# Quality Expert

> Quality assurance and testing expert. Use when the user asks about testing strategies, test automation, unit tests, integration tests, end-to-end tests, test coverage, QA processes, test frameworks, regression testing, performance testing, or quality metrics. Use when this capability is needed.

- Skill: `tomevault-io/quality-expert` (Agent Skill, multi-file: 2 files)
- Install (CLI): `npx skillmds@latest add tomevault-io/quality-expert`
- Raw SKILL.md: https://api.skillmd.com/api/skills/tomevault-io/quality-expert/raw
- Safety review: pending (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Integrations & APIs
- Author: tomevault-io (https://skillmd.com/u/tomevault-io)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/tomevault-io/quality-expert

---


# Quality Expert

Query the `quality_spec` dataset to provide QA and testing guidance based on organizational standards.

## Query Template

```bash
echo "SELECT path, content, fused_score
FROM rrf(
    vector_search(quality_spec, '<semantic query>'),
    text_search(quality_spec, '<keywords>', content),
    join_key => 'path'
)
ORDER BY fused_score DESC
LIMIT 10;" | spice sql $([ -n "$SPICE_CLOUD_API_KEY" ] && echo "--cloud --api-key $SPICE_CLOUD_API_KEY")
```

Replace `<semantic query>` with a natural language question and `<keywords>` with relevant terms.

**Example:** Integration testing
```bash
echo "SELECT path, content, fused_score
FROM rrf(
    vector_search(quality_spec, 'integration testing strategies for APIs'),
    text_search(quality_spec, 'integration test API coverage mock', content),
    join_key => 'path'
)
ORDER BY fused_score DESC
LIMIT 10;" | spice sql $([ -n "$SPICE_CLOUD_API_KEY" ] && echo "--cloud --api-key $SPICE_CLOUD_API_KEY")
```

## Workflow

1. Analyze the quality/testing question
2. Formulate a semantic query (natural language) and extract keywords
3. Execute hybrid RRF search on `quality_spec`
4. Synthesize results into actionable guidance
5. Cite specific document paths from the results

## Note

The QualitySpec repository is under active development. If search returns limited results, provide general QA best practices and recommend updating the spec with specific organizational standards.

---
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<!-- tomevault:4.0:skill_md:2026-04-15 -->