# Think-MCP Test Execution Summary
**Status**: Evaluation framework complete and operational
**Date**: December 2024
---
## Evaluation Framework
### Test Coverage
| Metric | Count |
|--------|-------|
| Tools Covered | 11/11 (100%) |
| Total Tests | 47 |
| Accuracy Scenarios | 33 |
### 5-Layer Evaluation Architecture
1. **Schema Validation** - Output structure verification
2. **Semantic Quality** - LLM-as-Judge scoring
3. **Tool Accuracy** - Correct tool selection from natural language
4. **Regression Testing** - Behavior consistency tracking
5. **Performance** - Response time benchmarking
---
## Current Results
### Quality Metrics
| Metric | Score | Status |
|--------|-------|--------|
| Schema Quality | 100% | Excellent |
| Semantic Score | 0.89 | Excellent |
| Tool Accuracy (F1) | 0.97 | Excellent |
| Regressions | 0 | Excellent |
| Avg Response Time | 199ms | Excellent |
### Verdict: EXCELLENT - Production Ready
---
## Agent-Based Testing
### think-mcp-tester Agent
Executes quality, semantic, and accuracy evaluations.
**Location**: `.claude/agents/think-mcp-tester.md`
**Capabilities**:
- Schema validation testing
- LLM-as-Judge semantic evaluation
- Tool calling accuracy assessment
- Performance benchmarking
### think-mcp-reporter Agent
Generates comprehensive evaluation reports.
**Location**: `.claude/agents/think-mcp-reporter.md`
**Capabilities**:
- Quality analysis with verdicts
- Semantic score interpretation
- Accuracy metrics (precision, recall, F1)
- Confusion matrix generation
- Actionable recommendations
---
## Files
| File | Purpose |
|------|---------|
| `think-mcp-eval-results.jsonl` | Core test results (47 tests) |
| `think-mcp-eval-results-semantic.jsonl` | Semantic evaluations |
| `tool-accuracy-scenarios.jsonl` | 33 accuracy test scenarios |
| `tool-accuracy-results.jsonl` | Accuracy test results |
| `think-mcp-eval-report.md` | Comprehensive evaluation report |
---
## How to Run
### Execute Tests
```bash
# Use the tester agent
claude code --agent think-mcp-tester
```
### Generate Report
```bash
# Use the reporter agent
claude code --agent think-mcp-reporter
```
---
## Quality Thresholds
```
EXCELLENT:
├── Schema Quality: >= 95%
├── Semantic Score: >= 0.85
├── Tool Accuracy (F1): >= 0.90
├── Regressions: 0
└── Performance: < 500ms avg
GOOD:
├── Schema Quality: >= 85%
├── Semantic Score: >= 0.70
├── Tool Accuracy (F1): >= 0.80
└── Regressions: 0
NEEDS ATTENTION:
├── Below GOOD thresholds
└── OR Regressions found
```
