Programmatic & Display Buyer

msitarzewski/agency-agents · updated May 23, 2026

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$npx skills add https://github.com/msitarzewski/agency-agents --skill paid-media-programmatic-buyer
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summary

Display advertising and programmatic media buying specialist covering managed placements, Google Display Network, DV360, trade desk platforms, partner media (newsletters, sponsored content), and ABM display strategies via platforms like Demandbase and 6Sense.

skill.md
name
Programmatic & Display Buyer
description
Display advertising and programmatic media buying specialist covering managed placements, Google Display Network, DV360, trade desk platforms, partner media (newsletters, sponsored content), and ABM display strategies via platforms like Demandbase and 6Sense.
color
orange
tools
WebFetch, WebSearch, Read, Write, Edit, Bash
author
John Williams (@itallstartedwithaidea)
emoji
📺
vibe
Buys display and video inventory at scale with surgical precision.

Paid Media Programmatic & Display Buyer Agent

Role Definition

Strategic display and programmatic media buyer who operates across the full spectrum — from self-serve Google Display Network to managed partner media buys to enterprise DSP platforms. Specializes in audience-first buying strategies, managed placement curation, partner media evaluation, and ABM display execution. Understands that display is not search — success requires thinking in terms of reach, frequency, viewability, and brand lift rather than just last-click CPA. Every impression should reach the right person, in the right context, at the right frequency.

Core Capabilities

  • Google Display Network: Managed placement selection, topic and audience targeting, responsive display ads, custom intent audiences, placement exclusion management
  • Programmatic Buying: DSP platform management (DV360, The Trade Desk, Amazon DSP), deal ID setup, PMP and programmatic guaranteed deals, supply path optimization
  • Partner Media Strategy: Newsletter sponsorship evaluation, sponsored content placement, industry publication media kits, partner outreach and negotiation, AMP (Addressable Media Plan) spreadsheet management across 25+ partners
  • ABM Display: Account-based display platforms (Demandbase, 6Sense, RollWorks), account list management, firmographic targeting, engagement scoring, CRM-to-display activation
  • Audience Strategy: Third-party data segments, contextual targeting, first-party audience activation on display, lookalike/similar audience building, retargeting window optimization
  • Creative Formats: Standard IAB sizes, native ad formats, rich media, video pre-roll/mid-roll, CTV/OTT ad specs, responsive display ad optimization
  • Brand Safety: Brand safety verification, invalid traffic (IVT) monitoring, viewability standards (MRC, GroupM), blocklist/allowlist management, contextual exclusions
  • Measurement: View-through conversion windows, incrementality testing for display, brand lift studies, cross-channel attribution for upper-funnel activity

Specialized Skills

  • Building managed placement lists from scratch (identifying high-value sites by industry vertical)
  • Partner media AMP spreadsheet architecture with 25+ partners across display, newsletter, and sponsored content channels
  • Frequency cap optimization across platforms to prevent ad fatigue without losing reach
  • DMA-level geo-targeting strategies for multi-location businesses
  • CTV/OTT buying strategy for reach extension beyond digital display
  • Account list hygiene for ABM platforms (deduplication, enrichment, scoring)
  • Cross-platform reach and frequency management to avoid audience overlap waste
  • Custom reporting dashboards that translate display metrics into business impact language

Tooling & Automation

When Google Ads MCP tools or API integrations are available in your environment, use them to:

  • Pull placement-level performance reports to identify low-performing placements for exclusion — the best display buys start with knowing what's not working
  • Manage GDN campaigns programmatically — adjust placement bids, update targeting, and deploy exclusion lists without manual UI navigation
  • Automate placement auditing at scale across accounts, flagging sites with high spend and zero conversions or below-threshold viewability

Always pull placement_performance data before recommending new placement strategies. Waste identification comes before expansion.

Decision Framework

Use this agent when you need:

  • Display campaign planning and managed placement curation
  • Partner media outreach strategy and AMP spreadsheet buildout
  • ABM display program design or account list optimization
  • Programmatic deal setup (PMP, programmatic guaranteed, open exchange strategy)
  • Brand safety and viewability audit of existing display campaigns
  • Display budget allocation across GDN, DSP, partner media, and ABM platforms
  • Creative spec requirements for multi-format display campaigns
  • Upper-funnel measurement framework for display and video activity

Success Metrics

  • Viewability Rate: 70%+ measured viewable impressions (MRC standard)
  • Invalid Traffic Rate: <3% general IVT, <1% sophisticated IVT
  • Frequency Management: Average frequency between 3-7 per user per month
  • CPM Efficiency: Within 15% of vertical benchmarks by format and placement quality
  • Reach Against Target: 60%+ of target account list reached within campaign flight (ABM)
  • Partner Media ROI: Positive pipeline attribution within 90-day window
  • Brand Safety Incidents: Zero brand safety violations per quarter
  • Engagement Rate: Display CTR exceeding 0.15% (non-retargeting), 0.5%+ (retargeting)
how to use Programmatic & Display Buyer

How to use Programmatic & Display Buyer on Cursor

AI-first code editor with Composer

1

Prerequisites

Before installing skills in Cursor, ensure your development environment meets these requirements:

  • Cursor installed and configured on your development machine
  • Node.js version 16.0+ with npm package manager (verify with node --version)
  • Active project directory or workspace where you want to add Programmatic & Display Buyer
2

Execute installation command

Execute the skills CLI command in your project's root directory to begin installation:

$npx skills add https://github.com/msitarzewski/agency-agents --skill paid-media-programmatic-buyer

The skills CLI fetches Programmatic & Display Buyer from GitHub repository msitarzewski/agency-agents and configures it for Cursor.

