Getting it into your agent
It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.
git clone --depth 1 https://github.com/krusemediallc/cursor-ad-agentnpx agentmods add skills/krusemediallc/cursor-ad-agent/ad-agent-orchestratorWrote 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/krusemediallc/cursor-ad-agent/ad-agent-orchestrator)<a href="https://agentmods.dev/skills/krusemediallc/cursor-ad-agent/ad-agent-orchestrator"><img src="https://agentmods.dev/badge/skills/krusemediallc/cursor-ad-agent/ad-agent-orchestrator/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/krusemediallc/cursor-ad-agent/ad-agent-orchestrator"><img src="https://agentmods.dev/badge/skills/krusemediallc/cursor-ad-agent/ad-agent-orchestrator.svg" alt="Reviewed on agentmods" width="80" 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 5.1 | $0.00087 | $0.03272 |
| Opus 5.5 | $0.00035 | $0.01309 |
| Sonnet 5.5 | $0.00017 | $0.00654 |
| Haiku 4.5 | $0.00009 | $0.00327 |
Grade A, and why
ad-agent-orchestrator 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 2mo 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.
How it starts
The opening of the file, as written. The whole thing — 272 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Ad agent orchestrator
This is the canonical top-level workflow. It owns sequencing, approval gates, lineage, and recovery; component skills own their phase implementations.
Read run-contract.md before opening a run and test-plan.md before proposing concepts or thresholds.
Non-negotiable rules
- A human approves every gate for its exact hashed scope. Approval at one gate never implies approval at another. Any scoped change invalidates approval.
- Never create spend-capable Meta entities as ACTIVE. Deploy ads PAUSED.
Activation is separate, optional, and requires the exact confirmation
ACTIVATEafter reviewing the account, hierarchy, and budgets. - Never run unattended generation, deployment, activation, or delivery mutation. Performance polling is read-only and finite or separately scheduled by the human.
- Regeneration requires approval except for bounded still-image QA-fix retries. After G4, component skills may auto-retry visible image defects with a revised prompt — up to 2 retries per originally requested still (3 attempts total). Disclose possible retry credit exposure at G4 before the first call; each retry is billed. Failed calls, G5 rejection, creative-direction changes, video assets, exhausted QA caps, strategic "try again" requests, and recommendation-driven work need a revised plan, incremental estimate, and fresh applicable gates — never unbounded auto-retry.
- Never invent a claim, receipt, Arcads price, Meta metric, threshold, result, or causal explanation. Unverified copy uses explicit placeholders and cannot be deployed until resolved and approved.
- Meta Ad Library longevity is an adaptation-readiness proxy only. It is not evidence of spend, conversions, ROAS, profitability, or creative performance.
- Keep credentials in environment files. Never put secrets, token-bearing URLs, or authorization headers in prompts, artifacts, commands, or lineage.
- Lineage is append-only. Never edit prior JSONL records or hand-edit a compiled manifest.
What ships with it
5 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 2mo ago First seen · 272 lines · 87 tokens per session scan A e1191f157fd2
ad-agent-orchestrator is a skill published in the GitHub repository krusemediallc/cursor-ad-agent (11 stars, last pushed 3mo ago), licensed MIT. It adds 87 tokens to every session and 3,272 once invoked, about $0.0003 per session on Opus 5.5. 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 2026-08-31.
ad-agent-orchestrator compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| ad-agent-orchestratorkrusemediallc/cursor-ad-agent | Skill | 11 | 3mo ago | MIT | A | 87 | Claude Code, Codex |
| RunAPI Media Generatorrunapi-ai/mcp | Skill | 56 | 3d ago | Apache-2.0 | A | 90 | Claude Code |
| RunAPI Model Explorerrunapi-ai/mcp | Skill | 56 | 3d ago | Apache-2.0 | A | 71 | Claude Code |
| distribea-mediaDistribea/distribea-mcp | Skill | 1 | 20d ago | MIT | A | 113 | Claude Code, Codex |
| competitor-creative-auditcreativescope/creativescope-mcp | Skill | 0 | 23d ago | MIT | A | 77 | Codex |
| mobile-ua-creative-strategycreativescope/creativescope-mcp | Skill | 0 | 23d ago | MIT | A | 99 | Codex |
| weekly-inspiration-briefcreativescope/creativescope-mcp | Skill | 0 | 23d ago | MIT | A | 77 | Codex |