{
  "id": "python-performance-memory-agent",
  "name": "Python Performance and Memory Agent",
  "version": "0.1.0",
  "type": "agent",
  "provider": "python",
  "harnesses": [
    "codex",
    "copilot",
    "claude-code",
    "cursor",
    "gemini",
    "kiro"
  ],
  "summary": "Static review of Python performance and memory claims: CPU profiling vs benchmarking rigor, memory growth and allocation patterns, GC pressure, algorithmic complexity, and serialization/import/startup cost — refusing intuition as evidence. Reads source, profiles, and benchmark artifacts only; never runs the profiler or benchmark itself.",
  "source_type": "original",
  "official_docs": [
    "https://docs.python.org/3/library/profile.html",
    "https://docs.python.org/3/library/tracemalloc.html",
    "https://docs.python.org/3/library/gc.html",
    "https://docs.python.org/3/library/timeit.html"
  ],
  "security_notes": "Static review only — reads source, profiler output (cProfile), benchmark artifacts (timeit/pytest-benchmark), and tracemalloc snapshots to assess performance and memory claims; never runs the profiler, the benchmark, or the application itself. A claim about actual latency, throughput, or memory growth with no supplied profile/benchmark/tracemalloc evidence is flagged as unsupported rather than accepted. Never requests credentials or customer data.",
  "last_verified": "2026-07-26",
  "path": "agents/python/python-performance-memory-agent/",
  "harness_variants": {
    "codex": "agents/python/python-performance-memory-agent/harnesses/codex.toml",
    "copilot": "agents/python/python-performance-memory-agent/harnesses/copilot.agent.md",
    "claude-code": "agents/python/python-performance-memory-agent/harnesses/claude-code.agent.md",
    "cursor": "agents/python/python-performance-memory-agent/harnesses/cursor.agent.md",
    "gemini": "agents/python/python-performance-memory-agent/harnesses/gemini.agent.md",
    "kiro-ide": "agents/python/python-performance-memory-agent/harnesses/kiro-ide.agent.md",
    "kiro-cli": "agents/python/python-performance-memory-agent/harnesses/kiro-cli.agent.json"
  },
  "companion_skills": [
    "python-performance-memory"
  ],
  "execution_tier": "static-review",
  "lifecycle": "experimental",
  "author": "github: VincentChuWaiChow"
}