Campaign Analysis SKILL.md skillA
Campaign Analysis from nightly-labs/openbot is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add nightly-labs/openbot/Campaign Analysis@git:20261031.5d810c9Pins git:20261031.5d810c9 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- nightly-labs/openbot
- Path
marketplace/production-catalog/skills/campaign-analysis/SKILL.md- Versions recorded
- 2
- Latest version
- git:20261031.5d810c9, committed Oct 31, 2026
- First version recorded
- Sep 8, 2026
- Size
- 4,959 bytes
- Repository stars
- 5,267
- License
- a license file GitHub does not identify
Explain what drove a change in campaign results and propose 1 to 3 measurable experiments. Reads an installed analytics plugin such as PostHog, a signed-in analytics tab, or an export. Checks units, dates and attribution first, and keeps observations apart from causal hypotheses. Never changes campaigns or spend.
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
# Campaign Analysis ## When to use - A campaign, channel or funnel result changed and the user wants to know why. - A weekly or monthly campaign report. - Not for a data cleanup. If the checks below fail, use Data Quality Review first. ## Inputs 1. **Objective.** The business goal and the conversion that counts (sign-up, purchase, booked call). If it is missing, ask once with `ask_user`: "Which conversion should this campaign drive?" 2. **Tool path.** Search the `openbot` namespace with `tool_search` for an installed plugin such as PostHog. Else call `openbot_browser.list_tabs` and read a signed-in analytics or ads tab. If neither exists and a plugin would help, call `suggest_marketplace_app`. 3. **Paste path.** A CSV or spreadsheet export that the user uploads. 4. **Periods.** The current period and the comparison period. Default: the last full week against the week before. ## Steps 1. Write the objective and the conversion definition in one line. 2. Check the data before you compare: currency, time zone, date range, attribution model and window, reporting …
Read the whole file at its exact version.
How to install
mdr add nightly-labs/openbot/Campaign Analysis@sha256:fe3753fadda0f98bThe line at the top of this page pins the label git:20261031.5d810c9, 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_lpqwwdm6fakclvit)
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Versions
The registry has recorded 2 versions of this file, between Sep 8, 2026 and Oct 31, 2026, about one every 53 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261031.5d810c9 latest | 2026-10-31 | 5d810c9 | 4,959 B | A | view · diff |
| git:20260908.b205970 | 2026-09-08 | b205970 | 1,111 B | A | view |
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 (4959 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
nightly-labs/openbot · 5,267 stars · license a license file GitHub does not identify · pushed 2026-11-04 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_lpqwwdm6fakclvit GET https://markdownregistry.com/api/v1/resolve?ref=nightly-labs/openbot/Campaign Analysis GET https://markdownregistry.com/api/v1/blob/fe3753fadda0f98bb8d08a15ebf30303a8699eb9cac6a9a541d89651aedd713c
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.