Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add skills/adkit/ads-mcp/spynpx skills add adkit/ads-mcp --skill spygit clone --depth 1 https://github.com/adkit/ads-mcpWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/adkit/ads-mcp/spy)<a href="https://agentmods.dev/skills/adkit/ads-mcp/spy"><img src="https://agentmods.dev/badge/skills/adkit/ads-mcp/spy.svg" alt="Measured on agentmods" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.00085 | $0.00613 |
| Opus 5 | $0.00043 | $0.00307 |
| Sonnet 5 | $0.00017 | $0.00123 |
| Haiku 4.5 | $0.00009 | $0.00061 |
Grade A, and why
spy scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 3d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
What it actually says
Spy on Competitor Ads
The ad library (adkit_library) lets you search advertisers and browse their ads across platforms.
Requires AdKit to be connected — run /ads:setup first if needed.
1. Find the advertiser
Search by name:
adkit_library entity: "advertisers" action: "search" params: { search: "Notion" }
Or browse by industry:
adkit_library entity: "advertisers" action: "list" params: { industry: "SaaS", sort: "spend" }
Advertiser actions
| Action | Key params |
|---|---|
list |
industry, category, platform, sort (name/newest/spend) |
search |
search (required), plus any list filters |
get |
id — full advertiser details and stats |
similar |
advertiserId — find similar advertisers |
add |
website or name — track a new advertiser |
2. Browse their ads
adkit_library entity: "ads" action: "search" params: { advertiser: "<advertiserId>", sort: "score" }
Ad search params
| Param | Description |
|---|---|
advertiser |
Advertiser ID filter |
query |
Free text search across ad copy |
platform |
meta, google, or linkedin |
format |
image, video, or carousel |
sort |
random, newest, oldest, score, most-used, longest, spend |
Advanced filters (min-days, min-spend, min-score, language) available via adkit_help path: "library ads search".
Get full details: adkit_library entity: "ads" action: "get" id: "<adId>" — returns creative content, copy, metadata, and landing page.
3. Clone an ad
Found an ad worth replicating? Clone it via the studio skill:
adkit_studio entity: "ads" action: "generate" params: { mode: "clone", aspectRatio: "1:1", references: [{ type: "library-ad", id: "<adId>" }] }
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 3d ago First seen · 66 lines · 85 tokens per session scan A 2750de5f4ff3
spy is a skill published in the GitHub repository adkit/ads-mcp (12 stars, last pushed 6d ago), licensed MIT. It adds 85 tokens to every session and 613 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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