|
| 1 | +"""Auto-instrumentation for CrewAI. |
| 2 | +
|
| 3 | +Patches: |
| 4 | + - crewai.Crew.kickoff → session_start / session_end |
| 5 | + - crewai.Agent.execute_task → llm_request / llm_response |
| 6 | + - crewai.Task.execute_sync → tool_call / tool_result |
| 7 | +
|
| 8 | +Install: |
| 9 | + pip install agent-strace[crewai] |
| 10 | + # or: pip install crewai |
| 11 | +""" |
| 12 | + |
| 13 | +from __future__ import annotations |
| 14 | + |
| 15 | +import time |
| 16 | + |
| 17 | +_PATCHED = False |
| 18 | +_orig_kickoff = None |
| 19 | +_orig_execute_task = None |
| 20 | +_orig_task_execute = None |
| 21 | + |
| 22 | + |
| 23 | +def instrument_crewai(agent_name: str = "crewai") -> None: |
| 24 | + """Patch CrewAI to emit agent-trace events. Idempotent.""" |
| 25 | + global _PATCHED, _orig_kickoff, _orig_execute_task, _orig_task_execute |
| 26 | + if _PATCHED: |
| 27 | + return |
| 28 | + |
| 29 | + try: |
| 30 | + import crewai # noqa: F401 |
| 31 | + except ImportError as exc: |
| 32 | + raise ImportError( |
| 33 | + "CrewAI is not installed. " |
| 34 | + "Install it with: pip install crewai" |
| 35 | + ) from exc |
| 36 | + |
| 37 | + from ._base import _get_store, _get_or_create_session, emit |
| 38 | + from ..models import EventType |
| 39 | + |
| 40 | + store = _get_store() |
| 41 | + |
| 42 | + # --- Patch Crew.kickoff --- |
| 43 | + try: |
| 44 | + from crewai import Crew |
| 45 | + |
| 46 | + _orig_kickoff = Crew.kickoff |
| 47 | + |
| 48 | + def _patched_kickoff(self, *args, **kwargs): |
| 49 | + sid = _get_or_create_session(store, agent_name) |
| 50 | + crew_name = getattr(self, "name", None) or agent_name |
| 51 | + emit(EventType.SESSION_START, sid, store, |
| 52 | + agent_name=crew_name, |
| 53 | + agent_count=len(getattr(self, "agents", [])), |
| 54 | + task_count=len(getattr(self, "tasks", []))) |
| 55 | + t0 = time.time() |
| 56 | + try: |
| 57 | + result = _orig_kickoff(self, *args, **kwargs) |
| 58 | + emit(EventType.SESSION_END, sid, store, |
| 59 | + duration_ms=(time.time() - t0) * 1000) |
| 60 | + return result |
| 61 | + except Exception as exc: |
| 62 | + emit(EventType.ERROR, sid, store, |
| 63 | + error=str(exc), error_type=type(exc).__name__) |
| 64 | + raise |
| 65 | + |
| 66 | + Crew.kickoff = _patched_kickoff |
| 67 | + except (ImportError, AttributeError): |
| 68 | + pass |
| 69 | + |
| 70 | + # --- Patch Agent.execute_task --- |
| 71 | + try: |
| 72 | + from crewai import Agent |
| 73 | + |
| 74 | + _orig_execute_task = Agent.execute_task |
| 75 | + |
| 76 | + def _patched_execute_task(self, task, *args, **kwargs): |
| 77 | + sid = _get_or_create_session(store, agent_name) |
| 78 | + agent_role = getattr(self, "role", str(self)) |
| 79 | + task_desc = getattr(task, "description", str(task))[:200] |
| 80 | + t0 = time.time() |
| 81 | + emit(EventType.LLM_REQUEST, sid, store, |
| 82 | + agent_role=agent_role, |
| 83 | + task=task_desc) |
| 84 | + try: |
| 85 | + result = _orig_execute_task(self, task, *args, **kwargs) |
| 86 | + emit(EventType.LLM_RESPONSE, sid, store, |
| 87 | + agent_role=agent_role, |
| 88 | + duration_ms=(time.time() - t0) * 1000, |
| 89 | + result_preview=str(result)[:300]) |
| 90 | + return result |
| 91 | + except Exception as exc: |
| 92 | + emit(EventType.ERROR, sid, store, |
| 93 | + agent_role=agent_role, error=str(exc)) |
| 94 | + raise |
| 95 | + |
| 96 | + Agent.execute_task = _patched_execute_task |
| 97 | + except (ImportError, AttributeError): |
| 98 | + pass |
| 99 | + |
| 100 | + # --- Patch Task.execute_sync (tool calls within a task) --- |
| 101 | + try: |
| 102 | + from crewai import Task |
| 103 | + |
| 104 | + _orig_task_execute = Task.execute_sync |
| 105 | + |
| 106 | + def _patched_task_execute(self, *args, **kwargs): |
| 107 | + sid = _get_or_create_session(store, agent_name) |
| 108 | + task_desc = getattr(self, "description", str(self))[:200] |
| 109 | + t0 = time.time() |
| 110 | + emit(EventType.TOOL_CALL, sid, store, |
| 111 | + tool_name="crewai.task", |
| 112 | + task=task_desc) |
| 113 | + try: |
| 114 | + result = _orig_task_execute(self, *args, **kwargs) |
| 115 | + emit(EventType.TOOL_RESULT, sid, store, |
| 116 | + tool_name="crewai.task", |
| 117 | + duration_ms=(time.time() - t0) * 1000, |
| 118 | + result_preview=str(result)[:300]) |
| 119 | + return result |
| 120 | + except Exception as exc: |
| 121 | + emit(EventType.ERROR, sid, store, |
| 122 | + tool_name="crewai.task", error=str(exc)) |
| 123 | + raise |
| 124 | + |
| 125 | + Task.execute_sync = _patched_task_execute |
| 126 | + except (ImportError, AttributeError): |
| 127 | + pass |
| 128 | + |
| 129 | + _PATCHED = True |
| 130 | + |
| 131 | + |
| 132 | +def uninstrument_crewai() -> None: |
| 133 | + """Remove patches (for testing).""" |
| 134 | + global _PATCHED, _orig_kickoff, _orig_execute_task, _orig_task_execute |
| 135 | + if _orig_kickoff is not None: |
| 136 | + try: |
| 137 | + from crewai import Crew |
| 138 | + Crew.kickoff = _orig_kickoff |
| 139 | + except ImportError: |
| 140 | + pass |
| 141 | + if _orig_execute_task is not None: |
| 142 | + try: |
| 143 | + from crewai import Agent |
| 144 | + Agent.execute_task = _orig_execute_task |
| 145 | + except ImportError: |
| 146 | + pass |
| 147 | + if _orig_task_execute is not None: |
| 148 | + try: |
| 149 | + from crewai import Task |
| 150 | + Task.execute_sync = _orig_task_execute |
| 151 | + except ImportError: |
| 152 | + pass |
| 153 | + _PATCHED = False |
| 154 | + _orig_kickoff = None |
| 155 | + _orig_execute_task = None |
| 156 | + _orig_task_execute = None |
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