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  3. Never Ranked
Never Ranked logo
Health: ActiveRecent health check succeeded.Last checked 9/22/2026, 6:32:02 PM

Never Ranked

User RatingsBe the first to rate and review this MCP server! Enrichment pendingWe haven’t run our AI enrichment pass on this listing yet, so the overview, use cases, and FAQ below may be sparse or missing. We work through the catalog over time β€” check back soon.
View RepositoryVisit Website

AEO scoring, llms.txt audit, and agent-readiness checks for AI agents.

Quick Install

Automated & IDE Setup

Copy the AI prompt to install this server into Claude Code, Cursor, or another agent β€” or use 1-click editor setup below.

One-click editor setup isn’t available for this listing yet β€” we don’t have a confirmed install command, and we’d rather show nothing than point your editor at the wrong package or host. Follow the project’s own setup instructions, linked above.

Manual Client & Custom JSON ConfigExpand JSON β–Ύ
No confirmed setup config for this listing yet. We only publish a config block when the install details come from the project itself β€” its README, its docs, or a verified owner. We haven’t found those for Never Ranked, and we’d rather show nothing than a guess you’d paste into your client. Follow the project’s own setup instructions for the current steps.
Install Directory Badge Claim listing AlternativesπŸ”’ More in Security

Documentation Overview

Never Ranked

NeverRanked is a research engagement that measures what AI answer engines cite for a category. The output is a forensic memo plus a prepped punch list for the customer's team to execute against.

This repository holds the marketing site, the dashboard worker source (under dashboard/), and the historical artifacts from the company's prior product.


What this company was, and what it is now

Until May 2026, NeverRanked sold a JavaScript snippet that was claimed to drive AI citations. We ran a pre-registered kill test against our own domain. The result was zero citations. The LLM crawlers do not execute JavaScript, so the snippet was structurally invisible to them.

We stopped selling that product, retracted the public content that promoted it, and rebuilt the company around the measurement layer that does work.

This repository contains both states: the current honest surfaces (homepage, About, ASB pitch, terms, privacy, llms.txt) and the historical artifacts (retired blog posts, retired case studies, retired audits, retired explainers). Anything that contradicts the retraction is either replaced with an honest holder or marked as retired in place.

For the current state of every code path, see ~/.claude/projects/-Users-lanceroylo-Desktop-neverranked/memory/code_rewrite_status_2026-05-21.md in Lance's local Claude memory.


What we measure now

Seven measured surfaces, every day. Six AI tools plus a control.

  • Four citation-grade engines that search the live web and cite their sources: Perplexity, ChatGPT search, Gemini grounded, Google AI Overviews.
  • Two model-knowledge engines that answer purely from training data: Claude, Gemma.
  • One classic-search control, Bing organic top-5. Not an AI tool. It does not cite or answer, it returns, and it runs beside the others so a move can be separated from noise.

Both layers measure different failure modes. A brand invisible in citation is invisible when AI fact-checks itself. A brand invisible in model knowledge is invisible at the baseline, before any search happens.


What we deliver

A forensic memo plus a prepped punch list. Per query, per engine, per competitor, per source type. Daily measurement. Monthly delta memo on ongoing engagements.

We do not execute. No content writing, no website edits, no schema deploys, no profile updates. The labor stays with the customer's team or their agency. That separation is structural.


Pricing

  • Monitor β€” $199/mo.
  • Audit β€” $750/mo, after a $950 baseline. The baseline is waived on a defined term.

[Corrected 2026-09-14. This section published the retired kickoff-plus-monthly card for six weeks after those SKUs were archived on 2026-08-03.]

This is a research engagement, not a SaaS subscription. There is no self-serve dashboard.


Repository layout (current)

Code
neverranked/
β”œβ”€β”€ index.html              honest homepage holder
β”œβ”€β”€ about/, terms/,         current honest pages
β”‚   privacy/, thanks/
β”œβ”€β”€ pitch/asb-hawaii/       current direct-buyer pitch shape
β”œβ”€β”€ pitch/*/                retired pitch pages (holder)
β”œβ”€β”€ blog/, case-studies/,   retired catalogs (holders + noindex)
β”‚   profile/, state-of-aeo/
β”œβ”€β”€ standards/, schemas/,   retired surfaces (holders)
β”‚   agencies/, security/,
β”‚   for-agencies/,
β”‚   principles/, kit/
β”œβ”€β”€ meetings/kits/          current meeting prep, demo bundle
β”œβ”€β”€ dashboard/              app.neverranked.com Worker source
β”œβ”€β”€ llms.txt                rewritten for current state
└── sitemap.xml             homepage only

The historical artifacts (retired pages, audit documents under /audits/, prior explainers like EXPLAINER.md and AGENCY-EXPLAINER.md, the original audit template under /audit-template/) reflect the prior product premise and are preserved for diff context but should not be acted on as current guidance.


Contact

Lance@hi.neverranked.com

Read the full README β†’View source on GitHub β†’

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Frequently Asked Questions about Never Ranked

We don't have a confirmed install command for Never Ranked yet, so we don't publish a generated one β€” a guessed package name would point at the wrong package or none at all. Follow the project's own README or setup instructions (https://github.com/LanceRoylo/neverranked) for the current steps.

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Technical Specs & Signals

CategoryπŸ”’Security
More technical detailsExpand β–Ύ
Last updatedSep 22, 2026
4/6 checks healthy over the last 45d
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Last commit2d ago
Last Repository CommitThe most recent commit or push recorded for this server's GitHub repository.Last commit on Sep 22, 2026
33Quality signal: Emerging Β· 33/100How this signal is calculated β–Ύ
Server availabilityNot measured

Not scored for repo-hosted servers β€” we can't reach the running server, only its GitHub page. Hosted MCP endpoints are health-checked live.

Verified ownership10/20
Documentation & tools11/30
Adoption & activity4/15
Community engagement0/10

A guidance signal from public completeness & health data β€” not a user rating. New listings start lower and rise as they add docs, get verified, and grow adoption. Signals we can't observe for a listing are skipped, not counted against it.

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