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+# Agent Performance Benchmarks
+
+Quick reference for agent capabilities and performance metrics.
+
+## Benchmark Scores
+
+### Claude (Anthropic)
+- **SWE-bench Verified:** 72.7%
+- **Context Window:** 1,000,000 tokens (750K words)
+- **Speed:** Medium (slower than Codex, faster than research)
+- **Cost:** Higher (premium quality)
+- **Security Tasks:** 44% faster, 25% more accurate vs competitors
+
+### Codex (OpenAI)
+- **HumanEval:** 90.2%
+- **SWE-bench:** 69.1%
+- **Context Window:** ~128K tokens
+- **Speed:** Fastest
+- **Cost:** Medium
+
+### Gemini (Google)
+- **Context Window:** 2,000,000 tokens (largest available)
+- **Speed:** Medium
+- **Cost:** Most affordable
+- **Specialization:** Web search, automation, content generation
+
+## Capability Matrix
+
+| Capability | Claude | Codex | Gemini |
+|------------|--------|-------|--------|
+| Architecture | 95 | 60 | 65 |
+| Code Generation | 75 | 95 | 70 |
+| Refactoring | 90 | 65 | 70 |
+| Security | 92 | 60 | 55 |
+| Speed | 60 | 95 | 70 |
+| Web Research | 50 | 45 | 95 |
+| Automation | 60 | 70 | 95 |
+| Cost Efficiency | 40 | 60 | 95 |
+
+## When to Use Each Agent
+
+### Use Claude when:
+- Task complexity is HIGH
+- Security is critical
+- Deep codebase analysis needed
+- Architecture decisions required
+- Budget allows for quality
+
+### Use Codex when:
+- Speed is important
+- Code generation is primary task
+- Task complexity is LOW-MEDIUM
+- Implementing from clear specifications
+- Bug fixes needed quickly
+
+### Use Gemini when:
+- Web research required
+- Browser automation needed
+- Workflow automation
+- Content generation
+- Budget is constrained
+- Task requires largest context window
+
+## Sources
+
+- SWE-bench Verified: https://render.com/blog/ai-coding-agents-benchmark
+- Claude Capabilities: https://www.anthropic.com/engineering/claude-code-best-practices
+- Codex Performance: https://openai.com/index/introducing-codex/
+- Comparison: https://www.codeant.ai/blogs/claude-code-cli-vs-codex-cli-vs-gemini-cli