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 adaptyteam/adapty-skills --skill adapty-attributiongit clone --depth 1 https://github.com/adaptyteam/adapty-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/adaptyteam/adapty-skills/adapty-attribution)<a href="https://agentmods.dev/skills/adaptyteam/adapty-skills/adapty-attribution"><img src="https://agentmods.dev/badge/skills/adaptyteam/adapty-skills/adapty-attribution/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/adaptyteam/adapty-skills/adapty-attribution"><img src="https://agentmods.dev/badge/skills/adaptyteam/adapty-skills/adapty-attribution.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 | $0.00115 | $0.01577 |
| Opus 5.5 | $0.00046 | $0.00631 |
| Sonnet 5.5 | $0.00023 | $0.00315 |
| Haiku 4.5 | $0.00012 | $0.00158 |
Grade A, and why
adapty-attribution 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 4d 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 — 96 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Adapty Attribution
Adapty Attribution matches installs and web purchases to ad clicks and reports them against the
subscription revenue Adapty already holds for every user. You read it through the Adapty CLI's
attribution topic, which is read-only: nothing you run here changes a campaign, a link or a
setting.
Open references/playbooks.md when a question matches one of its playbooks. It holds the
commands, the reading and the reply shape for each common question.
Which "attribution" the user means
| The question is about | Where it goes |
|---|---|
| Campaign, channel, ad or country performance in Adapty Attribution | This skill |
| Setting up Meta, TikTok, Google Ads, tracking links, the web pixel, Stripe, Paddle or FunnelFox for Adapty Attribution | The adapty-docs skill. Start at Get started or Integrations |
| AppsFlyer, Adjust, Branch, Singular, Tenjin, Airbridge or another MMP connected to Adapty | The adapty-docs skill. Start at Attribution integrations |
| Apple Search Ads bids, budgets, keywords or campaigns | The ads-manager skill |
| SDK code in the app | The adapty-integration skill |
The CLI
Resolve $ADAPTY once and use it for every call:
adapty attribution --help >/dev/null 2>&1 && ADAPTY="adapty" || {
npm i -g adapty@latest >/dev/null 2>&1 && ADAPTY="adapty" || ADAPTY="npx --yes adapty@latest"; }
If $ADAPTY attribution --help still reports no such topic, try npx --yes adapty@beta attribution --help once before telling the user the topic is unavailable. --yes is required: without it
npx waits for a confirmation nobody will give. In zsh, run setopt shwordsplit before using a
multi-word $ADAPTY. When you show a command to the user, write a literal adapty in it.
- Find the app id with
$ADAPTY apps list. - Run
$ADAPTY attribution metricsand$ADAPTY attribution dimensionsbefore your first report, and take metric and dimension names from them. Family names such asd{N}_roasare templates: passd7_roas, neverd{N}_roasord07_roas. - Campaign, ad set and ad filters take ids. Get them from
$ADAPTY attribution values --dimension campaign(oradset,ad) and match entities across periods by id, never by name. - Run reports one at a time. The service runs only a few queries per company at once, and
reportandvaluesare never retried for you. Onattribution_busy, waitretry_after_seconds, then run the call once more. attribution_access_requiredmeans the company has no Attribution access, so spend, CPI and ROAS are out of reach. Logging in again will not fix it; say so once and run no moreattributioncalls. A question about which channel brings users, subscribers or money is still answerable from the app's subscription analytics: invokegrowth-advisornow and answer it in this reply, by installs, trials, trial-to-paid and revenue per channel, saying spend and ROAS are not in them. Only a question about spend, CPI or ROAS itself ends here.
What ships with it
1 file 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.
- 4d ago Changed · +4 lines fce60f9874e1
- 27d ago First seen · 92 lines · 115 tokens per session scan A 86592903713a
adapty-attribution is a skill published in the GitHub repository adaptyteam/adapty-skills (6 stars, last pushed today), licensed MIT. It adds 115 tokens to every session and 1,577 once invoked, about $0.0005 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 2026-09-30.
Other skills, from other repositories
local-ai-agents
Build local-first AI agents that run entirely on a developer workstation with Microsoft Foundry Local and Qwen function-calling models. Covers Small Language Models (SLMs), the OpenAI-compatible local endpoint, sandboxed local tools, local RAG with Chroma, local MCP servers, hybrid cloud/local routing, and the…
systematic-debugging
Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes.
next-cache-components-adoption
Turn on Cache Components in a Next.js app and resolve the blocking routes it surfaces. Use when the user wants to enable, adopt, or migrate to Cache Components, flip the cacheComponents flag, work through a flood of blocking-prerender / instant validation errors, run the cache-components-instant-false codemod, or…
chat-pet-sprite-creation
Use when creating or changing VS Code chat pet sprite art, sprite sheets, state animations, eye treatments, Stable/Insiders variants, or pet transitions under src/vs/workbench/contrib/chat/browser/widget/media/chatPet.
cpu-profile-analysis
Analyze V8/Chrome CPU profiles (.cpuprofile) and DevTools trace files (Trace-.json). Use when: profiling performance, investigating slow functions, comparing code paths, finding bottlenecks, analyzing timeToRequest, understanding call trees from sampling profiler data, analyzing layout/paint/rendering, investigating…
insight-error-page
Write or audit an insight-kind error page for the Next.js dev overlay. Use when creating a new errors/ .mdx page, auditing an existing one, or checking that a page matches the framework fix cards. Covers page structure, title alignment, FixCard cards with Copy prompt button, code snippets, terminology verification…