once and brief the assistant in natural language.
Is my OpenAI Ads data secure?
Access runs through a single secure MCP connection you authorise, and you can set spend guardrails and approval rules. Read actions never alter delivery, and every approved change is logged for audit.
Can OpenAds create campaigns from scratch?
Yes. Describe an objective and budget and it drafts a complete campaign — structure, targeting, bidding and creative — as a reviewable proposal you approve before launch.
What happens if I decline a proposed change?
Nothing is applied. You can decline any proposal, edit it, or approve only part of it. OpenAds executes exactly what you sign off and no more.
Connect it through one secure MCP connection.