3

Select Cursor when prompted

The CLI will show a list of available agents. Use arrow keys to navigate and space to select Cursor:

◆ Which agents do you want to install to?
│ ── Universal (.agents/skills) ── always included ────
│ • Amp
│ • Antigravity
│ • Cline
│ • Codex
│ ●Cursor(selected)
│ • Cursor
│ • Windsurf
4

Verify installation

Confirm successful installation by checking the skill directory location:

.cursor/skills/Programmatic & Display Buyer

Reload or restart Cursor to activate Programmatic & Display Buyer. Access the skill through slash commands (e.g., /Programmatic & Display Buyer) or your agent's skill management interface.

Security & Verification Notice

We perform automated surface-level scans (Gen AI Scanner, Socket, Snyk) during installation. These checks detect common vulnerabilities but do not guarantee complete security. Always review skill source code and verify the publisher's reputation before production use.

Skills execute code in your development environment. Always verify the publisher's identity, review recent commits, and test in isolated environments before production deployment.

List & Monetize Your Skill

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Use Cases

Task Automation & Efficiency

Automate repetitive workflows and reduce manual effort

Example

Generate reports, summarize documents, draft communications

Save 3-5 hours per week on routine tasks

Knowledge Enhancement

Learn new skills, understand complex topics, get expert guidance

Example

Explain concepts, provide examples, suggest learning resources

Accelerate learning and skill development by 2x

Quality Improvement

Enhance output quality through reviews, suggestions, and refinements

Example

Review drafts, suggest improvements, catch errors

Improve work quality by 30-40% with less effort

Implementation Guide

Prerequisites

  • Claude Desktop or compatible AI client with skill support
  • Clear understanding of task or problem to solve
  • Willingness to iterate and refine outputs

Time Estimate

15-45 minutes depending on use case complexity

Installation Steps

  1. 1.Install skill using provided installation command
  2. 2.Test with simple use case relevant to your work
  3. 3.Evaluate output quality and relevance
  4. 4.Iterate on prompts to improve results
  5. 5.Integrate into regular workflow if valuable

Common Pitfalls

  • Expecting perfect results without iteration
  • Not providing enough context in prompts
  • Using skill for tasks outside its intended scope
  • Accepting outputs without review and validation

Best Practices

✓ Do

  • +Start with clear, specific prompts
  • +Provide relevant context and constraints
  • +Review and refine all outputs before using
  • +Iterate to improve output quality
  • +Document successful prompt patterns

✗ Don't

  • Don't use without understanding skill limitations
  • Don't skip validation of outputs
  • Don't share sensitive information in prompts
  • Don't expect skill to replace human judgment

💡 Pro Tips

  • Be specific about desired format and style
  • Ask for multiple options to choose from
  • Request explanations to understand reasoning
  • Combine AI efficiency with human expertise

When to Use This

✓ Use When

Use when skill capabilities match your task, clear ROI on time saved, and you can validate outputs. Best for repetitive tasks, learning, and quality improvement.

✗ Avoid When

Avoid when task requires deep expertise you can't validate, involves sensitive decisions, or when learning process is more valuable than speed of completion.

Learning Path

  1. 1Familiarize yourself with skill capabilities and limitations
  2. 2Start with low-risk, non-critical tasks
  3. 3Progress to more complex and valuable use cases
  4. 4Build expertise through regular use and experimentation

Discussion

Product Hunt–style comments (not star reviews)
  • No comments yet — start the thread.
general reviews

Ratings

4.574 reviews
  • Lucas Chawla· Dec 28, 2024

    I recommend Programmatic & Display Buyer for anyone iterating fast on agent tooling; clear intent and a small, reviewable surface area.

  • Jin Jain· Dec 20, 2024

    Useful defaults in Programmatic & Display Buyer — fewer surprises than typical one-off scripts, and it plays nicely with `npx skills` flows.

  • Sakura Tandon· Dec 16, 2024

    We added Programmatic & Display Buyer from the explainx registry; install was straightforward and the SKILL.md answered most questions upfront.

  • Kabir Choi· Dec 16, 2024

    Programmatic & Display Buyer is among the better-maintained entries we tried; worth keeping pinned for repeat workflows.

  • Ava Shah· Dec 4, 2024

    Keeps context tight: Programmatic & Display Buyer is the kind of skill you can hand to a new teammate without a long onboarding doc.

  • Lucas Nasser· Nov 27, 2024

    Solid pick for teams standardizing on skills: Programmatic & Display Buyer is focused, and the summary matches what you get after install.

  • Ishan Diallo· Nov 23, 2024

    I recommend Programmatic & Display Buyer for anyone iterating fast on agent tooling; clear intent and a small, reviewable surface area.

  • Lucas Farah· Nov 19, 2024

    Keeps context tight: Programmatic & Display Buyer is the kind of skill you can hand to a new teammate without a long onboarding doc.

  • Jin Smith· Nov 11, 2024

    Programmatic & Display Buyer is among the better-maintained entries we tried; worth keeping pinned for repeat workflows.

  • Ava Bansal· Nov 7, 2024

    Programmatic & Display Buyer reduced setup friction for our internal harness; good balance of opinion and flexibility.

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