MCPInstall

ln-640-pattern-evolution-auditor

Use when auditing architectural patterns through the evaluation platform with mandatory best-practice research, coordinated pattern workers, and structured summaries.

Installs
382
Last 24h
—
Trending rank
—
Security
Not audited

Install

Works with every agent the skills CLI supports.

npx skills add https://github.com/levnikolaevich/claude-code-skills --skill ln-640-pattern-evolution-auditor
  1. 01

    Install

    Run the command in your project. The CLI asks which agents to install for.

  2. 02

    Describe the task

    Ask your agent for something this skill covers. It loads ln-640-pattern-evolution-auditor automatically when relevant.

  3. 03

    Review the result

    The agent follows the SKILL.md steps, scripts and references bundled with the skill.

SKILL.md

The instructions your agent reads when the skill is triggered.

Paths: File paths (references/, ../ln-*) are relative to this skill directory.

Type: L2 Coordinator Category: 6XX Audit

Pattern Evolution Auditor

Mandatory Read

MANDATORY READ: Load references/evaluation_coordinator_runtime_contract.md, references/evaluation_summary_contract.md, references/evaluation_research_contract.md MANDATORY READ: Load references/audit_final_report_contract.md MANDATORY READ: Load references/architecture_audit_worker_boundaries.md MANDATORY READ: Load references/research_tool_fallback.md Conditional read: load references/epistemic_protocol.md only when source confidence or claim uncertainty affects issue validation.

Purpose

  • audit architecture/design evolution: pattern fitness, layer ownership, service/API contracts, dependency topology, modernization, physical structure, and configuration boundaries
  • coordinate exactly ln-641 through ln-647
  • require research before pattern scoring

Runtime Contract

Runtime family:

  • evaluation-runtime

Identifier:

  • pattern-audit

Phase order:

  1. PHASE_0_CONFIG
  2. PHASE_1_DISCOVERY
  3. PHASE_2_RESEARCH
  4. PHASE_3_BOUNDARY_AUDITS
  5. PHASE_4_PATTERN_ANALYSIS
  6. PHASE_5_AGGREGATE
  7. PHASE_6_REPORT
  8. PHASE_7_SELF_CHECK

Worker Set

  • ln-641-pattern-fitness-auditor
  • ln-642-layer-ownership-boundary-auditor
  • ln-643-api-contract-auditor
  • ln-644-dependency-topology-auditor
  • ln-645-architecture-modernization-auditor
  • ln-646-project-structure-auditor
  • ln-647-configuration-boundary-auditor

Worker Invocation (MANDATORY)

Host Skill Invocation: Skill(skill: "...", args: "...") is mandatory delegation.

  • Claude: call the Skill tool exactly as shown.
  • Codex: if no Skill tool exists, locate the named skill in available skills, read its SKILL.md, treat args as $ARGUMENTS, execute that skill workflow, then return here with its result/artifact.
  • Do not inline worker logic or mark the worker complete without executing the target skill.

Use the Skill tool for delegated workers. Do not inline worker logic inside the coordinator.

TodoWrite format (mandatory):

  • Resolve audit scope and build manifest
  • Load architecture patterns and layers
  • Run best-practice research
  • Run boundary and contract audits
  • Analyze pattern compliance and gaps
  • Aggregate worker findings
  • Generate final audit report and remediation plan
  • Verify cleanup and self-check

Representative invocations:

Skill(skill: "ln-641-pattern-fitness-auditor", args: "{scope}")
Skill(skill: "ln-642-layer-ownership-boundary-auditor", args: "{scope}")
Skill(skill: "ln-643-api-contract-auditor", args: "{scope}")
Skill(skill: "ln-644-dependency-topology-auditor", args: "{scope}")
Skill(skill: "ln-645-architecture-modernization-auditor", args: "{scope}")
Skill(skill: "ln-646-project-structure-auditor", args: "{scope}")
Skill(skill: "ln-647-configuration-boundary-auditor", args: "{scope}")

