Agent Tracing
An AgentTrace is returned when calling agent.run or agent.run_async.
any-agent generates standardized (regarding the structure) OpenTelemetry traces regardless of the framework used, based on the Semantic conventions for generative AI systems. This means that any OpenTelemetry exporter compatible with the Python SDK can be added. More information can be found below.
Info
Check the exposed attributes in GenAI
You can try to 🔍 find 🔍 the subtle differences (regarding the content) across frameworks in the examples below.
Tip
The following are real traces generated by executing one of our integration tests.
Console
Here is what the console output looks like:
╭─────────────────── CALL_LLM: mistral/mistral-small-latest ───────────────────╮
│ ╭─ INPUT ──────────────────────────────────────────────────────────────────╮ │
│ │ [ │ │
│ │ { │ │
│ │ "role": "system", │ │
│ │ "content": "<instructions>\nUse the available tools to answer.\n</in │ │
│ │ }, │ │
│ │ { │ │
│ │ "role": "user", │ │
│ │ "content": "Find what year it is in the America/New_York timezone an │ │
│ │ } │ │
│ │ ] │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ [ │ │
│ │ { │ │
│ │ "tool.name": "get_current_time", │ │
│ │ "tool.args": "{\"timezone\": \"America/New_York\"}" │ │
│ │ } │ │
│ │ ] │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ USAGE ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "input_tokens": 395, │ │
│ │ "output_tokens": 16, │ │
│ │ "input_cost": 3.95e-05, │ │
│ │ "output_cost": 4.8e-06 │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭─────────────────────── EXECUTE_TOOL: get_current_time ───────────────────────╮
│ ╭─ Input ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "timezone": "America/New_York" │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "timezone": "America/New_York", │ │
│ │ "datetime": "2025-08-01T05:54:54-04:00", │ │
│ │ "is_dst": true │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭─────────────────── CALL_LLM: mistral/mistral-small-latest ───────────────────╮
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ [ │ │
│ │ { │ │
│ │ "tool.name": "write_file", │ │
│ │ "tool.args": "{\"text\": \"2025\"}" │ │
│ │ } │ │
│ │ ] │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ USAGE ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "input_tokens": 481, │ │
│ │ "output_tokens": 14, │ │
│ │ "input_cost": 4.81e-05, │ │
│ │ "output_cost": 4.2e-06 │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭────────────────────────── EXECUTE_TOOL: write_file ──────────────────────────╮
│ ╭─ Input ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "text": "2025" │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ {} │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭─────────────────── CALL_LLM: mistral/mistral-small-latest ───────────────────╮
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "steps": [ │ │
│ │ { │ │
│ │ "number": 1, │ │
│ │ "description": "Find what year it is in the America/New_York timez │ │
│ │ }, │ │
│ │ { │ │
│ │ "number": 2, │ │
│ │ "description": "Write the value (single number) to a file" │ │
│ │ }, │ │
│ │ { │ │
│ │ "number": 3, │ │
│ │ "description": "Return a list of the steps you have taken" │ │
│ │ } │ │
│ │ ] │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ USAGE ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "input_tokens": 514, │ │
│ │ "output_tokens": 70, │ │
│ │ "input_cost": 5.1399999999999996e-05, │ │
│ │ "output_cost": 2.1e-05 │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭─────────────────── CALL_LLM: mistral/mistral-small-latest ───────────────────╮
│ ╭─ INPUT ──────────────────────────────────────────────────────────────────╮ │
│ │ [ │ │
│ │ { │ │
│ │ "role": "system", │ │
│ │ "content": "Use the available tools to answer.You must call the fina │ │
│ │ }, │ │
│ │ { │ │
│ │ "role": "user", │ │
│ │ "content": "Find what year it is in the America/New_York timezone an │ │
│ │ } │ │
│ │ ] │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ [ │ │
│ │ { │ │
│ │ "tool.name": "get_current_time", │ │
│ │ "tool.args": { │ │
│ │ "timezone": "America/New_York" │ │
│ │ } │ │
│ │ } │ │
│ │ ] │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ USAGE ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "input_tokens": 678, │ │
│ │ "output_tokens": 16, │ │
