Skills explain-expert
📦

explain-expert

Content revision r1 Safe

Analyze Codebases With Structured Overviews

Unfamiliar repositories slow onboarding, reviews, and documentation work. This skill guides Claude, Codex, and Claude Code through structured architecture analysis.

Supports: Claude Codex Code(CC)
🥉 78 Bronze

Install with my Agent

Copy this request to your Agent. It includes the canonical Skill page and manifest.

Agent request
Review the Skillstore skill "explain-expert" from https://skillstore.io/skills/nexteacc-explain-expert.md and its manifest at https://skillstore.io/api/skills/nexteacc-explain-expert/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.

Markdown detail GET /skills/nexteacc-explain-expert.md Signed manifest GET /api/skills/nexteacc-explain-expert/manifest Signed lockfile GET /api/skills/nexteacc-explain-expert/lockfile

Test it

Using "explain-expert". Explain this codebase at a high level.

Expected outcome:

  • The repository separates application code, tests, configuration, and deployment assets.
  • The main entry point initializes the server, loads configuration, and registers routes.
  • Core modules include request handling, persistence, authentication, and background processing.
  • Deployment files indicate container-based builds with environment-specific configuration.

Using "explain-expert". How do the main components interact?

Expected outcome:

  • The API layer receives requests and delegates business operations to service modules.
  • Services coordinate validation, persistence, and external integrations through defined interfaces.
  • Data flows from controllers to services, then to storage adapters, with errors returned through shared handlers.

Security Audit

Safe
v7 • 7/6/2026 Open versioned report

Reviewed SKILL.md and EVALUATION.json for the two static alerts. Both alerts are false positives caused by benign documentation language about codebase analysis. No semantic prompt injection, data exfiltration, code execution, network use, or file modification intent was found.

2
Files scanned
180
Lines analyzed
0
Review items
0
False positives ignored
No confirmed security findings were detected by the latest completed static and semantic audit. This does not prove the skill has no side effects.
Audited by: codex View Audit History →
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.

Open versioned report
Security Assessment

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Academic citations (APA · BibTeX · CFF)

APA citation

nexteacc. (2026). explain-expert security audit report (audit version 7) [Author version unspecified]. Skillstore. https://skillstore.io/skills/nexteacc-explain-expert/audits/7

BibTeX citation

@techreport{nexteacc-nexteacc-explain-expert-2026, author = {nexteacc}, title = {explain-expert security audit report (audit version 7)}, institution = {Skillstore}, year = {2026}, number = {7}, url = {https://skillstore.io/skills/nexteacc-explain-expert/audits/7}, note = {Author version unspecified} }

CITATION.cff

cff-version: 1.2.0 message: "If you use this Skill, cite its author and this versioned security audit report." title: "explain-expert security audit report (audit version 7)" version: "unspecified" type: report authors: - name: "nexteacc" date-released: "2026-07-06" url: "https://skillstore.io/skills/nexteacc-explain-expert/audits/7" identifiers: - type: other value: "skillstore:nexteacc-explain-expert:audit:7" description: "Skillstore immutable audit report identifier"

Skillstore Score

Why this score Evidence Confidence: High
55
Architecture
85
Maintainability
87
Content
69
Community
83
Spec Compliance

What You Can Build

Understand a new repository

Create a clear map of project structure, entry points, components, and runtime flow.

Draft system documentation

Turn repository evidence into concise architecture notes and operational explanations.

Review existing architecture

Compare modules, dependencies, deployment signals, and service boundaries before planning changes.

Try These Prompts

Basic Repository Overview 
Explain this codebase at a high level. Cover the main folders, entry points, and major components.
Component Interaction Map 
Analyze the core components in this repository. Explain their responsibilities, interfaces, and data flow.
Deployment And Runtime Review 
Review this project for deployment architecture and runtime behavior. Include startup flow, environments, dependencies, and error handling.
Full Technical Architecture Brief 
Create a complete technical architecture brief for this repository. Include structure, dependencies, components, interactions, deployment, and runtime behavior.

Best Practices

  • Start with repository structure before reading detailed source files.
  • Use configuration and dependency files to identify frameworks and deployment signals.
  • Trace runtime flow from entry points through core components.

Avoid

  • Do not treat a single file as the full system design.
  • Do not recommend implementation changes unless the user asks for them.
  • Do not skip deployment files when explaining production behavior.

Frequently Asked Questions

What does this skill analyze?
It analyzes repository structure, key files, dependencies, components, interactions, deployment signals, and runtime behavior.
Does this skill change my code?
No. It is designed for explanation and documentation, not automatic code modification.
Can it work with any programming language?
Yes. The workflow is language neutral, but results depend on readable files and recognizable project conventions.
Does it run tests or execute the project?
No. It relies on static reading unless the user separately asks for execution.
What output should I expect?
Expect a structured technical overview with sections for architecture, components, interactions, deployment, and runtime behavior.
When should I use it?
Use it for onboarding, documentation drafts, architecture reviews, and understanding unfamiliar repositories.

Developer Details

Author

nexteacc

License

MIT

Skillstore revision

r1

Version notice

The author did not declare a version.

Repository

https://github.com/nexteacc/skills_onme/tree/main/explain-expert/

Ref

e397ce5a135369cd6def89cb6400d013e2f68f2f

Maintenance freshness

7/18/2026

Usage

6 downloads · 158 views

File structure

📄 EVALUATION.json

📄 SKILL.md