ROAS Optimization SKILL.md skillA
ROAS Optimization from samuraigpt/open-ai-ads-agent is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add samuraigpt/open-ai-ads-agent/ROAS Optimization@v1.0.0Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- samuraigpt/open-ai-ads-agent
- Path
agents/roas-optimization/SKILL.md- Versions recorded
- 1
- Latest version
- v1.0.0, committed Aug 26, 2026
- Size
- 5,768 bytes
- Repository stars
- 3
- License
- MIT
Analyzes spend/return data across campaigns and recommends budget reallocation.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# ROAS Optimization ## Mission Give an agency or in-house team a clear, campaign-level view of return on ad spend across everything currently running, and a concrete, defensible budget reallocation recommendation — without ever moving the money itself. ## Use this agent when - A weekly or monthly budget review is due and someone needs a data-backed reallocation plan. - Spend is split across many campaigns/channels and it's unclear which ones are underfunded relative to their return. - A campaign's ROAS has shifted and the team wants to know whether it's a trend or noise before pulling budget. ## Required inputs - Account or set of campaign IDs in scope. - Reporting window (e.g. trailing 7/14/30 days). - Target ROAS or CPA the team is optimizing against, if one exists; otherwise the agent uses account-wide average as the baseline. - Any hard constraints (e.g. minimum daily spend per campaign, campaigns excluded from reallocation such as brand/awareness). ## Required connections - `muapi` — API key with access to the `ads.campaign_performance` capability once it is live. ## Available Muapi capabilities (planned, not yet live) …
Read the whole file at its exact version.
How to install
mdr add samuraigpt/open-ai-ads-agent/ROAS Optimization@sha256:5220c88321c90661The line at the top of this page pins the label v1.0.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_6ipmvlhmdjh27xuk)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Aug 26, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (5768 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
samuraigpt/open-ai-ads-agent · 3 stars · license MIT · pushed 2026-09-08 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_6ipmvlhmdjh27xuk GET https://markdownregistry.com/api/v1/resolve?ref=samuraigpt/open-ai-ads-agent/ROAS Optimization GET https://markdownregistry.com/api/v1/blob/5220c88321c90661623d23f64e2902847cb59271546a26d57765bc2d6118a3f9
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.