│ │ "input_cost": 6.78e-05, │ │
│ │ "output_cost": 4.8e-06 │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭─────────────────────── EXECUTE_TOOL: get_current_time ───────────────────────╮
│ ╭─ Input ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "timezone": "America/New_York" │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ "meta=None content=[TextContent(type='text', text='{\n \"timezone\": \ │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭─────────────────── CALL_LLM: mistral/mistral-small-latest ───────────────────╮
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ [ │ │
│ │ { │ │
│ │ "tool.name": "write_file", │ │
│ │ "tool.args": { │ │
│ │ "text": "2025" │ │
│ │ } │ │
│ │ } │ │
│ │ ] │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ USAGE ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "input_tokens": 799, │ │
│ │ "output_tokens": 14, │ │
│ │ "input_cost": 7.989999999999999e-05, │ │
│ │ "output_cost": 4.2e-06 │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭────────────────────────── EXECUTE_TOOL: write_file ──────────────────────────╮
│ ╭─ Input ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "text": "2025" │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ {} │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭─────────────────── CALL_LLM: mistral/mistral-small-latest ───────────────────╮
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ [ │ │
│ │ { │ │
│ │ "tool.name": "final_output", │ │
│ │ "tool.args": { │ │
│ │ "answer": "{\"steps\": [{\"number\": 1, \"description\": \"Get cur │ │
│ │ } │ │
│ │ } │ │
│ │ ] │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ USAGE ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "input_tokens": 838, │ │
│ │ "output_tokens": 56, │ │
│ │ "input_cost": 8.379999999999999e-05, │ │
│ │ "output_cost": 1.68e-05 │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭───────────────────────── EXECUTE_TOOL: final_output ─────────────────────────╮
│ ╭─ Input ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "answer": "{\"steps\": [{\"number\": 1, \"description\": \"Get current │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "success": true, │ │
│ │ "result": { │ │
│ │ "steps": [ │ │
│ │ { │ │
│ │ "number": 1, │ │
│ │ "description": "Get current time in the America/New_York timezon │ │
│ │ }, │ │
│ │ { │ │
│ │ "number": 2, │ │
│ │ "description": "Write the year to a file." │ │
│ │ } │ │
│ │ ] │ │
│ │ } │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭─────────────────── CALL_LLM: mistral/mistral-small-latest ───────────────────╮
│ ╭─ INPUT ──────────────────────────────────────────────────────────────────╮ │
│ │ [ │ │
│ │ { │ │
│ │ "role": "system", │ │
│ │ "content": "Use the available tools to answer." │ │
│ │ }, │ │
│ │ { │ │
│ │ "role": "user", │ │
│ │ "content": "Find what year it is in the America/New_York timezone an │ │
│ │ } │ │
│ │ ] │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ [ │ │
│ │ { │ │
│ │ "tool.name": "get_current_time", │ │
│ │ "tool.args": { │ │
│ │ "timezone": "America/New_York" │ │
│ │ } │ │
│ │ } │ │
│ │ ] │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ USAGE ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "input_tokens": 241, │ │
│ │ "output_tokens": 16, │ │
│ │ "input_cost": 2.41e-05, │ │
│ │ "output_cost": 4.8e-06 │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭─────────────────────── EXECUTE_TOOL: get_current_time ───────────────────────╮
│ ╭─ Input ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "timezone": "America/New_York" │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "timezone": "America/New_York", │ │
│ │ "datetime": "2025-08-01T05:52:42-04:00", │ │
│ │ "is_dst": true │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭─────────────────── CALL_LLM: mistral/mistral-small-latest ───────────────────╮
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ [ │ │
│ │ { │ │
│ │ "tool.name": "write_file", │ │
│ │ "tool.args": { │ │
│ │ "text": "2025" │ │
│ │ } │ │
│ │ } │ │
│ │ ] │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ USAGE ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "input_tokens": 329, │ │
│ │ "output_tokens": 14, │ │
│ │ "input_cost": 3.29e-05, │ │
│ │ "output_cost": 4.2e-06 │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭────────────────────────── EXECUTE_TOOL: write_file ──────────────────────────╮
