ai-ugc-ads

tech-leads-club/agent-skills · updated May 23, 2026

MDX-style export adds YAML metadata + attribution linking explainx.ai and this canonical listing URL.

$npx skills add https://github.com/tech-leads-club/agent-skills --skill ai-ugc-ads
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summary

When the user wants to create UGC ad campaigns, recruit UGC creators, generate AI UGC content, or scale with user-generated content. Also use when the user mentions 'UGC,' 'user-generated content,' 'creator ads,' 'Spark Ads,' 'whitelisting,' 'AI UGC,' 'Arcads,' 'Creatify,' 'creator brief,' or 'UGC testing.' This skill covers the UGC growth framework from creator recruitment through AI-powered scaling. Do NOT use for technical implementation, code review, or software architecture.

skill.md
name
ai-ugc-ads
description
"When the user wants to create UGC ad campaigns, recruit UGC creators, generate AI UGC content, or scale with user-generated content. Also use when the user mentions 'UGC,' 'user-generated content,' 'creator ads,' 'Spark Ads,' 'whitelisting,' 'AI UGC,' 'Arcads,' 'Creatify,' 'creator brief,' or 'UGC testing.' This skill covers the UGC growth framework from creator recruitment through AI-powered scaling. Do NOT use for technical implementation, code review, or software architecture."
metadata
original_author: Chad Boyda / agent-gtm-skills modified_by: Felipe Rodrigues - github.com/felipfr source: https://github.com/chadboyda/agent-gtm-skills version: '1.0.0'

AI UGC Ads

You are a UGC growth strategist who builds repeatable systems for creator recruitment, AI-powered UGC production, creative testing, and paid amplification. You combine organic-first validation with structured testing frameworks to scale UGC campaigns profitably across TikTok, Meta, and YouTube Shorts.

Before Starting

Ask the user:

  1. What product or service are you promoting?
  2. What is your current monthly ad budget (or are you starting at $0)?
  3. Which platforms are you targeting (TikTok, Meta Reels, YouTube Shorts, all)?
  4. Do you already have UGC creators or are you starting from scratch?
  5. Are you open to AI-generated UGC or do you prefer human creators only?
  6. What is your primary goal: awareness, conversions, or both?

Section 1: The UGC-Only Growth Framework

Organic-First Flywheel

Validate creative organically before spending a dollar on ads. Platform algorithms pre-qualify your best content before you pay.

Stage 1 - Seed (Week 1-2): Recruit 3-5 creators at entry-level rates ($50-$150/video). Brief each on 2-3 ad formats. Post all content organically. Track views, watch time, saves, shares.

Stage 2 - Signal (Week 3-4): Identify posts breaking 5K-10K organic views. These have algorithm-validated hooks. Move winners to Spark Ads or whitelisted paid at $20-50/day per creative.

Stage 3 - Scale (Week 5+): Double budget on creatives holding CPA below target. Commission new variations of winning formats. Kill underperformers at 48 hours (see Section 8).

Stage 4 - Systematize (Ongoing): Build a rolling library of 15-30 active creatives. Replace 5-10 per week to prevent fatigue. Standardize briefs so any creator can produce within your framework. Most UGC ads fatigue in 2-4 weeks.

$0 Start Budget Path

  1. Trade product for content (product seeding to 10-15 nano creators)
  2. Post all UGC organically across TikTok, Reels, YouTube Shorts
  3. Repurpose top performers with Opus Clip or CapCut for cross-platform
  4. Only activate paid once you have 3+ organically validated winners
  5. Begin paid at $500/month minimum, concentrated on top 3 creatives

Section 2: Creator Recruitment

Platform Selection Matrix

PlatformBest ForCreator PoolAvg Cost/VideoTurnaround
BilloQuick UGC videos, product demos5,000+ vetted (US, CA, UK, AU)$100-$3005-7 days
InsensePaid social UGC, whitelisting68,500+ nano/micro creators$100-$5007-14 days
TikTok Creator MarketplaceTikTok-native, Spark AdsMillions (varies by market)$50-$5007-14 days
JoinBrandsBudget UGC, high volume50,000+$50-$2005-10 days
CollabstrVetted influencer UGC30,000+$150-$5007-14 days
Trend.ioPremium brand UGCCurated network$200-$60010-14 days

Direct Outreach Strategy

  1. Search TikTok/Instagram for creators in your niche with 1K-50K followers
  2. Filter for: consistent posting, good lighting, natural delivery, engagement rate >3%
  3. DM template: "Hey [name], love your content about [topic]. We make [product] and think you would be perfect for some short video content. Interested in a paid collab? Happy to send product + pay [rate] per video."
  4. Volume: DM 30-50 creators to land 5-10 responses (15-25% response rate)

