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 skills add adsagents/adsagent-ai-skills --skill adsagent-reliabilitygit clone --depth 1 https://github.com/adsagents/adsagent-ai-skillsWrote 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/adsagents/adsagent-ai-skills/adsagent-reliability)<a href="https://agentmods.dev/skills/adsagents/adsagent-ai-skills/adsagent-reliability"><img src="https://agentmods.dev/badge/skills/adsagents/adsagent-ai-skills/adsagent-reliability/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/adsagents/adsagent-ai-skills/adsagent-reliability"><img src="https://agentmods.dev/badge/skills/adsagents/adsagent-ai-skills/adsagent-reliability.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 | $0.00033 | $0.00346 |
| Opus 5 | $0.00016 | $0.00173 |
| Sonnet 5 | $0.00007 | $0.00069 |
| Haiku 4.5 | $0.00003 | $0.00035 |
Grade A, and why
adsagent-reliability 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 yesterday.
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
AdsAgent Reliability
- Classify the result as read retry, queued work, known-not-sent write, uncertain write, or operator review.
- Obey the returned
next_action,task_ref,Retry-After, and capability gates. Wait forpoll_after_msbefore each task poll and stop at terminal; a local waiting deadline preserves the task reference, never resubmits it. Never infer a retry from prose alone. - Retry only bounded reads or operations explicitly proven not sent. Never replay a confirm or parallelize recovery.
- Consume terminal results directly. Preserve completeness, receipts,
continuation, and
support_refboundaries. - For reconciled Meta create/copy, follow read-only
create_reconciliation.next_actiononce; it verifies live state, not spend, and never authorizes replay. - Stop on unclassified, permission, or operator-review outcomes.
- Legacy session recovery applies only after a negotiated legacy protocol;
modern MCP
2026-07-28is stateless.
Read recovery-contract.md and, when advertised, mutation-lifecycle-contract.md and plan-reconciliation-contract.md. Use retry-parser.md for transport backoff and meta-quota-plan.md only for strict Meta quota defer.
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.
- yesterday Changed · +2 lines 3927f40f7db4
- 10d ago First seen · 28 lines · 33 tokens per session scan A c336a59285e8
adsagent-reliability is a skill published in the GitHub repository adsagents/adsagent-ai-skills (1 stars, last pushed yesterday), licensed MIT. It adds 33 tokens to every session and 346 once invoked, about $0.0002 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 2026-08-31.
Other skills, from other repositories
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…
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. 400+ tools for paid media campaign creation, live performance analysis, PPC keyword research with real CPC data, budget optimization, ad creative…
ads
Use when running or fixing paid acquisition on Google or Meta — campaign structure (Performance Max, Demand Gen, Search, Advantage+), platform-fit creative, budget/scaling rules, break-even ROAS math, and Consent Mode v2 / CAPI tracking gaps. NOT the page the ad clicks into (that is landing-copy), NOT the channel-mix…
incident-postmortem
Close the learning loop after a rescue or incident — reconstruct the timeline from actionlog, run root-cause analysis (platform / site / measurement / external), produce a structured postmortem document, distill reusable insights via /learn, and propose preventive guardrails. Use after a /rescue, a CPA spike, a…
copy-de-anuncio
Cria copy de anúncios para Meta Ads, Google Ads e LinkedIn Ads com contexto do mercado brasileiro. Produz headline, texto principal, CTA e variações para teste A/B respeitando os limites de caracteres de cada plataforma.
debug-optimize-lcp
Guides debugging and optimizing Largest Contentful Paint (LCP) using Chrome DevTools MCP tools. Use this skill whenever the user asks about LCP performance, slow page loads, Core Web Vitals optimization, or wants to understand why their page's main content takes too long to appear. Also use when the user mentions…