│ ╭─ Input ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "text": "2025" │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ null │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭─────────────────── CALL_LLM: mistral/mistral-small-latest ───────────────────╮
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ Here are the steps I have taken: │ │
│ │ │ │
│ │ 1 Found the current time in the America/New_York timezone. │ │
│ │ 2 Wrote the year to a file. │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ USAGE ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "input_tokens": 364, │ │
│ │ "output_tokens": 33, │ │
│ │ "input_cost": 3.64e-05, │ │
│ │ "output_cost": 9.9e-06 │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭─────────────────── CALL_LLM: mistral/mistral-small-latest ───────────────────╮
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "steps": [ │ │
│ │ { │ │
│ │ "number": 1, │ │
│ │ "description": "Found the current time in the America/New_York tim │ │
│ │ }, │ │
│ │ { │ │
│ │ "number": 2, │ │
│ │ "description": "Wrote the year to a file." │ │
│ │ } │ │
│ │ ] │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ USAGE ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "input_tokens": 328, │ │
│ │ "output_tokens": 62, │ │
│ │ "input_cost": 3.28e-05, │ │
│ │ "output_cost": 1.8599999999999998e-05 │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭─────────────────── CALL_LLM: mistral/mistral-small-latest ───────────────────╮
│ ╭─ INPUT ──────────────────────────────────────────────────────────────────╮ │
│ │ [ │ │
│ │ { │ │
│ │ "role": "system", │ │
│ │ "content": "Use the available tools to answer.You must call the fina │ │
│ │ }, │ │
│ │ { │ │
│ │ "role": "user", │ │
│ │ "content": "Find what year it is in the America/New_York timezone an │ │
│ │ } │ │
│ │ ] │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ [ │ │
│ │ { │ │
│ │ "tool.name": "get_current_time", │ │
│ │ "tool.args": "{}" │ │
│ │ } │ │
│ │ ] │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ USAGE ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "input_tokens": 203, │ │
│ │ "output_tokens": 35, │ │
│ │ "input_cost": 2.03e-05, │ │
│ │ "output_cost": 1.05e-05 │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭─────────────────────── EXECUTE_TOOL: get_current_time ───────────────────────╮
│ ╭─ Input ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "timezone": "America/New_York" │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "timezone": "America/New_York", │ │
│ │ "datetime": "2025-08-01T05:52:52-04:00", │ │
│ │ "is_dst": true │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭─────────────────── CALL_LLM: mistral/mistral-small-latest ───────────────────╮
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ [ │ │
│ │ { │ │
│ │ "tool.name": "write_file", │ │
│ │ "tool.args": "{}" │ │
│ │ } │ │
│ │ ] │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ USAGE ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "input_tokens": 295, │ │
│ │ "output_tokens": 34, │ │
│ │ "input_cost": 2.95e-05, │ │
│ │ "output_cost": 1.0199999999999999e-05 │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭────────────────────────── EXECUTE_TOOL: write_file ──────────────────────────╮
│ ╭─ Input ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "text": "2025" │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ "None" │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭─────────────────── CALL_LLM: mistral/mistral-small-latest ───────────────────╮
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ [ │ │
│ │ { │ │
│ │ "tool.name": "final_output", │ │
│ │ "tool.args": "{}" │ │
│ │ } │ │
│ │ ] │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ USAGE ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "input_tokens": 319, │ │
│ │ "output_tokens": 96, │ │
│ │ "input_cost": 3.1899999999999996e-05, │ │
│ │ "output_cost": 2.88e-05 │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭───────────────────────── EXECUTE_TOOL: final_output ─────────────────────────╮
│ ╭─ Input ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "answer": "{\"steps\": [{\"number\": 1, \"description\": \"Get current │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "success": true, │ │
