entity-optimizer
Optimize Knowledge Graph Entity Presence
Inconsistent entity facts weaken search and AI recognition. This skill audits evidence, resolves identity conflicts, and records authorized canonical updates with provenance.
Install with my Agent
Copy this request to your Agent. It includes the canonical Skill page and manifest.
Review the Skillstore skill "entity-optimizer" from https://skillstore.io/skills/aaron-he-zhu-entity-optimizer.md and its manifest at https://skillstore.io/api/skills/aaron-he-zhu-entity-optimizer/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.
Test it
Using "entity-optimizer". Audit Acme Analytics using its official domain and verified LinkedIn profile.
Expected outcome:
- Structured data: Partial. The organization type is present, but sameAs evidence is incomplete.
- Knowledge bases: Unknown. No verified QID was supplied.
- Priority action: Verify external identifiers before proposing a canonical update.
Using "entity-optimizer". Explain why two products named Atlas are being confused.
Expected outcome:
The records share a name but lack verified cross-links. Keep separate IDs and add domain, product category, and official profile evidence.
Using "entity-optimizer". Review pending changes for entity-7f42.
Expected outcome:
- Proposal review: One fact has current evidence and matching revision context.
- Open conflict: Two same-date sources disagree on the canonical domain.
- Decision: Leave the conflicting proposal pending until the owner confirms the domain.
Security Audit
SafeAll 36 static findings are false positives caused by Markdown formatting, documentation links, metadata URLs, or bounded commands with fixed executables and quoted arguments. No prompt injection, credential exposure, unsafe dynamic execution, or malicious data-handling intent was found.
Risk Factors
๐ Filesystem access (14)
โ๏ธ External commands (16)
๐ Network access (2)
Share & cite this report
Share the versioned assessment report, neutral badge, embed card, and citations. Skillstore reports evidence without deciding whether this Skill is safe.
Copy report link
https://skillstore.io/skills/aaron-he-zhu-entity-optimizer/audits/6?utm_source=security_passport&utm_medium=share&utm_campaign=versioned_reportMarkdown badge
[](https://skillstore.io/skills/aaron-he-zhu-entity-optimizer?utm_source=security_passport_badge)HTML badge
<a href="https://skillstore.io/skills/aaron-he-zhu-entity-optimizer?utm_source=security_passport_badge"><img src="https://skillstore.io/badges/skills/aaron-he-zhu-entity-optimizer/security.svg" alt="Skillstore security assessment" loading="lazy"></a>Embed card
<iframe src="https://skillstore.io/embed/skills/aaron-he-zhu-entity-optimizer.html" title="Skillstore Security Assessment" sandbox="allow-popups allow-popups-to-escape-sandbox" loading="lazy" referrerpolicy="no-referrer" width="420" height="180"></iframe>Academic citations (APA ยท BibTeX ยท CFF)
APA citation
aaron-he-zhu. (2026). entity-optimizer security audit report (audit version 6) [Author version 17.0.0]. Skillstore. https://skillstore.io/skills/aaron-he-zhu-entity-optimizer/audits/6BibTeX citation
@techreport{aaron-he-zhu-aaron-he-zhu-entity-optimizer-2026,
author = {aaron-he-zhu},
title = {entity-optimizer security audit report (audit version 6)},
institution = {Skillstore},
year = {2026},
number = {6},
url = {https://skillstore.io/skills/aaron-he-zhu-entity-optimizer/audits/6},
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: "entity-optimizer security audit report (audit version 6)"
version: "17.0.0"
type: report
authors:
- name: "aaron-he-zhu"
date-released: "2026-07-12"
url: "https://skillstore.io/skills/aaron-he-zhu-entity-optimizer/audits/6"
identifiers:
- type: other
value: "skillstore:aaron-he-zhu-entity-optimizer:audit:6"
description: "Skillstore immutable audit report identifier"
Skillstore Score
Why this score Evidence Confidence: MediumWhat You Can Build
Audit an organization
Assess machine-facing identity signals and prioritize evidence-backed corrections across owned and authoritative sources.
Reconcile registry proposals
Review proposed facts, resolve duplicate identifiers, and preserve conflicting evidence before authorized acceptance.
Diagnose AI confusion
Compare entity descriptions and associations to identify why AI systems confuse similar organizations or products.
Try These Prompts
Audit entity recognition for [entity name]. Use [official domain] and these verified profiles: [links]. Mark unavailable checks as unknown.
Compare the canonical name, type, domain, schema @id, QID, and sameAs links for [entity]. Report conflicts and missing evidence.
Disambiguate [entity A] from [entity B]. Require verified cross-links, preserve conflicting evidence, and propose changes without writing them.
Review pending proposals for [aggregate ID] in offset order. Validate provenance, revision expectations, authority, and downstream dependencies before recommending decisions.
Best Practices
- Use primary sources, record observation dates, and preserve provenance for every factual claim.
- Require verified cross-links or explicit confirmation before merging similar entities.
- Ask before persistent writes and keep capability values out of prompts, files, and logs.
Avoid
- Do not treat missing optional checks as failures or partial results.
- Do not manufacture notability, citations, profiles, or evidence.
- Do not edit canonical event streams or generated projections by hand.
Frequently Asked Questions
What entity types can this skill audit?
Does it create Wikidata or Wikipedia pages?
Can it guarantee a Knowledge Panel?
Will it update the canonical registry automatically?
How does it handle unavailable AI checks?
How does it protect personal information?
Developer Details
Author
aaron-he-zhuLicense
Apache-2.0
Author version
v17.0.0
Skillstore revision
r1
Repository
https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/main/protocol/entity-optimizerRef
d71c7417a35d5c2624161bd2fe8de8a41a362128
Maintenance freshness
7/18/2026
Usage
1 downloads ยท 0 views
File structure
๐ references/
๐ entity-signal-checklist.md
๐ knowledge-panel-wikidata-guide.md
๐ SKILL.md