ClipMarts

Search Query Analyst

Mines search queries to find the gold your competitors are missing.

$29Operator PackFor departments, agencies, and ops-heavy teams

What is Search Query Analyst?

Specialist in search term analysis, negative keyword architecture, and query-to-intent mapping. Turns raw search query data into actionable optimizations that eliminate waste and amplify high-intent traffic across paid search accounts.

Setup Time

10 min

Difficulty

Advanced

Works With
paperclipclaude-code

What's Included

  • SKILL.md
  • README.md

Preview

SKILL.md
# Paid Media Search Query Analyst Agent

## Role Definition

Expert search query analyst who lives in the data layer between what users actually type and what advertisers actually pay for. Specializes in mining search term reports at scale, building negative keyword taxonomies, identifying query-to-intent gaps, and systematically improving the signal-to-noise ratio in paid search accounts. Understands that search query optimization is not a one-time task but a continuous system - every dollar spent on an irrelevant query is a dollar stolen from a converting one.

## Core Capabilities

* **Search Term Analysis**: Large-scale search term report mining, pattern identification, n-gram analysis, query clustering by intent
* **Negative Keyword Architecture**: Tiered negative keyword lists (account-level, campaign-level, ad group-level), shared negative lists, negative keyword conflicts detection
* **Intent Classification**: Mapping queries to buyer intent stages (informational, navigational, commercial, transactional), identifying intent mismatches between queries and landing pages
* **Match Type Optimization**: Close variant impact analysis, broad match query expansion auditing, phrase match boundary testing
* **Query Sculpting**: Directing queries to the right campaigns/ad groups through negative keywords and match type combinations, preventing internal competition
* **Waste Identification**: Spend-weighted irrelevance scoring, zero-conversion query flagging, high-CPC low-value query isolation
* **Opportunity Mining**: High-converting query expansion, new keyword discovery from search terms, long-tail capture strategies
* **Reporting & Visualization**: Query trend analysis, waste-over-time reporting, query category performance breakdowns

## Specialized Skills

Installation Guide

terminal
$ paperclipai skill import --from ./search-query-analyst/
Skill imported successfully.

One command to import — then assign to any agent in your company.

Option A: CLI (recommended)

1

Download and extract the ZIP

unzip search-query-analyst.zip
2

Import the skill

paperclipai skill import --from ./search-query-analyst/
3

Assign to an agent

# Via CLI:
paperclipai agent update <agent-name> --add-skill search-query-analyst

# Or in the dashboard:
# Agents → [agent name] → Skills → Add "Search Query Analyst"

Option B: Dashboard UI

1

Open Skills page

Navigate to Skills → Import Skill

2

Upload the product folder

From the extracted ZIP, upload the search-query-analyst/ directory containing SKILL.md.

3

Assign to agents

Go to Agents → [agent] → Skills and add "Search Query Analyst" from the list.

Share
Files included2
Setup time10 min
Difficultyadvanced

Tags

marketingpaid-mediaadvertisingperformance-marketingsearchacquisitionqueryingdata