│ │ "result": { │ │
│ │ "steps": [ │ │
│ │ { │ │
│ │ "number": 1, │ │
│ │ "description": "Get current time in the America/New_York timezon │ │
│ │ }, │ │
│ │ { │ │
│ │ "number": 2, │ │
│ │ "description": "Write the year (2025) to a file." │ │
│ │ } │ │
│ │ ] │ │
│ │ } │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭─────────────────── CALL_LLM: mistral/mistral-small-latest ───────────────────╮
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ Here are the steps I have taken: │ │
│ │ │ │
│ │ 1 Get current time in the America/New_York timezone. │ │
│ │ 2 Write the year (2025) to a file. │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ USAGE ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "input_tokens": 443, │ │
│ │ "output_tokens": 34, │ │
│ │ "input_cost": 4.43e-05, │ │
│ │ "output_cost": 1.0199999999999999e-05 │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭─────────────────── CALL_LLM: mistral/mistral-small-latest ───────────────────╮
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "steps": [ │ │
│ │ { │ │
│ │ "number": 1, │ │
│ │ "description": "Get current time in the America/New_York timezone. │ │
│ │ }, │ │
│ │ { │ │
│ │ "number": 2, │ │
│ │ "description": "Write the year (2025) to a file." │ │
│ │ } │ │
│ │ ] │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ USAGE ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "input_tokens": 171, │ │
│ │ "output_tokens": 66, │ │
│ │ "input_cost": 1.71e-05, │ │
│ │ "output_cost": 1.98e-05 │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭─────────────────── CALL_LLM: mistral/mistral-small-latest ───────────────────╮
│ ╭─ INPUT ──────────────────────────────────────────────────────────────────╮ │
│ │ [ │ │
│ │ { │ │
│ │ "role": "system", │ │
│ │ "content": "Use the available tools to answer." │ │
│ │ }, │ │
│ │ { │ │
│ │ "content": "Find what year it is in the America/New_York timezone an │ │
│ │ "role": "user" │ │
│ │ } │ │
│ │ ] │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ [ │ │
│ │ { │ │
│ │ "tool.name": "get_current_time", │ │
│ │ "tool.args": "{\"timezone\": \"America/New_York\"}" │ │
│ │ } │ │
│ │ ] │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ USAGE ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "input_tokens": 447, │ │
│ │ "output_tokens": 16, │ │
│ │ "input_cost": 4.4699999999999996e-05, │ │
│ │ "output_cost": 4.8e-06 │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭─────────────────────── EXECUTE_TOOL: get_current_time ───────────────────────╮
│ ╭─ Input ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "timezone": "America/New_York" │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "type": "text", │ │
│ │ "text": "{\n \"timezone\": \"America/New_York\",\n \"datetime\": \"2 │ │
│ │ "annotations": null, │ │
│ │ "meta": null │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭─────────────────── CALL_LLM: mistral/mistral-small-latest ───────────────────╮
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ [ │ │
│ │ { │ │
│ │ "tool.name": "write_file", │ │
│ │ "tool.args": "{\"text\": \"2025\"}" │ │
│ │ } │ │
│ │ ] │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ USAGE ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "input_tokens": 554, │ │
│ │ "output_tokens": 14, │ │
│ │ "input_cost": 5.54e-05, │ │
│ │ "output_cost": 4.2e-06 │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭────────────────────────── EXECUTE_TOOL: write_file ──────────────────────────╮
│ ╭─ Input ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "text": "2025" │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ {} │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭────────────────────────── EXECUTE_TOOL: write_file ──────────────────────────╮
│ ╭─ Input ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "text": "2025" │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ {} │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭─────────────────── CALL_LLM: mistral/mistral-small-latest ───────────────────╮
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "steps": [ │ │
│ │ { │ │
│ │ "number": 1, │ │
│ │ "description": "Get current time in the America/New_York timezone" │ │
│ │ }, │ │
│ │ { │ │
│ │ "number": 2, │ │
│ │ "description": "Write the year to a file" │ │
│ │ } │ │
