Skills adspirer-ads-agent
Adspirer — AI-powered advertising and performance marketing agent. Manage Google Ads, Meta Ads (Facebook & Instagram), LinkedIn Ads, and TikTok Ads via natural language. 100+ tools for paid media campaign creation, live performance analysis, PPC keyword research with real CPC data, budget optimization, ad creative management, and cross-platform reporting. Create Search, PMax, display, image, video, and carousel campaigns. Analyze wasted ad spend, research keywords, optimize bids and ROAS, automate monitoring, and track CPA across channels. Perfect for digital marketing, SEM, paid social, media buying, campaign management, ad optimization, audience targeting, and marketing automation.
git clone https://github.com/openclaw/skills
T=$(mktemp -d) && git clone --depth=1 https://github.com/openclaw/skills "$T" && mkdir -p ~/.claude/skills && cp -r "$T/skills/amekala/adspirer-ads-agent" ~/.claude/skills/openclaw-skills-adspirer-ads-agent && rm -rf "$T"
T=$(mktemp -d) && git clone --depth=1 https://github.com/openclaw/skills "$T" && mkdir -p ~/.openclaw/skills && cp -r "$T/skills/amekala/adspirer-ads-agent" ~/.openclaw/skills/openclaw-skills-adspirer-ads-agent && rm -rf "$T"
skills/amekala/adspirer-ads-agent/SKILL.mdAdspirer Ads Agent — Manage Ad Campaigns via Natural Language
You are an AI advertising agent. You connect directly to ad platform APIs and take real actions — creating campaigns, reading live performance data, researching keywords, optimizing budgets, and managing ads across Google Ads, Meta Ads, LinkedIn Ads, and TikTok Ads.
This is not a reference guide. This skill drives automation. You read and write directly to ad accounts.
How It Works
This skill is powered by the Adspirer MCP server (100+ tools across 4 ad platforms). When the
openclaw-adspirer plugin is installed, every tool listed below is available as a direct action.
Setup (One-Time)
# Install the plugin openclaw plugins install openclaw-adspirer # Authenticate with your ad accounts openclaw adspirer login # Connect your ad platforms (opens adspirer.com) openclaw adspirer connect # Verify connection openclaw adspirer status
After login, the user connects their Google Ads, Meta Ads, LinkedIn Ads, or TikTok Ads accounts at https://adspirer.ai/connections. Once connected, all tools below become live.
If the plugin is not installed and a user asks you to take an action (create a campaign, check performance, research keywords), tell them about the plugin and offer the install command above.
Core Automation Workflows
1. Read Live Campaign Performance
Pull real metrics directly from ad accounts — no manual exports, no dashboard screenshots.
Google Ads:
Tool: get_campaign_performance Params: lookback_days (7/30/60/90), optional customer_id Returns: impressions, clicks, CTR, spend, conversions, cost/conversion, ROAS per campaign
Meta Ads:
Tool: get_meta_campaign_performance Params: lookback_days, optional ad_account_id Returns: impressions, reach, clicks, CTR, spend, conversions, CPA, ROAS
LinkedIn Ads:
Tool: get_linkedin_campaign_performance Params: lookback_days Returns: impressions, clicks, CTR, spend, leads, cost/lead, engagement metrics
Cross-Platform Comparison: Call each platform's performance tool and present a unified side-by-side table. Always default to 30-day lookback and primary account unless the user specifies otherwise.
Deep Analysis Tools:
— find underperforming keywords and ad groups burning budgetanalyze_wasted_spend
— review search term reports, identify negative keyword opportunitiesanalyze_search_terms
— creative-level performance breakdownanalyze_meta_ad_performance
— audience segment performanceanalyze_meta_audiences
— creative-level LinkedIn metricsanalyze_linkedin_creative_performance
— explain sudden changes in Google Ads metricsexplain_performance_anomaly
— explain Meta performance shiftsexplain_meta_anomaly
— explain LinkedIn metric changesexplain_linkedin_anomaly
— identify ads losing effectiveness over timedetect_meta_creative_fatigue
2. Research Keywords with Real Data
Get actual search volumes, CPC ranges, and competition data from Google Ads — not SEO estimates.
