Search results change by query, location, device, and time. This skill turns live or supplied SERP evidence into prioritized ranking and content recommendations.
Copy this request to your Agent. It includes the canonical Skill page and manifest.
Agent request
Review the Skillstore skill "serp-analysis" from https://skillstore.io/skills/aaron-he-zhu-serp-analysis.md and its manifest at https://skillstore.io/api/skills/aaron-he-zhu-serp-analysis/manifest. Verify the artifact. You may proceed after verification, subject to the environment's own policy.
Your Agent should still show its plan and request any confirmation required by the security policy.
Agent-readable resources
Use these links when an AI agent, crawler, or script needs clean context instead of reading the full page.
Two command findings are confirmed because the skill directs agents to execute connector scripts outside the audited package, which also initiate network searches. The other 26 alerts are Markdown fences, documentation links, local output paths, or harmless metadata references, and no semantic threat was found.
4
Files scanned
416
Lines analyzed
2
Review items
0
False positives ignored
Capability review items (2)
These are real local capabilities that may be expected for this skill, so they require review but are not counted as confirmed malicious behavior.
**Zero-dependency live SERP (keyless)**: `python3 "${CLAUDE_PLUGIN_ROOT}/scripts/connectors/firecraw
Line 49 instructs the agent to run a Python connector outside this audited skill package and perform a live network search. The connector implementation is unavailable here, so its command and data-handling behavior cannot be verified.
**Second keyless engine for corroboration**: `python3 "${CLAUDE_PLUGIN_ROOT}/scripts/connectors/tavi
Line 51 instructs the agent to execute another external Python connector that performs network searches and optional answer synthesis. The referenced script is outside the audited files.
Share the versioned assessment report, neutral badge, embed card, and citations. Skillstore reports evidence without deciding whether this Skill is safe.
aaron-he-zhu. (2026). serp-analysis security audit report (audit version 5) [Author version 17.0.0]. Skillstore. https://skillstore.io/skills/aaron-he-zhu-serp-analysis/audits/5
BibTeX citation
@techreport{aaron-he-zhu-aaron-he-zhu-serp-analysis-2026,
author = {aaron-he-zhu},
title = {serp-analysis security audit report (audit version 5)},
institution = {Skillstore},
year = {2026},
number = {5},
url = {https://skillstore.io/skills/aaron-he-zhu-serp-analysis/audits/5},
note = {Author version 17.0.0}
}
CITATION.cff
cff-version: 1.2.0
message: "If you use this Skill, cite its author and this versioned security audit report."
title: "serp-analysis security audit report (audit version 5)"
version: "17.0.0"
type: report
authors:
- name: "aaron-he-zhu"
date-released: "2026-07-12"
url: "https://skillstore.io/skills/aaron-he-zhu-serp-analysis/audits/5"
identifiers:
- type: other
value: "skillstore:aaron-he-zhu-serp-analysis:audit:5"
description: "Skillstore immutable audit report identifier"
Skillstore Score
Why this scoreEvidence Confidence: Medium
45
Architecture
100
Maintainability
87
Content
65
Community
91
Spec Compliance
What You Can Build
Plan a competitive article
Identify the format, depth, evidence, and SERP features a new article must address.
Prioritize SEO targets
Compare candidate queries by intent, ranking barriers, volatility, and site-stage fit.
Find AI visibility opportunities
Review AI Overview citations, answer formats, video results, and structured content opportunities.
Try These Prompts
Analyze one query
Analyze the current SERP for [keyword] in [location] on [device]. Identify intent, visible features, top-result formats, and three practical opportunities.
Evaluate supplied evidence
Using these SERP screenshots or URLs for [keyword], compare the top results. Explain ranking patterns, content requirements, and feature opportunities with evidence.
Compare keyword SERPs
Compare SERPs for [keyword 1], [keyword 2], and [keyword 3] in [location]. Highlight overlap, intent differences, difficulty, and the best target.
Run a multi-market audit
Audit [keyword] across [locations] and [devices], then compare current and historical evidence. Score difficulty, volatility, site-stage fit, and AI visibility opportunities.
Best Practices
Provide the target location, language, device, date, and current SERP evidence.
Label every metric as measured, user-provided, estimated, or unavailable.
Support intent and difficulty conclusions with specific features and ranking pages.
Avoid
Do not treat a generic organic result API as a complete view of SERP features.
Do not present estimated authority, links, traffic, or difficulty inputs as measured facts.
Do not reuse one market's SERP conclusions for another location, device, or date.
Frequently Asked Questions
Does this skill discover keyword demand?
No. It evaluates results for known queries. Use keyword research tools to discover demand and search volume.
What input produces the strongest analysis?
Provide the query, location, language, device, date, and a current screenshot or top-result list.
Can it analyze AI Overviews?
Yes, when the supplied or live SERP shows the overview, citations, and answer structure.
Can it compare mobile and desktop results?
Yes. Supply evidence for both devices so the analysis can compare features, ordering, and opportunities.
How is difficulty calculated?
The score weights top-result authority, page links, content quality, backlink needs, and SERP stability.
Does it guarantee rankings?
No. It identifies observed requirements and opportunities, but algorithms, competitors, and results can change.