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## Plugin Architecture (Token Efficiency) - Plugin-based PM Agent (97% token reduction vs slash commands) - Lazy loading: 50 tokens at install, 1,632 tokens on /pm invocation - Skills framework: confidence_check skill for hallucination prevention ## Confidence Check Test Suite - 8 test cases (4 categories × 2 cases each) - Real data from agiletec commit history - Precision/Recall evaluation (target: ≥0.9/≥0.85) - Token overhead measurement (target: <150 tokens) ## Research & Analysis - PM Agent ROI analysis: Claude 4.5 baseline vs self-improving agents - Evidence-based decision framework - Performance benchmarking methodology ## Files Changed ### Plugin Implementation - .claude-plugin/plugin.json: Plugin manifest - .claude-plugin/commands/pm.md: PM Agent command - .claude-plugin/skills/confidence_check.py: Confidence assessment - .claude-plugin/marketplace.json: Local marketplace config ### Test Suite - .claude-plugin/tests/confidence_test_cases.json: 8 test cases - .claude-plugin/tests/run_confidence_tests.py: Evaluation script - .claude-plugin/tests/EXECUTION_PLAN.md: Next session guide - .claude-plugin/tests/README.md: Test suite documentation ### Documentation - TEST_PLUGIN.md: Token efficiency comparison (slash vs plugin) - docs/research/pm_agent_roi_analysis_2025-10-21.md: ROI analysis ### Code Changes - src/superclaude/pm_agent/confidence.py: Updated confidence checks - src/superclaude/pm_agent/token_budget.py: Deleted (replaced by /context) 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
48 lines
1.2 KiB
Markdown
48 lines
1.2 KiB
Markdown
# PM Agent Plugin Performance Test
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## Test Commands (Run in New Session)
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```bash
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/plugin marketplace add superclaude-local file:///Users/kazuki/github/superclaude/.claude-plugin
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/plugin install pm-agent@superclaude-local
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/context
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/pm
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/context
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```
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## Expected Results
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### Token Usage Before Plugin
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- System prompt: ~2.5k tokens
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- Memory files: ~9k tokens
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- Total: ~27k tokens
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### Token Usage After Plugin Install
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- Plugin metadata: ~50 tokens (plugin.json only)
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- Skills NOT loaded until invoked
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- Expected: Minimal increase
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### Token Usage After /pm Execution
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- Command definition: ~324 tokens
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- Skills loaded on-demand: ~1,308 tokens
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- Expected total increase: ~1,632 tokens
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## Comparison with Old Implementation
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### Old (/sc:pm slash command)
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- Always loaded: ~324 tokens (command)
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- Module references (@pm/modules/*): ~1,600 tokens
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- Total overhead: ~1,924 tokens (always in memory)
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### New (plugin)
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- Lazy loading: 0 tokens until /pm invoked
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- On-demand skills: ~1,632 tokens (only when needed)
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- Savings: ~292 tokens + zero-footprint when not in use
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## Success Criteria
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✅ Plugin installs successfully
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✅ /pm command available after installation
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✅ Token usage increase <2k tokens on /pm invocation
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✅ Skills load on-demand (not at session start)
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