Agent-Skills.md

Agent Skills: Persistence Performance Auditor

Coordinates persistence and performance audit across queries, transactions, runtime, and resource lifecycle. Use when auditing data layer performance.

UncategorizedID: levnikolaevich/claude-code-skills/ln-650-persistence-performance-auditor

Repository

levnikolaevich/claude-code-skills
levnikolaevichLicense: MIT
29647

Install this agent skill to your local

pnpm dlx add-skill https://github.com/levnikolaevich/claude-code-skills/tree/HEAD/plugins/codebase-audit-suite/skills/ln-650-persistence-performance-auditor

Skill Files

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plugins/codebase-audit-suite/skills/ln-650-persistence-performance-auditor/SKILL.md

Skill Metadata

Name
ln-650-persistence-performance-auditor
Description
"Use when auditing persistence and runtime performance through the evaluation platform with mandatory research, coordinated data-layer workers, and structured summaries."

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

Type: L2 Coordinator Category: 6XX Audit

Persistence Performance 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/research_tool_fallback.md Conditional read: load references/epistemic_protocol.md only when source confidence or claim uncertainty affects issue validation.

Purpose

  • audit query efficiency, transaction correctness, runtime performance, and resource lifecycle
  • coordinate ln-651 through ln-654
  • require database and framework best-practice research before scoring

Runtime Contract

Runtime family:

  • evaluation-runtime

Identifier:

  • persistence-audit

Phase order:

  1. PHASE_0_CONFIG
  2. PHASE_1_DISCOVERY
  3. PHASE_2_RESEARCH
  4. PHASE_3_DELEGATE
  5. PHASE_4_AGGREGATE
  6. PHASE_5_REPORT
  7. PHASE_6_SELF_CHECK

Worker Set

  • ln-651-query-efficiency-auditor
  • ln-652-transaction-correctness-auditor
  • ln-653-runtime-performance-auditor
  • ln-654-resource-lifecycle-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 data layer and runtime profile
  • Run best-practice research
  • Delegate to domain audit workers
  • Aggregate worker findings
  • Generate final audit report and remediation plan
  • Verify cleanup and self-check

Representative invocations:

Skill(skill: "ln-651-query-efficiency-auditor", args: "{scope}")
Skill(skill: "ln-652-transaction-correctness-auditor", args: "{scope}")
Skill(skill: "ln-653-runtime-performance-auditor", args: "{scope}")
Skill(skill: "ln-654-resource-lifecycle-auditor", args: "{scope}")

Workflow

  1. Start evaluation-runtime.
  2. Discover database, ORM, transaction, and runtime context.
  3. Perform mandatory research.
  4. Delegate specialized workers.
  5. Aggregate findings into one persistence-performance audit by reading every worker report_path, normalizing and deduplicating issues, and validating actionable problems against references/evaluation_research_contract.md.
  6. Write .hex-skills/runtime-artifacts/runs/{run_id}/audit-report/ln-650--final-report.md with remediation plan per references/audit_final_report_contract.md.
  7. Remove temporary worker markdown reports and record cleanup evidence.
  8. Write the evaluation-coordinator summary with report_path set to the final report.

Definition of Done

  • [ ] Evaluation runtime started
  • [ ] Persistence context discovered
  • [ ] Mandatory research completed
  • [ ] All planned worker summaries recorded
  • [ ] 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 persistence-performance audit result.

References

  • Workers: ../ln-651-query-efficiency-auditor/SKILL.md, ../ln-652-transaction-correctness-auditor/SKILL.md, ../ln-653-runtime-performance-auditor/SKILL.md, ../ln-654-resource-lifecycle-auditor/SKILL.md

Version: 1.1.0 Last Updated: 2026-03-15