│ │ ] │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ USAGE ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "input_tokens": 589, │ │
│ │ "output_tokens": 44, │ │
│ │ "input_cost": 5.8899999999999995e-05, │ │
│ │ "output_cost": 1.3199999999999999e-05 │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭─────────────────── CALL_LLM: mistral/mistral-small-latest ───────────────────╮
│ ╭─ INPUT ──────────────────────────────────────────────────────────────────╮ │
│ │ [ │ │
│ │ { │ │
│ │ "role": "system", │ │
│ │ "content": "Use the available tools to answer.You must call the fina │ │
│ │ }, │ │
│ │ { │ │
│ │ "role": "user", │ │
│ │ "content": "New task:\nFind what year it is in the America/New_York │ │
│ │ } │ │
│ │ ] │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ [ │ │
│ │ { │ │
│ │ "tool.name": "get_current_time", │ │
│ │ "tool.args": "{\"timezone\": \"America/New_York\"}" │ │
│ │ } │ │
│ │ ] │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ USAGE ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "input_tokens": 689, │ │
│ │ "output_tokens": 16, │ │
│ │ "input_cost": 6.89e-05, │ │
│ │ "output_cost": 4.8e-06 │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭─────────────────────── EXECUTE_TOOL: get_current_time ───────────────────────╮
│ ╭─ Input ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "timezone": "America/New_York" │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "timezone": "America/New_York", │ │
│ │ "datetime": "2025-08-01T05:55:38-04:00", │ │
│ │ "is_dst": true │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭─────────────────── CALL_LLM: mistral/mistral-small-latest ───────────────────╮
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ [ │ │
│ │ { │ │
│ │ "tool.name": "write_file", │ │
│ │ "tool.args": "{\"text\": \"2025\"}" │ │
│ │ } │ │
│ │ ] │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ USAGE ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "input_tokens": 821, │ │
│ │ "output_tokens": 14, │ │
│ │ "input_cost": 8.209999999999999e-05, │ │
│ │ "output_cost": 4.2e-06 │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭────────────────────────── EXECUTE_TOOL: write_file ──────────────────────────╮
│ ╭─ Input ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "text": "2025" │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ {} │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭─────────────────── CALL_LLM: mistral/mistral-small-latest ───────────────────╮
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ [ │ │
│ │ { │ │
│ │ "tool.name": "final_answer", │ │
│ │ "tool.args": "{\"answer\": \"{\\"steps\\": [{\\"number\\": 1, \ │ │
│ │ } │ │
│ │ ] │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ USAGE ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "input_tokens": 902, │ │
│ │ "output_tokens": 56, │ │
│ │ "input_cost": 9.02e-05, │ │
│ │ "output_cost": 1.68e-05 │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭───────────────────────── EXECUTE_TOOL: final_answer ─────────────────────────╮
│ ╭─ Input ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "answer": "{\"steps\": [{\"number\": 1, \"description\": \"Get current │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "steps": [ │ │
│ │ { │ │
│ │ "number": 1, │ │
│ │ "description": "Get current time in the America/New_York timezone. │ │
│ │ }, │ │
│ │ { │ │
│ │ "number": 2, │ │
│ │ "description": "Write the year to a file." │ │
│ │ } │ │
│ │ ] │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭─────────────────── CALL_LLM: mistral/mistral-small-latest ───────────────────╮
│ ╭─ INPUT ──────────────────────────────────────────────────────────────────╮ │
│ │ [ │ │
│ │ { │ │
│ │ "role": "system", │ │
│ │ "content": "Use the available tools to answer." │ │
│ │ }, │ │
│ │ { │ │
│ │ "role": "user", │ │
│ │ "content": "Find what year it is in the America/New_York timezone an │ │
│ │ } │ │
│ │ ] │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ [ │ │
│ │ { │ │
│ │ "tool.name": "get_current_time", │ │
│ │ "tool.args": "{\"timezone\": \"America/New_York\"}" │ │
│ │ } │ │
│ │ ] │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ USAGE ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "input_tokens": 315, │ │
│ │ "output_tokens": 16, │ │
│ │ "input_cost": 3.15e-05, │ │
