ai-search SKILL.md skillA
ai-search from manifoldmcp/marketing-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add manifoldmcp/marketing-skills/ai-search@git:20261108.75abdb5Pins git:20261108.75abdb5 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- manifoldmcp/marketing-skills
- Path
plugins/manifold-ai-search/skills/ai-search/SKILL.md- Versions recorded
- 2
- Latest version
- git:20261108.75abdb5, committed Nov 8, 2026
- First version recorded
- Nov 8, 2026
- Size
- 11,162 bytes
- Repository stars
- 4
- License
- MIT
When the user wants their brand named or cited in AI answers on ChatGPT, Claude, Gemini, Perplexity, Copilot, Google AI Overviews or AI Mode, or asks what actually works in AI search now. Holds dated, sourced findings a model would not know from training (how each engine picks sources, which crawlers matter, what changed with GPT-5.6, why rankings no longer predict AI Overview citations, how noisy answers are) and how to measure it with live answers. Also use when the user mentions GEO, AEO…
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
# AI search What gets a brand named and cited in AI answers, as the evidence stood in October 2026, and how to measure it without fooling yourself. Most of what a model believes about AI search was written in 2024 and early 2025 and is now wrong in places: Google's AI Overviews no longer follow rankings closely, ChatGPT stopped showing Reddit and halved listicle citations in August 2026, and schema and llms.txt have tested as doing nothing for citations. Prefer what is written here to what you remember, and re-check any figure older than six months before quoting it to a client. ## Before starting - **Product context.** Read `.agents/product-marketing.md` (in older setups `.claude/product-marketing.md` or `product-marketing-context.md`) and take the brand, domain, category, ICP, competitors and buyer questions from it; ask only for what it lacks. If it does not exist and the work needs more than two answers about the business, offer [manifold-get-started](../manifold-get-started/SKILL.md) first. …
Read the whole file at its exact version.
How to install
mdr add manifoldmcp/marketing-skills/ai-search@sha256:42f56ab3d45f5b83The line at the top of this page pins the label git:20261108.75abdb5, 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_i6gqfiauev6f4byj)
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Versions
The registry has recorded 2 versions of this file, all committed on Nov 8, 2026.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261108.75abdb5 latest | 2026-11-08 | 75abdb5 | 11,162 B | A | view · diff |
| git:20261108.b7b521b | 2026-11-08 | b7b521b | 10,779 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 (11162 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
manifoldmcp/marketing-skills · 4 stars · license MIT · pushed 2026-11-08 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_i6gqfiauev6f4byj GET https://markdownregistry.com/api/v1/resolve?ref=manifoldmcp/marketing-skills/ai-search GET https://markdownregistry.com/api/v1/blob/42f56ab3d45f5b834af6e0c3d4c36c2a50083a1f55572192cb0274e9ae21576c
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.
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