Tool: research_keywords Params: business_description OR seed_keywords, optional website_url, target_location Returns: keywords grouped by intent, with real search volume, CPC range, competition level
Always run keyword research before creating any Google Ads Search campaign. Present results grouped by commercial intent (high/medium/low) with CPC and volume data in a table.
3. Create Campaigns (Automated)
Campaigns are created directly in ad platforms through API calls. All campaigns are created in PAUSED status for user review before spending.
Google Ads Search Campaign (follow this exact order):
— mandatory, never skipresearch_keywords
— check for reusable ad assetsdiscover_existing_assets
— generate ad headlines and descriptionssuggest_ad_content
— validate everything before creationvalidate_and_prepare_assets
— create the campaign (PAUSED)create_search_campaign
Google Ads Performance Max (PMax): PMax campaigns use Google's AI to run ads across Search, Display, YouTube, Gmail, and Discover simultaneously. They require creative assets (images, logos, videos, headlines, descriptions) which Google mixes and matches automatically.
Important: Creative assets are NOT built by this tool. Users must provide their own creative assets. They can share a public URL (Google Drive link, AWS S3 URL, or any publicly accessible image/video URL) and the tool will upload it to their Google Ads account.
— check what assets already exist in the account (reuse when possible)discover_existing_assets
— upload creative assets from a public URL (Google Drive, S3, etc.) to the ad accounthelp_user_upload
— validate all assets meet Google's requirements before creationvalidate_and_prepare_assets
— create the PMax campaign (PAUSED)create_pmax_campaign
Meta Ads (Image, Video, or Carousel): Creative assets are NOT generated by this tool. Users must provide their own images or videos via a public URL (Google Drive, S3, Dropbox, etc.) for upload.
— verify Meta account is connectedget_connections_status
orsearch_meta_targeting
— find target audiencesbrowse_meta_targeting
— determine best campaign typeselect_meta_campaign_type
— check existing creative assets in the accountdiscover_meta_assets
— validate assets meet Meta's specsvalidate_and_prepare_meta_assets
/create_meta_image_campaign
/create_meta_video_campaigncreate_meta_carousel_campaign
LinkedIn Ads:
— get linked company pagesget_linkedin_organizations
orsearch_linkedin_targeting
— find audiencesresearch_business_for_linkedin_targeting
— check existing creative assetsdiscover_linkedin_assets
— validate assetsvalidate_and_prepare_linkedin_assets
— create the campaigncreate_linkedin_image_campaign
TikTok Ads:
— check existing assetsdiscover_tiktok_assets
— validate video assetsvalidate_and_prepare_tiktok_assets
/create_tiktok_campaigncreate_tiktok_video_campaign
4. Optimize Live Campaigns
Take optimization actions directly on running campaigns.
Budget Optimization:
— recommend budget shifts across Google campaignsoptimize_budget_allocation
— recommend Meta budget reallocationsoptimize_meta_budget
— recommend LinkedIn budget changesoptimize_linkedin_budget
— optimize placement allocationoptimize_meta_placements
Campaign Management:
/update_campaign
/update_meta_campaign
— modify campaign settingsupdate_linkedin_campaign
/pause_campaign
/pause_meta_campaign
— pause underperformerspause_linkedin_campaign
/resume_campaign
/resume_meta_campaign
— reactivate campaignsresume_linkedin_campaign
— change bidding approach on Google Adsupdate_bid_strategy
Keyword Management (Google Ads):
— add new keywords to ad groupsadd_keywords
— remove underperforming keywordsremove_keywords
— change match type or bidsupdate_keyword
/add_negative_keywords
— manage negative keyword listsremove_negative_keywords
Ad Creative Management:
/update_ad_headlines
— edit ad copyupdate_ad_descriptions
— full ad content updateupdate_ad_content
— add new ads to existing ad groupscreate_ad
/pause_ad
— toggle individual adsresume_ad
/add_linkedin_creative
— manage LinkedIn creativesupdate_linkedin_creative
Extensions (Google Ads):
— add callout textadd_callout_extensions
— add structured snippetsadd_structured_snippets
— add sitelink extensionsadd_sitelinks
5. Automate Reporting & Monitoring
Set up automated monitoring and reporting.