│ │ "output_cost": 4.8e-06 │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭─────────────────────── EXECUTE_TOOL: get_current_time ───────────────────────╮
│ ╭─ Input ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "timezone": "America/New_York" │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "timezone": "America/New_York", │ │
│ │ "datetime": "2025-08-01T05:57:51-04:00", │ │
│ │ "is_dst": true │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭─────────────────── CALL_LLM: mistral/mistral-small-latest ───────────────────╮
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ [ │ │
│ │ { │ │
│ │ "tool.name": "write_file", │ │
│ │ "tool.args": "{\"text\": \"2025\"}" │ │
│ │ } │ │
│ │ ] │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ USAGE ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "input_tokens": 401, │ │
│ │ "output_tokens": 14, │ │
│ │ "input_cost": 4.01e-05, │ │
│ │ "output_cost": 4.2e-06 │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭────────────────────────── EXECUTE_TOOL: write_file ──────────────────────────╮
│ ╭─ Input ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "text": "2025" │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ None │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭─────────────────── CALL_LLM: mistral/mistral-small-latest ───────────────────╮
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ [ │ │
│ │ { │ │
│ │ "tool.name": "final_answer", │ │
│ │ "tool.args": "{\"answer\": \"1. Found the current time in the Americ │ │
│ │ } │ │
│ │ ] │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ USAGE ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "input_tokens": 432, │ │
│ │ "output_tokens": 47, │ │
│ │ "input_cost": 4.32e-05, │ │
│ │ "output_cost": 1.4099999999999999e-05 │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭───────────────────────── EXECUTE_TOOL: final_answer ─────────────────────────╮
│ ╭─ Input ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "answer": "1. Found the current time in the America/New_York timezone. │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ │ │
│ │ 1 Found the current time in the America/New_York timezone. 2. Wrote the │ │
│ │ year to a file. 3. Returned a list of the steps taken. │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
╭─────────────────── CALL_LLM: mistral/mistral-small-latest ───────────────────╮
│ ╭─ OUTPUT ─────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "steps": [ │ │
│ │ { │ │
│ │ "number": 1, │ │
│ │ "description": "Found the current time in the America/New_York tim │ │
│ │ }, │ │
│ │ { │ │
│ │ "number": 2, │ │
│ │ "description": "Wrote the year to a file." │ │
│ │ }, │ │
│ │ { │ │
│ │ "number": 3, │ │
│ │ "description": "Returned a list of the steps taken." │ │
│ │ } │ │
│ │ ] │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
│ ╭─ USAGE ──────────────────────────────────────────────────────────────────╮ │
│ │ { │ │
│ │ "input_tokens": 188, │ │
│ │ "output_tokens": 87, │ │
│ │ "input_cost": 1.88e-05, │ │
│ │ "output_cost": 2.6099999999999997e-05 │ │
│ │ } │ │
│ ╰──────────────────────────────────────────────────────────────────────────╯ │
╰──────────────────────────────────────────────────────────────────────────────╯
Tip
The spans are printed to the console by default, using the callback mechanism.
See Default Callbacks for more information and how to disable this behavior.
Spans
Here's what the returned agent_trace.spans look like when dumped to JSON format:
{
"spans": [
{
"name": "call_llm mistral/mistral-small-latest",
"kind": "internal",
"parent": {
"trace_id": 95544105696794577450773972010078374733,
"span_id": 303045384231505382,
"is_remote": false,
"trace_flags": {
"value": 0
},
"trace_state": {
"entries": {}
}
},
"start_time": 1754042093365382438,
"end_time": 1754042094389317492,
"status": {
"status_code": "ok",
"description": null
},
"context": {
"trace_id": 95544105696794577450773972010078374733,
"span_id": 6454084660402922358,
"is_remote": false,
"trace_flags": {
"value": 0
},
"trace_state": {
"entries": {}
}
},
"attributes": {
"gen_ai.operation.name": "call_llm",
"gen_ai.request.model": "mistral/mistral-small-latest",