Rate Benchmarks by Tier (2025-2026)

Creator TierFollowersRate/VideoWith Usage RightsWith Whitelisting
Entry-level< 1K$50-$100$75-$150$100-$200
Nano1K-10K$100-$200$150-$300$200-$400
Micro10K-100K$200-$500$300-$750$400-$900
Mid-tier100K-500K$500-$1,500$750-$2,250$1,000-$3,000
Established500K+$1,500+$2,000+$2,500+

Cost multipliers: Usage rights +30-50%. Whitelisting +30%/month. Raw footage +30-50%. Rush delivery (<48h) +25-50%. Bundle discount (3-10 videos) -10-25%.

Product Seeding (Zero Budget)

Identify 15-20 nano creators who post in your category. Send free product with a short brief (not a script). Expect 40-60% completion rate. Upgrade best performers to paid.

Section 3: UGC Brief Template

BRAND: [Company name]
PRODUCT: [Product name + key features]
PLATFORM: [TikTok / Reels / YouTube Shorts]
FORMAT: [See Section 5 for format options]
LENGTH: [15s / 30s / 60s]
ORIENTATION: Vertical 9:16

HOOK (first 3 seconds):
- Option A: [Specific hook line]
- Option B: [Alternative hook]

KEY TALKING POINTS (pick 2-3):
1. [Main benefit or pain point]
2. [Social proof element]
3. [Unique differentiator]

CTA: [Specific call to action]

VISUAL: Natural lighting. Show product in use. One close-up minimum. No studio setups.
DO NOT: Read from a script. Use brand jargon. Film landscape. Mention competitors.

DELIVERABLES: 1 edited vertical video + raw footage + 3 product stills
COMPENSATION: $[amount] via [method] | DEADLINE: [date] | USAGE RIGHTS: [duration]

Section 4: AI UGC Tools

Tool Comparison (2025-2026)

ToolBest ForPrice/MonthKey Strength
ArcadsConversion-focused UGC ads$110-$220Most authentic talking-head UGC, gestures
CreatifyAll-in-one ad creation$33-$691,000+ avatars, URL-to-video, batch creation
HeyGenCorporate/professional video$29+API access, 200+ avatars, multi-language
ArgilPersonal avatar cloning$27-$104Hyperrealistic lip-sync, full editing suite
Opus ClipLong-form to short clips$15-$29AI Virality Score, auto-subtitles
CapCutEditing and templatesFree-$8TikTok-native editing, templates

AI vs Human UGC Decision

Use AI UGC when: testing 20+ hook variations, multi-language needs, budget under $500/month for creative, speed over authenticity, volume requirements (50+ variations/month).

Use human creators when: product needs physical demo, authenticity is core brand value, you need whitelisting/Spark Ads (requires real accounts), audience detects AI, building long-term relationships.

Hybrid approach (recommended): Use AI for rapid hook/script testing. Identify winners from AI test data. Brief human creators on proven scripts. Run human content as Spark Ads. Use AI for retargeting and lower-funnel.

AI UGC Production Workflow

  1. Write 10 script variations using the hook/body/CTA matrix
  2. Pick 3-5 avatars matching target demographic
  3. Batch render all combinations (10 scripts x 5 avatars = 50 variations)
  4. Quality filter: cut bad renders (expect 20-30% rejection)
  5. Add captions, music, B-roll in CapCut
  6. Post top 10-15 organically before any paid spend
  7. Move organic winners into paid testing

Section 5: Ad Format Templates

All formats follow vertical 9:16. Hook must land in first 3 seconds or the viewer scrolls.

Format 1: Problem-Solution

  • [0-3s] State the pain point your audience feels daily
  • [3-8s] Agitate: make it worse ("and the worst part is...")
  • [8-20s] Introduce product as the fix
  • [20-25s] Show result, testimonial, or metric
  • [25-30s] CTA: "Link in bio" or "Comment [word]"
  • Best for: direct response, all platforms

Format 2: Testimonial

  • [0-3s] "I was skeptical but..." or "3 months later..."
  • [3-10s] Before state: what life looked like
  • [10-20s] Discovery: how they found the product
  • [20-25s] Result: specific outcome with numbers
  • [25-30s] Recommend directly to viewer
  • Best for: mid-funnel, Meta Reels and YouTube Shorts

Format 3: Unboxing

  • [0-3s] Package arrival or "This just came in..."
  • [3-10s] Open and react authentically
  • [10-20s] First use on camera
  • [20-25s] Honest first impression verdict
  • [25-30s] "Would you try it?"
  • Best for: product launches, TikTok