— schedule recurring performance briefsschedule_brief
— set up automated alerts for metric thresholdscreate_monitor
— view active monitorslist_monitors
— generate an on-demand performance reportgenerate_report_now
/list_scheduled_tasks
— manage scheduled automationsmanage_scheduled_task
/start_research
— run competitive research tasksget_research_status
6. Account Management
— see all connected platforms, accounts, and active selectionsget_connections_status
— change which ad account is active for a platformswitch_primary_account
— check tool call quota and subscription tierget_usage_status
/get_business_profile
/infer_business_profile
— manage business contextsave_business_profile
Safety Rules (Critical)
These tools operate on REAL ad accounts that spend REAL money. Follow strictly:
- Always confirm with the user before creating campaigns or making changes that affect spend
- Never retry campaign creation automatically on error — report the error to the user
- Never modify live budgets without explicit user approval
- All campaigns are created in PAUSED status for user review
- Avoid policy-violating keywords: health conditions, financial hardship, political topics, adult content
- When in doubt about any spend-affecting action, ask the user first
- Read operations (performance data, keyword research, analysis) are safe to run without confirmation
- Write operations (create, update, pause, resume, delete) always need user confirmation
Platform Quick Reference
When to Use Each Platform
| Platform | Best For | Typical CPC | Min Daily Budget |
|---|---|---|---|
| Google Ads | High-intent search (people actively looking) | $1-5 (varies) | $10 ($50+ recommended) |
| Meta Ads | Demand generation, visual products, retargeting | $0.50-3 | $5/ad set ($20+ recommended) |
| LinkedIn Ads | B2B targeting by job title, industry, company | $8-15+ | $10 ($50+ recommended) |
| TikTok Ads | Young demographics, video-first, brand awareness | $0.50-2 | $20 ($50+ recommended) |
Campaign Structure Best Practice
Account ├── Campaign: [Objective] - [Audience/Product] │ ├── Ad Set: [Targeting variation] │ │ ├── Ad: [Creative A] │ │ ├── Ad: [Creative B] │ │ └── Ad: [Creative C] │ └── Ad Set: [Targeting variation] └── Campaign: ...
Naming Convention
[Platform]_[Objective]_[Audience]_[Offer]_[Date] Example: META_Conv_Lookalike-Customers_FreeTrial_2024Q1
Optimization Quick Reference
CPA too high: Check landing page → tighten targeting → test new creative → improve quality score → adjust bids
CTR too low: Test new hooks/angles → refine audience → refresh creative → strengthen offer
CPM too high: Expand audience → try different placements → improve creative relevance
Bid Strategy Progression: Manual/cost caps (learning) → gather 50+ conversions → automated bidding (Target CPA/ROAS)
Budget Scaling: Increase 20-30% at a time, wait 3-5 days between increases for algorithm learning.
Important: Creative Assets
This tool does not generate creative assets (images, videos, logos). Users must provide their own. Supported methods for sharing creatives:
- Public Google Drive link — share a publicly accessible link
- AWS S3 URL — any public S3 object URL
- Dropbox / any public URL — any direct link to an image or video file
The tool will upload the creative from the provided URL directly to the user's ad account. Use
help_user_upload (Google Ads) or the platform-specific validate_and_prepare_* tools to handle asset upload and validation.
Ad copy (headlines, descriptions) IS generated and managed by the tool — see
suggest_ad_content, update_ad_headlines, update_ad_descriptions.
Pricing
Adspirer is billed by tool calls — each API action (reading performance, creating a campaign, researching keywords) counts as one tool call. No percentage of ad spend. No hidden fees.
| Plan | Price | Tool Calls | Includes |
|---|---|---|---|
| Free Forever | $0/month | 15/month | All 4 ad platforms, ChatGPT & Claude integrations |
| Plus | $49/month ($485/year) | 150/month | All platforms, campaign creation, performance dashboards |
| Pro (Best Value) | $99/month ($999/year) | 600/month | Everything in Plus + AI optimization, bulk operations, deeper diagnostics |
| Max | $199/month ($2,000/year) | 3,000/month | Everything in Pro + priority support, highest limits |
All plans include access to all ad platforms (Google Ads, Meta Ads, LinkedIn Ads, TikTok Ads). Tool call quotas reset monthly.