"gen_ai.input.messages": "[{\"role\": \"system\", \"content\": \"<instructions>\\nUse the available tools to answer.\\n</instructions>\\n\\nProvide your output as a JSON containing the following fields:\\n<json_fields>\\n[\\\"steps\\\"]\\n</json_fields>\\n\\nHere are the properties for each field:\\n<json_field_properties>\\n{\\n \\\"steps\\\": {\\n \\\"items\\\": {\\n \\\"$ref\\\": \\\"#/$defs/Step\\\"\\n },\\n \\\"type\\\": \\\"array\\\"\\n },\\n \\\"$defs\\\": {\\n \\\"Step\\\": {\\n \\\"number\\\": {\\n \\\"type\\\": \\\"integer\\\"\\n },\\n \\\"description\\\": {\\n \\\"type\\\": \\\"string\\\"\\n }\\n }\\n }\\n}\\n</json_field_properties>\\nStart your response with `{` and end it with `}`.\\nYour output will be passed to json.loads() to convert it to a Python object.\\nMake sure it only contains valid JSON.\"}, {\"role\": \"user\", \"content\": \"Find what year it is in the America/New_York timezone and write the value (single number) to a file. Finally, return a list of the steps you have taken.\"}]",
"gen_ai.output": "[{\"tool.name\": \"get_current_time\", \"tool.args\": \"{\\\"timezone\\\": \\\"America/New_York\\\"}\"}]",
"gen_ai.output.type": "json",
"gen_ai.usage.input_tokens": 395,
"gen_ai.usage.output_tokens": 16,
"gen_ai.usage.input_cost": 0.0000395,
"gen_ai.usage.output_cost": 4.8e-6
},
"links": [],
"events": [],
"resource": {
"attributes": {
"telemetry.sdk.language": "python",
"telemetry.sdk.name": "opentelemetry",
"telemetry.sdk.version": "1.36.0",
"service.name": "unknown_service"
},
"schema_url": ""
}
},
{
"name": "execute_tool get_current_time",
"kind": "internal",
"parent": {
"trace_id": 95544105696794577450773972010078374733,
"span_id": 303045384231505382,
"is_remote": false,
"trace_flags": {
"value": 0
},
"trace_state": {
"entries": {}
}
},
"start_time": 1754042094389902900,
"end_time": 1754042094396883865,
"status": {
"status_code": "ok",
"description": null
},
"context": {
"trace_id": 95544105696794577450773972010078374733,
"span_id": 14611729959467895252,
"is_remote": false,
"trace_flags": {
"value": 0
},
"trace_state": {
"entries": {}
}
},
"attributes": {
"gen_ai.operation.name": "execute_tool",
"gen_ai.tool.name": "get_current_time",
"gen_ai.tool.description": "Get current time in a specific timezones",
"gen_ai.tool.args": "{\"timezone\": \"America/New_York\"}",
"gen_ai.tool.call.id": "dyud3i89k",
"gen_ai.output": "{\n \"timezone\": \"America/New_York\",\n \"datetime\": \"2025-08-01T05:54:54-04:00\",\n \"is_dst\": true\n}",
"gen_ai.output.type": "json"
},
"links": [],
"events": [],
"resource": {
"attributes": {
"telemetry.sdk.language": "python",
"telemetry.sdk.name": "opentelemetry",
"telemetry.sdk.version": "1.36.0",
"service.name": "unknown_service"
},
"schema_url": ""
}
},
{
"name": "call_llm mistral/mistral-small-latest",
"kind": "internal",
"parent": {
"trace_id": 95544105696794577450773972010078374733,
"span_id": 303045384231505382,
"is_remote": false,
"trace_flags": {
"value": 0
},
"trace_state": {
"entries": {}
}
},
"start_time": 1754042094397312367,
"end_time": 1754042094874042259,
"status": {
"status_code": "ok",
"description": null
},
"context": {
"trace_id": 95544105696794577450773972010078374733,
"span_id": 14385352767817738361,
"is_remote": false,
"trace_flags": {
"value": 0
},
"trace_state": {
"entries": {}
}
},
"attributes": {
"gen_ai.operation.name": "call_llm",
"gen_ai.request.model": "mistral/mistral-small-latest",
"gen_ai.output": "[{\"tool.name\": \"write_file\", \"tool.args\": \"{\\\"text\\\": \\\"2025\\\"}\"}]",
"gen_ai.output.type": "json",
"gen_ai.usage.input_tokens": 481,
"gen_ai.usage.output_tokens": 14,
"gen_ai.usage.input_cost": 0.0000481,
"gen_ai.usage.output_cost": 4.2e-6
},
"links": [],
"events": [],
"resource": {
"attributes": {
"telemetry.sdk.language": "python",
"telemetry.sdk.name": "opentelemetry",
"telemetry.sdk.version": "1.36.0",
"service.name": "unknown_service"
},
"schema_url": ""
}
},
{
"name": "execute_tool write_file",
"kind": "internal",
"parent": {
"trace_id": 95544105696794577450773972010078374733,
"span_id": 303045384231505382,
"is_remote": false,
"trace_flags": {
"value": 0
},
"trace_state": {
"entries": {}
}
},
"start_time": 1754042094874688576,
"end_time": 1754042094878868545,
"status": {
"status_code": "ok",
"description": null
},
"context": {
"trace_id": 95544105696794577450773972010078374733,
"span_id": 14432302980854530208,
"is_remote": false,
"trace_flags": {
"value": 0
},
"trace_state": {
"entries": {}
}
},
"attributes": {
"gen_ai.operation.name": "execute_tool",
"gen_ai.tool.name": "write_file",
