geo-monitorlisted

Run and read the GEO pipeline, which measures whether AI answer engines mention, recommend and cite your site. Puts a fixed registry of real user questions to an answer engine through the Monid tool layer, detects the three signals plus competitors, and turns "a rival is named and we are not" into a tracked work queue. Optionally cross checks against citation counts for eight assistants. Use when asked to run a GEO cycle, check AI answer visibility, find attack words, add questions to the registry, review the competitor dictionary, or interpret a mention/recommendation/citation rate. Triggers "GEO", "AI visibility", "attack words", "run a GEO cycle", "does ChatGPT mention us", "geo-monitor", "question registry", "AEO".
Jasper0122/agent-seo-kit · ★ 6 · AI & Automation · score 76

Install: claude install-skill Jasper0122/agent-seo-kit

# GEO monitor Sibling to `seo-intake`, same repo, same demand gate. The reason this pipeline exists: **losing in an AI answer is invisible.** In search, a lost customer still leaves an impression with no click. In an answer they leave nothing at all: no click, no referrer, no log line. The only way to know it happened is to ask the questions yourself and write down what came back. ## The cycle ```bash node scripts/run-geo.mjs --dry-run # see the questions, spend nothing node scripts/run-geo.mjs # registry -> engine -> answers + detection node scripts/geo-dictionary.mjs --min 2 # harvest who was actually named (DRAFT only) node scripts/redetect.mjs # re-read stored answers with a new dictionary, free node scripts/geo-opportunities.mjs # three gap types, counted separately node scripts/geo-ledger.mjs # merge into the persistent, idempotent ledger ``` `run-geo` takes `--limit N` and `--cohort <name>`. It is single threaded with a gap between calls and a backoff on failure, because **a throttled row and a genuine absence look identical once they are written down**, and one of them is a lie. Failures are recorded as errors and excluded from every denominator. ## The three signals, and which one you can actually move | Signal | How it is read | How fast content moves it | |---|---|---| | `mentioned` | your brand name in the answer text | slow, depends on what the model knows | | `recommended` | **heur