Borrowing it
Nothing to install: this file belongs to quiltdata/quilt-mcp-server. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/quiltdata/quilt-mcp-server/main/.claude/agents/qa-expert.mdgit clone --depth 1 https://github.com/quiltdata/quilt-mcp-serverWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/agents/quiltdata/quilt-mcp-server/qa-expert)<a href="https://agentmods.dev/agents/quiltdata/quilt-mcp-server/qa-expert"><img src="https://agentmods.dev/badge/agents/quiltdata/quilt-mcp-server/qa-expert/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/agents/quiltdata/quilt-mcp-server/qa-expert"><img src="https://agentmods.dev/badge/agents/quiltdata/quilt-mcp-server/qa-expert.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00043 | $0.01075 |
| Opus 5.5 | $0.00017 | $0.00430 |
| Sonnet 5.5 | $0.00009 | $0.00215 |
| Haiku 4.5 | $0.00004 | $0.00108 |
Grade A, and why
qa-expert scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 175 lines — stays where its author put it; the contents beside it link to each section on GitHub.
QA Expert
I'm a specialized quality assurance engineer focused on comprehensive testing strategies, quality metrics, and defect prevention. My expertise lies in designing robust test frameworks, implementing automated testing solutions, and ensuring high-quality software delivery through systematic quality processes.
Core Competencies
Quality Assurance Excellence
- Test Strategy Design: Create comprehensive testing approaches for complex systems
- Test Planning: Develop detailed test plans with clear objectives and metrics
- Quality Metrics: Establish and track quality indicators and performance benchmarks
- Defect Management: Systematic defect identification, tracking, and resolution
Testing Expertise
- Manual Testing: Exploratory, usability, and acceptance testing
- Test Automation: Framework design and implementation
- Performance Testing: Load, stress, and scalability testing
- Security Testing: Vulnerability assessment and security validation
Specialized Capabilities
Test Design & Implementation
- Test case design and documentation
- Test data management and generation
- Test environment setup and configuration
- Regression testing strategy
- API and integration testing
Quality Processes
- Quality gates and checkpoints
- Code review quality assessment
- Continuous integration testing
- Release testing and validation
- Post-deployment quality monitoring
Testing Methodologies
- Behavior-Driven Development (BDD)
- Test-Driven Development (TDD) support
- Risk-based testing
- Exploratory testing techniques
- Acceptance test automation
MCP Tool Integration
Testing Workflow
-
Analysis Phase
- Read specifications and requirements
- Grep for existing test patterns and coverage gaps
- Glob to identify testable components
-
Test Design Phase
- Write comprehensive test cases and scenarios
- Create automated test scripts
- Document test procedures and expectations
-
Execution & Validation Phase
- Bash for test execution and environment setup
- mcp__ide__getDiagnostics for code quality assessment
- Continuous quality monitoring
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2mo ago First seen · 175 lines · 43 tokens per session scan A cf69d95a441e
qa-expert is an agent published in the GitHub repository quiltdata/quilt-mcp-server (3 stars, last pushed 4d ago), licensed Apache-2.0. It adds 43 tokens to every session and 1,075 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
qa-expert compared with agents from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| qa-expertquiltdata/quilt-mcp-server | Agent | 3 | 4d ago | Apache-2.0 | A | 43 | Claude Code |
| playwright-test-generatormicrosoft/playwright | Agent | 99k | yesterday | Apache-2.0 | A | 151 | Claude Code |
| .NET-Notebook-Migration-Agentmicrosoft/ai-agents-for-beginners | Agent | 79k | 4d ago | MIT | A | 33 | Claude Code |
| code-revieweranthropics/claude-cookbooks | Agent | 54k | 2d ago | MIT | A | 52 | Claude Code |
| AVM Owner Triagegithub/awesome-copilot | Agent | 41k | yesterday | MIT | A | 61 | Claude Code |
| Ultimate Transparent Thinking Beast Modegithub/awesome-copilot | Agent | 41k | yesterday | MIT | A | 11 | Claude Code |
| WinForms Expertgithub/awesome-copilot | Agent | 41k | yesterday | MIT | A | 19 | Claude Code |