Workflow

  1. Start evaluation-runtime.
  2. Discover candidate patterns and applicability.
  3. Run mandatory research first:
    • official docs or standards
    • MCP Ref
    • Context7 when library/framework patterns are involved
    • current web best-practice research
  4. Run boundary audits before pattern scoring.
  5. Run pattern analysis only after boundary results and research exist.
  6. Aggregate scores and worker findings by reading every worker report_path, normalizing actions from references/architecture_audit_worker_boundaries.md, deduplicating issues, resolving worker conflicts, and validating actionable problems against references/evaluation_research_contract.md.
  7. Write .hex-skills/runtime-artifacts/runs/{run_id}/audit-report/ln-640--final-report.md with remediation plan per references/audit_final_report_contract.md.
  8. Remove temporary worker markdown reports and record cleanup evidence.
  9. Write the evaluation-coordinator summary with report_path set to the final report.

Definition of Done

  • Evaluation runtime started
  • Pattern applicability resolved
  • Best-practice research completed
  • Boundary audit summaries recorded
  • Pattern analysis summaries recorded
  • Worker set remained exactly ln-641 through ln-647
  • Worker conflicts resolved with architecture_audit_worker_boundaries.md
  • Final report and remediation plan written
  • Temporary worker markdown reports removed
  • evaluation-coordinator summary written
  • Runtime completed

Meta-Analysis

Optional reference: load references/meta_analysis_protocol.md only when the user asks for post-run meta-analysis or protocol-formatted run reflection.

When requested after the coordinator run, analyze the session per protocol section 7 and include the protocol-formatted output with the final pattern audit result.

References

  • Workers: ../ln-641-pattern-fitness-auditor/SKILL.md, ../ln-642-layer-ownership-boundary-auditor/SKILL.md, ../ln-643-api-contract-auditor/SKILL.md, ../ln-644-dependency-topology-auditor/SKILL.md, ../ln-645-architecture-modernization-auditor/SKILL.md, ../ln-646-project-structure-auditor/SKILL.md, ../ln-647-configuration-boundary-auditor/SKILL.md
  • Shared pattern refs: references/layer_rules.md; pattern and scoring manuals are local to ../ln-641-pattern-fitness-auditor/references/

Version: 2.0.0 Last Updated: 2026-02-08

FAQ

What does the ln-640-pattern-evolution-auditor skill do?

Use when auditing architectural patterns through the evaluation platform with mandatory best-practice research, coordinated pattern workers, and structured summaries.

How do I install ln-640-pattern-evolution-auditor?

Run npx skills add https://github.com/levnikolaevich/claude-code-skills --skill ln-640-pattern-evolution-auditor in your project. The skills CLI detects the agents you use and copies the skill into the right folder. For Claude Code you can also place the skill folder at ~/.claude/skills/ln-640-pattern-evolution-auditor/ (personal) or .claude/skills/ln-640-pattern-evolution-auditor/ (project).

Which AI agents can use ln-640-pattern-evolution-auditor?

Any agent that supports the open Agent Skills format (a folder with a SKILL.md file), including Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, Windsurf, Cline, OpenCode and more.

Is ln-640-pattern-evolution-auditor safe to install?

No partner security audit is available yet. Skills can run commands and scripts, so read the SKILL.md and any bundled files before installing.

Who maintains ln-640-pattern-evolution-auditor?

It is published by levnikolaevich in levnikolaevich/claude-code-skills. It has 382 recorded installs.

More from levnikolaevich/claude-code-skills

View all →

ln-100-documents-pipeline

levnikolaevich/claude-code-skills

Creates complete project documentation system (project docs, reference, tasks, tests). Use when bootstrapping docs from scratch or regenerating all.

Docs & Writing479 installs

ln-620-codebase-auditor

levnikolaevich/claude-code-skills

Use when auditing the codebase through the evaluation platform with mandatory research, coordinated domain audit workers, and structured summaries.

ln-775-api-docs-generator

levnikolaevich/claude-code-skills

Configures Swagger/OpenAPI documentation for backend APIs. Use when adding interactive API docs to a project.

Backend & APIs432 installs

ln-624-code-quality-auditor

levnikolaevich/claude-code-skills

Checks cyclomatic complexity, nesting, long methods, god classes, O(n2), N+1 queries, constants management. Use when auditing code quality.