"gen_ai.tool.description": "write the text to a file in the tmp_path directory",
"gen_ai.tool.args": "{\"text\": \"2025\"}",
"gen_ai.tool.call.id": "MxNsCHgBh",
"gen_ai.output": "{}",
"gen_ai.output.type": "json"
},
"links": [],
"events": [],
"resource": {
"attributes": {
"telemetry.sdk.language": "python",
"telemetry.sdk.name": "opentelemetry",
"telemetry.sdk.version": "1.36.0",
"service.name": "unknown_service"
},
"schema_url": ""
}
},
{
"name": "call_llm mistral/mistral-small-latest",
"kind": "internal",
"parent": {
"trace_id": 95544105696794577450773972010078374733,
"span_id": 303045384231505382,
"is_remote": false,
"trace_flags": {
"value": 0
},
"trace_state": {
"entries": {}
}
},
"start_time": 1754042094879391782,
"end_time": 1754042103654702622,
"status": {
"status_code": "ok",
"description": null
},
"context": {
"trace_id": 95544105696794577450773972010078374733,
"span_id": 5666546098829446803,
"is_remote": false,
"trace_flags": {
"value": 0
},
"trace_state": {
"entries": {}
}
},
"attributes": {
"gen_ai.operation.name": "call_llm",
"gen_ai.request.model": "mistral/mistral-small-latest",
"gen_ai.output": "{\"steps\": [{\"number\": 1, \"description\": \"Find what year it is in the America/New_York timezone\"}, {\"number\": 2, \"description\": \"Write the value (single number) to a file\"}, {\"number\": 3, \"description\": \"Return a list of the steps you have taken\"}]}",
"gen_ai.output.type": "json",
"gen_ai.usage.input_tokens": 514,
"gen_ai.usage.output_tokens": 70,
"gen_ai.usage.input_cost": 0.000051399999999999996,
"gen_ai.usage.output_cost": 0.000021
},
"links": [],
"events": [],
"resource": {
"attributes": {
"telemetry.sdk.language": "python",
"telemetry.sdk.name": "opentelemetry",
"telemetry.sdk.version": "1.36.0",
"service.name": "unknown_service"
},
"schema_url": ""
}
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"gen_ai.output": "[{\"tool.name\": \"final_answer\", \"tool.args\": \"{\\\"answer\\\": \\\"1. Found the current time in the America/New_York timezone. 2. Wrote the year to a file. 3. Returned a list of the steps taken.\\\"}\"}]",
"gen_ai.output.type": "json",
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"gen_ai.output": "1. Found the current time in the America/New_York timezone. 2. Wrote the year to a file. 3. Returned a list of the steps taken.",
"gen_ai.output.type": "text"
},
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},
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"name": "invoke_agent [any_agent]",
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},
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}
}
],
"final_output": {
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"number": 1,
"description": "Found the current time in the America/New_York timezone."
},
{
"number": 2,
"description": "Wrote the year to a file."
},
{
"number": 3,
"description": "Returned a list of the steps taken."
}
]
}
}
Dumping to File
The AgentTrace object is a pydantic model and can be saved to disk via standard pydantic practices:
from any_agent import AgentConfig, AnyAgent
from any_agent.tools import search_web
agent = AnyAgent.create(
"openai",
agent_config=AgentConfig(
model_id="mistral/mistral-small-latest",
tools=[search_web],
)
)
agent_trace = agent.run("Which agent framework is the best?")
with open("agent_trace.json", "w", encoding="utf-8") as f:
f.write(agent_trace.model_dump_json(indent=2, serialize_as_any=True))
Tip
Passing serialize_as_any=True makes sure that the final_output gets dumped
even when AgentConfig.output_type is used.
Adding an OpenTelemetry exporter
Before starting to use the library, you can add new OpenTelemetry exporters and processors as needed. Note that this does not affect the existing processor that returns the traces to the user, and optionally prints them on stdout.
The following code will use the OpenTelemetry Python SDK to send the agent traces to an additional endpoint using OTLP over HTTP in the indicated URL:
from opentelemetry.trace import get_tracer_provider
from opentelemetry.sdk.trace.export import SimpleSpanProcessor
from opentelemetry.exporter.otlp.proto.http.trace_exporter import OTLPSpanExporter
tp = get_tracer_provider()
http_exporter = OTLPSpanExporter(endpoint="http://localhost:4318/v1/traces")
tp.add_span_processor(SimpleSpanProcessor(http_exporter))