Agent skill

Roas Forecasting

by irinabuht12-oss in irinabuht12-oss/marketing-skills

Projects your ROAS for the next 30, 60, and 90 days based on current performance trends, seasonality patterns from your historical data, and planned budget or campaign changes.

No licenceAuto-check passedData & Analytics

Install Roas Forecasting

skills CLI
$ npx skills add irinabuht12-oss/marketing-skills --skill roas-forecasting -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install irinabuht12-oss/marketing-skills roas-forecasting --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/irinabuht12-oss/marketing-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/roas-forecasting .claude/skills/roas-forecasting && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
roas-forecasting
GitHub stars
4.1k
Token cost
~681 tokens
SKILL.md length
328 words
Files
1
Skills in repo
48
Repo updated
First seen
Licence
None found

At a glance

Projects your ROAS for the next 30, 60, and 90 days based on current performance trends, seasonality patterns from your historical data, and planned budget or campaign changes.

  • Tasks that involve Paid advertising
  • SKILL.md covers What it does, How it works, Practical example and What you get back, plus 2 more sections
  • Calls claude; reaches connector.get-ryze.ai
  • Tasks that involve Forecasting and time series

What it does

Roas Forecasting is an agent skill from irinabuht12-oss/marketing-skills. Projects your ROAS for the next 30, 60, and 90 days based on current performance trends, seasonality patterns from your historical data, and planned budget or campaign changes. Gives you a range with confidence intervals, not a single number pretending to be precise. Platform: Google and Meta.

Its SKILL.md is about 680 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Data & Analytics, covering Paid advertising and Forecasting and time series. It works with Model Context Protocol. The repository describes itself as: Claude skills for marketing: 49 free marketing skills for Claude Code and claude.ai (Google Ads, Meta Ads, SEO, AI visibility) + the Ryze Google Ads MCP / Meta Ads MCP: claude….

When your agent uses it

  • Tasks that involve Paid advertising
  • Tasks that involve Forecasting and time series

Example prompts

  • “Use the roas-forecasting skill to project your ROAS for the next 30, 60, and 90 days based on current performance trends, seasonality patterns from…”
  • “/roas-forecasting”

What it can do on your machine

Read from SKILL.md and the folder at commit 1bb135e. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • claude

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Hosts in commands or code, which the agent is likely to contact:

    • connector.get-ryze.ai

    Also links to:

    • get-ryze.ai

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Roas Forecasting loads about 681 tokens when it runs. Until then it costs about 78 tokens; SKILL.md has 328 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~78
When it runs · the whole SKILL.md, loaded when a task matches
~681

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 328 words (~681 tokens).

“Projects your ROAS for the next 30, 60, and 90 days based on current performance trends, seasonality patterns from your historical data, and planned budget or campaign changes. Gives you a range with confidence intervals, not a single number pretending…”

— opening of SKILL.md by irinabuht12-oss
name
roas-forecasting
metadata
platform: Google and Meta

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/roas-forecasting of irinabuht12-oss/marketing-skills.

Open the folder on GitHubat commit 1bb135e

Compare with similar skills

Roas Forecasting next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Roas Forecasting compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Roas Forecasting this skillirinabuht12-oss/marketing-skills4.1k—~681Automated safety check: PassNone
Find Hypertable Candidatestimescale/pg-aiguide1.9k1 repos~2.6kAutomated safety check: PassApache-2.0
Setup Timescaledb Hypertablestimescale/pg-aiguide1.9k—~4.7kAutomated safety check: PassApache-2.0
Apex Azure Kustojonathan-vella/apex217—~984Automated safety check: PassMIT
Cja Dimension Analysisadobe/skills197—~3.3kAutomated safety check: PassApache-2.0
Cjms Empirical Validationbrycewang-stanford/Awesome-Journal-Skills1.2k—~783Automated safety check: PassMIT

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Questions about Roas Forecasting

What does Roas Forecasting do?

Projects your ROAS for the next 30, 60, and 90 days based on current performance trends, seasonality patterns from your historical data, and planned budget or campaign changes. Roas Forecasting is an agent skill from irinabuht12-oss/marketing-skills. Projects your ROAS for the next 30, 60, and 90 days based on current performance trends, seasonality patterns from your historical data, and planned budget or campaign changes.

When should I use Roas Forecasting?

Roas Forecasting fits situations like: tasks that involve Paid advertising; tasks that involve Forecasting and time series.

How do I install Roas Forecasting in Claude Code?

Run `npx skills add irinabuht12-oss/marketing-skills --skill roas-forecasting -a claude-code`. Or copy the skill folder (skills/roas-forecasting in irinabuht12-oss/marketing-skills) into .claude/skills/roas-forecasting in your project. Claude Code loads it when a task matches its description.

How do I install Roas Forecasting in Codex?

Run `npx skills add irinabuht12-oss/marketing-skills --skill roas-forecasting -a codex`. Or copy the skill folder (skills/roas-forecasting in irinabuht12-oss/marketing-skills) into .agents/skills/roas-forecasting in your project. Codex loads it when a task matches its description.

Can I use Roas Forecasting in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add irinabuht12-oss/marketing-skills --skill roas-forecasting -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/roas-forecasting, .gemini/skills/roas-forecasting, .github/skills/roas-forecasting and .opencode/skills/roas-forecasting in your project.

What does Roas Forecasting need to run?

Going by SKILL.md and its folder, Roas Forecasting needs the command-line tools its instructions call (claude).

Does Roas Forecasting access the network?

SKILL.md names 2 domains. In commands or code: connector.get-ryze.ai; the agent is likely to contact it when it follows the instructions. As links in the text: get-ryze.ai. This is read from the text; nothing was executed.

Is Roas Forecasting safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Roas Forecasting use?

No licence was found for Roas Forecasting or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Roas Forecasting use?

About 681 tokens (SKILL.md is roughly 2.7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Roas Forecasting?

Skills that share tags, products or a category with Roas Forecasting: Find Hypertable Candidates (timescale/pg-aiguide, 1.9k stars), Setup Timescaledb Hypertables (timescale/pg-aiguide, 1.9k stars), Apex Azure Kusto (jonathan-vella/apex, 217 stars) and Cja Dimension Analysis (adobe/skills, 197 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Roas Forecasting?

irinabuht12-oss (a GitHub user) maintains it in irinabuht12-oss/marketing-skills, which has 4,053 GitHub stars. The repository holds 48 skills in this directory. The repository was last updated on September 24, 2026.

Source: irinabuht12-oss/marketing-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.