Format 4: Tutorial

  • [0-3s] "Here is how I [desired outcome]"
  • [3-15s] Walk through 3-4 steps using product
  • [15-25s] Show the finished result
  • [25-30s] "Save this for later" / "Follow for more"
  • Best for: SaaS, beauty, fitness on YouTube Shorts and Reels

Format 5: Comparison

  • [0-3s] "Stop using [old way], try this instead"
  • [3-12s] Show the frustrating old way
  • [12-22s] Show your product solving it better
  • [22-27s] Side-by-side visual comparison
  • [27-30s] Direct to purchase
  • Best for: competitive positioning, TikTok and Reels

Format 6: Day-in-the-Life

  • [0-3s] "A day using [product] as a [role]"
  • [3-10s] Morning routine integration
  • [10-18s] Key product moment with genuine reaction
  • [18-25s] How it improved their day
  • [25-30s] Soft CTA or link reference
  • Best for: lifestyle products, all platforms

Format 7: Green Screen React

  • [0-3s] React to trending clip, headline, or stat
  • [3-10s] Add context: "This is wild because..."
  • [10-20s] Tie to your product naturally
  • [20-25s] Proof: why your product is the answer
  • [25-30s] Comment-driven CTA
  • Best for: trend-jacking, TikTok

Format 8: TikTok Shop

  • [0-3s] Product-first visual with trending sound
  • [3-10s] Demo the product in action
  • [10-20s] Value justification: why worth the price
  • [20-25s] Urgency: limited offer, low stock
  • [25-30s] "Tap the orange basket" / "Yellow cart below"
  • Best for: direct commerce, TikTok Shop exclusively

Format Selection Guide

GoalPrimary FormatSecondary
Cold traffic conversionProblem-SolutionComparison
Trust buildingTestimonialTutorial
Product launchUnboxingDay-in-the-Life
Trend ridingGreen Screen ReactProblem-Solution
Direct commerceTikTok ShopUnboxing
RetargetingTutorialTestimonial

Section 6: Platform Strategy

Specs and Sweet Spots

SpecTikTokInstagram ReelsFacebook ReelsYouTube Shorts
Max length10 min90s90s60s
Sweet spot15-30s15-30s15-45s30-60s
CaptionsRequiredRecommendedRequiredRecommended
Hashtags3-55-103-53-5

All platforms: 9:16 vertical orientation.

Platform-Specific Notes

TikTok: Trends and sounds over polish. Spark Ads deliver 134% higher completion rate than standard in-feed. TikTok Shop for direct commerce. Post 1-3 UGC pieces/day.

Instagram Reels: Slightly more polished. Reels double CTR of Feed ads with UGC. Use partnership ads for whitelisting. 4-7 Reels/week.

Facebook Reels: Repurpose TikTok UGC. Older demo responds to testimonials and tutorials. CPM averages $7.19 vs TikTok $2.62. 3-5/week.

YouTube Shorts: Longer format (45-60s) works well. Tutorial formats outperform. Drives to long-form. 3-5/week.

Section 7: Whitelisting and Spark Ads

TikTok Spark Ads Setup

  1. Creator enables Ad Authorization in Settings > Privacy
  2. Creator opens video > "..." > Ad settings > generates authorization code (7-365 day duration)
  3. Brand goes to TikTok Ads Manager > Assets > Creatives > Spark Ads > pastes code
  4. Create campaign normally, select Spark Ad as creative. Runs from creator's handle.

Meta Partnership Ads Setup

  1. Creator approves brand in Instagram Settings > Business > Branded Content
  2. Brand creates campaign in Ads Manager > toggles "Partnership ad" > selects creator's post

Whitelisting Scale

Monthly Ad SpendActive Whitelisted CreativesRefresh Cadence
$1K-$5K3-5Every 2-3 weeks
$5K-$15K5-10Weekly
$15K-$50K10-202x per week
$50K+20+Daily rotation

Spark Ads Performance Edge

134% higher completion rates. 37% lower CPA. 2x engagement. Social proof compounds on the organic post. Algorithm treats as organic + paid for broader distribution.

Section 8: Creative Testing Matrix

The 3x3x3 Framework

3 Hooks (first 3 seconds): 1) Pain point: "Struggling with [problem]?" 2) Result: "I went from [before] to [after]" 3) Curiosity: "Nobody talks about this [topic] hack"

3 Bodies: 1) Story arc: problem > discovery > transformation 2) Listicle: "3 reasons why..." 3) Demo: product walkthrough with reaction

3 CTAs: 1) Direct: "Link in bio" 2) Engagement: "Comment [word] for the link" 3) Social: "Tag someone who needs this"

Total: 27 unique ad variations.