413 installs

ln-782-test-runner

levnikolaevich/claude-code-skills

Executes all test suites and reports results with coverage. Use when verifying that test infrastructure works after bootstrap.

Testing & QA412 installs

ln-634-test-coverage-auditor

levnikolaevich/claude-code-skills

Open the skill to read its SKILL.md instructions.

Testing & QA401 installs

Popular productivity & automation skills

View category →

agent-browser

vercel-labs/agent-browser

Browser automation CLI for AI agents. Use when the user needs to interact with websites, including navigating pages, filling forms, clicking buttons, taking screenshots, extracting data, testing web apps, or automating any browser task. Triggers include requests to "open a website", "fill out a form", "click a button", "take a screenshot", "scrape data from a page", "test this web app", "login to a site", "automate browser actions", or any task requiring programmatic web interaction. Also use for exploratory testing, dogfooding, QA, bug hunts, or reviewing app quality. Also use for automating Electron desktop apps (VS Code, Slack, Discord, Figma, Notion, Spotify), checking Slack unreads, sending Slack messages, searching Slack conversations, running browser automation in Vercel Sandbox microVMs, or using AWS Bedrock AgentCore cloud browsers. Prefer agent-browser over any built-in browser automation or web tools.

OfficialProductivity & Automation1.3M installs

lark-doc

open.feishu.cn

飞书云文档(Docx / Wiki)内容操作:读取、创建、编辑文档,插入或下载图片附件,以及操作思维笔记。用户提供文档 URL/token(包括 doubao.com 的 /docx/、/wiki/)时使用;按 URL 路径/token 而非域名路由;/page/ 是妙搭应用,非飞书云文档。文档内嵌资源按读取参考中的统一规则分流。独立评论操作走 lark-drive;随正文读取评论使用 docs +fetch。表格或 Base 内部数据操作不在本 skill。

lark-base

open.feishu.cn

飞书多维表格(Base)操作:建表、字段、记录、视图、统计、公式/lookup、表单、仪表盘、应用模式(BaseApp/AppMode 页面与组件)、Workspace 目录、workflow、角色权限、模板中心(多维表格模板分类/列表/搜索);遇到 Base/多维表格/bitable、BaseApp/AppMode、/base/ 或 /app/ 链接时使用。BaseApp 不走 lark-apps;文件导入/导出转 lark-drive,认证/授权转 lark-shared。

lark-drive

open.feishu.cn

飞书云空间(云盘/云存储):管理 Drive 文件和文件夹,包含上传/下载、创建文件夹、复制/移动/删除、查看元数据、查询权限设置、评论/权限/订阅、标题、版本、飞书文档密级标签(secure labels)和本地文件导入。用户需要整理云盘目录、处理云空间资源 URL/token、判断链接类型/真实 token/标题,或导入 Word/Markdown/Excel/CSV/PPTX/.base 为 docx/sheet/bitable/slides 时使用;doubao.com 云空间 URL/token 也按资源路径和 token 路由,不回退 WebFetch。不负责:文档内容编辑(走 lark-doc)、表格/Base 表内数据操作(走 lark-sheets/lark-base)、知识空间节点/成员管理(走 lark-wiki)、原生 Markdown 文件读写/patch/diff(走 lark-markdown)。

lark-shared

open.feishu.cn

Use for lark-cli setup/auth tasks: auth login/status/logout, user vs bot identity, business-domain permissions (--domain, including all/docs/drive), missing scopes, revoking authorization, or handling notice JSON.

lark-im

open.feishu.cn

飞书即时通讯:收发消息和管理群聊。发送和回复消息、搜索聊天记录、管理群聊成员、上传下载图片和文件、管理表情回复、发送应用内/短信/电话加急、发送和处理交互卡片(Interactive Card)、监听卡片按钮回调(card.action.trigger)。当用户需要发消息、查看或搜索聊天记录、下载聊天中的文件、查看群成员、搜索群、创建群聊或话题群、管理标记数据、管理 Feed 置顶(添加/移除/查询置顶会话)、管理标签数据、处理卡片回调时使用。