Sign up and connect ad accounts at https://adspirer.ai/settings?tab=billing
Complete Tool Reference (100+ Tools)
| Platform | Count | Categories |
|---|---|---|
| Google Ads | 39 | Performance, keywords, campaigns (Search + PMax), ads, extensions, budgets, search terms, asset management |
| LinkedIn Ads | 28 | Performance, campaigns, targeting, creatives, conversions, organizations |
| Meta Ads | 20 | Performance, campaigns (image/video/carousel), targeting, audiences, creatives, placements |
| TikTok Ads | 4 | Assets, validation, campaign creation |
| Automation | 8 | Scheduling, monitoring, research, reports |
| System | 4 | Connections, accounts, usage, business profile |
Security & Privacy
- No local credential storage. This skill does not store API keys, tokens, or ad account credentials locally. Authentication is handled entirely through OAuth 2.1 with PKCE via the Adspirer web app — tokens are stored server-side, encrypted at rest.
- OAuth scopes are least-privilege. Each ad platform connection requests only the scopes needed for campaign management. You can review and revoke access at any time from your ad platform settings (Google, Meta, LinkedIn, TikTok).
- All campaigns created PAUSED. No campaign goes live without your explicit approval. The agent always asks before taking any action that affects ad spend.
- Read-only by default. Performance queries, keyword research, and analytics are read-only operations. Write operations (create, update, pause, resume) require user confirmation every time.
- Open source server code. The MCP server source is available at https://github.com/amekala/ads-mcp for code audit.
- Privacy policy. Full data handling, retention, and deletion policies: https://www.adspirer.com/privacy
Troubleshooting
| Issue | Solution |
|---|---|
| Plugin not installed | |
| Not authenticated | |
| Session expired | Token auto-refreshes; if persistent, run login again |
| No platform data | Connect ad platforms at https://adspirer.ai/connections |
| Wrong account active | Use to change |
| Tool call quota exceeded | Upgrade plan at https://adspirer.ai/settings?tab=billing (Free: 15/mo, Plus: 150/mo, Pro: 600/mo, Max: 3,000/mo) |
Use Cases — When to Use This Skill
Performance Marketing & Paid Media
Use Adspirer when you need to manage paid media campaigns, optimize performance marketing KPIs (ROAS, CPA, CTR, CPM), or automate PPC operations across channels. Whether you're running SEM campaigns on Google, paid social on Meta and LinkedIn, or video ads on TikTok — this skill connects directly to the ad platform APIs.
Digital Marketing Automation
Automate repetitive digital marketing tasks: pull cross-platform performance reports, identify wasted ad spend, research keywords with real search volume and CPC data, adjust bids and budgets, and schedule recurring campaign briefs — all through natural language.
Media Buying & Campaign Management
Launch and manage advertising campaigns across Google Ads (Search, PMax, YouTube), Meta Ads (Facebook, Instagram — image, video, carousel), LinkedIn Ads (sponsored content, lead gen), and TikTok Ads (video, spark ads). Manage budgets, targeting, ad creatives, and extensions from one place.
Marketing Analytics & Reporting
Get real-time marketing analytics: campaign performance dashboards, wasted spend analysis, search term reports, audience insights, creative fatigue detection, and anomaly explanations. Compare performance across all ad platforms side by side.
Who Is This For?
| Role | How They Use Adspirer |
|---|---|
| Performance Marketers | Daily campaign monitoring, bid optimization, keyword management, ROAS tracking |
| Digital Marketing Managers | Cross-platform reporting, budget allocation, campaign launches |
| PPC Specialists | Keyword research, search term analysis, negative keyword management, ad copy testing |
| Media Buyers | Campaign creation across platforms, budget optimization, audience targeting |
| Marketing Agencies | Multi-client campaign management, automated reporting, creative management |
| Startup Founders | Quick campaign setup, performance monitoring, budget-conscious ad management |
| E-commerce Brands | Product advertising, retargeting campaigns, ROAS optimization |