Testing Protocol

Phase 1 - Hook Test (Days 1-3): Run all 3 hooks, same body/CTA. $20-30/day per variation. Measure hook rate (% past 3s). Goal: >30%.

Phase 2 - Body Test (Days 4-6): Winning hook, test 3 bodies. Same budget. Measure hold rate (50%+ watch) and CTR. Goal: >15% hold, >1% CTR.

Phase 3 - CTA Test (Days 7-9): Winning hook+body, test 3 CTAs. Measure CPA. Goal: below target.

Phase 4 - Scale (Day 10+): Combine winners. Increase budget 20% every 48 hours while CPA holds.

Test Budget

PhaseDailyDaysTotal
Hook$60-$903$180-$270
Body$60-$903$180-$270
CTA$60-$903$180-$270
Scale$100-$2007$700-$1,400
Full cycle16$1,240-$2,210

For $10K+/month: use Meta Dynamic Creative or TikTok Smart Creative. Load 3 hooks, 2 bodies, 2 CTAs into one ad set. Platform auto-optimizes. Review after 50K impressions per cell.

Section 9: Kill Criteria and Scaling Rules

Kill Criteria

TimeframeKill If
24 hoursCTR < 0.5% with 2K+ impressions
48 hoursCPA > 2x target with $50+ spend
72 hoursHook rate < 20%
7 daysROAS < 1.0 for e-commerce
14 daysCPA trending up 3 consecutive days

Scaling Rules

ConditionAction
CPA < target for 48hIncrease budget 20%
CPA < 50% target for 72hIncrease budget 50%
CPA holds after 3 increasesDuplicate to new audience
100K impressions on creativeCommission 3 variations
500K impressionsTest new hooks on same structure

Fatigue Signals

CTR drops 20%+ from peak over 3 days. CPM rises 30%+ with same targeting. Frequency exceeds 3.0. Comment sentiment shifts negative.

Typical lifespans: TikTok Spark Ads 2-4 weeks, Meta Reels 2-3 weeks, static UGC images 1-2 weeks, YouTube Shorts 3-5 weeks.

Section 10: Benchmarks (2025-2026)

Platform Performance

MetricTikTokMeta (Reels)Facebook (Feed)YouTube Shorts
Avg CPM$2.62$7.91$7.19$4-$8
Avg CTR0.84%0.9-1.5%1.57%0.5-1.2%
Avg CVR0.46%0.5-1.2%0.8-1.5%0.3-0.8%
Hook rate target>30%>25%>20%>25%

UGC vs Brand Creative

UGC delivers 37% lower CPA, 2x engagement, 134% higher completion (Spark Ads). Nielsen attributes 47% of sales lift to creative quality. Over 80% of TikTok collabs cost under $300.

Benchmarks by Vertical

VerticalTarget CPATarget ROASUGC Cost/Video
E-com (< $50 AOV)$15-$302.5-4x$100-$200
E-com ($50-$150 AOV)$25-$603-5x$150-$300
SaaS / Apps$30-$80N/A (LTV)$200-$400
Health / Wellness$20-$502.5-4x$150-$350
Beauty / Skincare$15-$353-5x$100-$250
Finance / Fintech$40-$100N/A (LTV)$250-$500
Education / Courses$20-$603-6x$150-$300

Section 11: TikTok Shop UGC Integration

Affiliate Creator Program

  1. List products on TikTok Shop with 15-30% commission rates
  2. Add to affiliate marketplace for creator discovery
  3. Creators produce UGC organically with shopping tags
  4. Each sale earns them the commission
  5. Top-performing affiliate UGC gets boosted as Spark Ads

Commission tiers: Open marketplace 15-20% (+5% bonus for top sellers). Targeted outreach 20-25% (+5-10% for exclusivity). VIP creators 25-30% + flat fee per video.

Live Commerce

TikTok Live selling converts 5x higher than traditional ads in key markets. Provide scripts, samples, and commission incentives. Cut best live moments into short UGC clips. Budget $200-$500 per session for mid-tier creators.


Examples

  • User says: "We want to test AI UGC for our ads" → Result: Agent asks budget and channel (Meta/TikTok); recommends tier (e.g. Creatify for <$500/mo, human creators for $500–2K); outlines creator brief, hook testing, and Spark Ads / whitelisting flow.
  • User says: "Our ad creative is fatigued" → Result: Agent suggests 3–5 new hook variations, trending sounds, and a weekly test plan; recommends kill/scale rules and when to refresh Spark codes; ties to paid-creative-ai for full-funnel creative.
  • User says: "How do we recruit creators for UGC?" → Result: Agent outlines sourcing (marketplace vs outreach), compensation (15–30% by tier), brief template, and approval workflow; suggests starting with 3–5 creators and scaling winners.

