What is aeo-grounding-query-mapper?

A tool that records and groups the Google searches Gemini makes while answering given prompts.

Use it with individual prompts or batches of prompts to study search-query frequency, recurring themes, similar queries, and changes in query patterns.

It shows the subtopics, wording, and search intentions Gemini uses to find information, which can reveal what content it considers relevant.

aeo-grounding-query-mapper — Skill by psyduckler/aeo-skills

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent

npx skills add psyduckler/aeo-skills --skill aeo-grounding-query-mapper

Clone the repo

git clone --depth 1 https://github.com/psyduckler/aeo-skills

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

README.md

[![agentmods](https://agentmods.dev/badge/skills/psyduckler/aeo-skills/aeo-grounding-query-mapper/github.svg)](https://agentmods.dev/skills/psyduckler/aeo-skills/aeo-grounding-query-mapper)

Your own site

<a href="https://agentmods.dev/skills/psyduckler/aeo-skills/aeo-grounding-query-mapper"><img src="https://agentmods.dev/badge/skills/psyduckler/aeo-skills/aeo-grounding-query-mapper/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

Your own site · 80×15

<a href="https://agentmods.dev/skills/psyduckler/aeo-skills/aeo-grounding-query-mapper"><img src="https://agentmods.dev/badge/skills/psyduckler/aeo-skills/aeo-grounding-query-mapper.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 120 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 1,529 The whole file, excluding the scripts and references it only reads on demand.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.

Origin original No closer match found in the catalogue.

Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

Model	Per session	Once invoked
Fable 5.1	$0.00120	$0.01529
Opus 5.5	$0.00048	$0.00612
Sonnet 5.5	$0.00024	$0.00306
Haiku 4.5	$0.00012	$0.00153

Measured 2mo ago against content hash f5d699f071b4, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

aeo-grounding-query-mapper scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

The scan reads SKILL.md. This mod also ships 2 executable files (scripts/_shared.py, scripts/map_queries.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

aeo-grounding-query-mapper/SKILL.md · 144 lines

How it starts

The opening of the file, as written. The whole thing — 144 lines — stays where its author put it; the contents beside it link to each section on GitHub.

AEO Grounding Query Mapper

Source: github.com/psyduckler/aeo-skills Part of: AEO Skills Suite

Map the exact search queries Gemini 3 Flash fires when answering prompts — with clustering, pattern analysis, and cross-prompt comparison.

Why This Matters

When Gemini 3 Flash generates an AI Overview, it doesn't just answer from memory — it fires real Google Search queries to ground its response. Influence happens at retrieval, not inside the model — you can't edit training data, but you can enter the "candidate set" the model selects from when it searches. Gemini is search-first: it searches before nearly every answer, making it more influenceable than GPT.

Understanding what it searches for reveals the recurring retrieval set — the queries, sources, and themes the model consistently draws from:

What topics to cover — queries reveal the sub-topics the AI considers essential
How to phrase content — match the exact language the AI searches for
Cross-prompt patterns — similar prompts may trigger overlapping queries, revealing core themes
What content type to create — query intent (informational, commercial, navigational, transactional) tells you what format enters the candidate set

This is an upgraded version of prompt-frequency-analyzer with three key additions:

Query clustering — groups similar queries by shared terms
Cross-prompt overlap — shows which queries appear across multiple prompts
Batch mode — process many prompts from a file in one run

Requirements

Gemini API key (free) — set as GEMINI_API_KEY env var
Python 3.9+
No pip dependencies (stdlib only)

Usage

# Single prompt
GEMINI_API_KEY="$GEMINI_API_KEY" python3 scripts/map_queries.py "best CRM for small business"

# Multiple prompts
GEMINI_API_KEY="$GEMINI_API_KEY" python3 scripts/map_queries.py "best CRM for small business" "CRM vs spreadsheet" "how to choose a CRM"

# Batch mode from file (one prompt per line)
GEMINI_API_KEY="$GEMINI_API_KEY" python3 scripts/map_queries.py --prompts-file prompts.txt

# JSON output
GEMINI_API_KEY="$GEMINI_API_KEY" python3 scripts/map_queries.py "best CRM for small business" --output json

Read the full file on GitHub · 144 lines

Files

What ships with it

2 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

2mo ago First seen · 144 lines · 120 tokens per session scan A f5d699f071b4

Subscribe to this mod's changes

aeo-grounding-query-mapper is a skill published in the GitHub repository psyduckler/aeo-skills (13 stars, last pushed 5mo ago), licensed MIT. It adds 120 tokens to every session and 1,529 once invoked, about $0.0005 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Analytics and metrics Marketing and SEO

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