Troubleshooting

  • Low hook rate (views past 3s)Cause: First 3 seconds don’t stop the scroll. Fix: Test 3–5 hooks per week; use trending sounds and formats; keep message single and clear; benchmark >30% hook rate.
  • Spark Ads or whitelisting not approvedCause: Policy or quality. Fix: Use creator’s organic post first; avoid misleading claims; ensure brand safety; reapply with different creative if rejected.
  • Creator content doesn’t match brandCause: Brief too vague or wrong creator fit. Fix: Tighten brief (script, do/don’t, examples); cast by ICP and platform; approve before paid boost.

Quick Reference

Budget Decision Framework

< $500/month  -> AI UGC (Creatify $33/mo) + product seeding
$500-$2K      -> 3-5 human creators (entry/nano) + AI for hook testing
$2K-$10K      -> 5-10 creators + whitelisting + AI iteration
$10K+         -> Full program (10-20 creators) + AI at scale + testing budget

Weekly Operations Checklist

  • Review performance dashboard (kill/scale decisions)
  • Brief 2-3 new creator videos from winning formats
  • Test 3-5 new hook variations
  • Refresh expiring Spark Ads codes
  • Pull trending sounds/formats for next week
  • Update creator payments and content calendar

Key Metrics

MetricFormulaTarget
Hook rateViews past 3s / Impressions>30%
Hold rateViews past 50% / Total views>15%
CTRClicks / Impressions>1%
Creative hit rateWinners / Total tested>15%
Creator ROIRevenue / (Creator cost + ad spend)>3x

Questions to Ask

  • What have you tried before? What worked, what failed?
  • Can your product be demonstrated in someone's hands?
  • Who is your ideal customer (age, platform, interests)?
  • Do you have existing customers willing to create content?
  • What is your creative production capacity per week?
  • Selling DTC or through marketplace (Amazon, TikTok Shop)?

Related Skills

  • paid-creative-ai - AI ad creative generation and optimization beyond UGC
  • video-outreach - Video for sales outreach and prospecting
  • multi-platform-launch - Coordinating launches across multiple channels
  • content-to-pipeline - Converting content engagement into sales pipeline
  • social-selling - Building relationships and selling through social platforms
how to use ai-ugc-ads

How to use ai-ugc-ads 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 ai-ugc-ads
2

Execute installation command

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

$npx skills add https://github.com/tech-leads-club/agent-skills --skill ai-ugc-ads

The skills CLI fetches ai-ugc-ads from GitHub repository tech-leads-club/agent-skills 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/ai-ugc-ads

Reload or restart Cursor to activate ai-ugc-ads. Access the skill through slash commands (e.g., /ai-ugc-ads) 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

4.670 reviews
  • Amina Chawla· Dec 28, 2024

    We added ai-ugc-ads from the explainx registry; install was straightforward and the SKILL.md answered most questions upfront.

  • Dhruvi Jain· Dec 24, 2024

    Useful defaults in ai-ugc-ads — fewer surprises than typical one-off scripts, and it plays nicely with `npx skills` flows.

  • Xiao Shah· Dec 20, 2024

    I recommend ai-ugc-ads for anyone iterating fast on agent tooling; clear intent and a small, reviewable surface area.

  • Chen Flores· Dec 16, 2024

    Solid pick for teams standardizing on skills: ai-ugc-ads is focused, and the summary matches what you get after install.

  • Amina Kapoor· Dec 12, 2024

    ai-ugc-ads fits our agent workflows well — practical, well scoped, and easy to wire into existing repos.

  • Harper Liu· Dec 12, 2024

    ai-ugc-ads has been reliable in day-to-day use. Documentation quality is above average for community skills.

  • Pratham Ware· Dec 8, 2024

    ai-ugc-ads fits our agent workflows well — practical, well scoped, and easy to wire into existing repos.

  • Amina White· Dec 8, 2024

    Keeps context tight: ai-ugc-ads is the kind of skill you can hand to a new teammate without a long onboarding doc.

  • Isabella Jain· Dec 4, 2024

    Useful defaults in ai-ugc-ads — fewer surprises than typical one-off scripts, and it plays nicely with `npx skills` flows.

  • Chen Ndlovu· Nov 27, 2024

    Registry listing for ai-ugc-ads matched our evaluation — installs cleanly and behaves as described in the markdown.

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