[
  {
    "span_id": "5ef85f3681fe168a",
    "trace_id": "879183fb106d96cc257ec365c9c16bf9",
    "data": {
      "sentry.origin": "auto.http.otel.http",
      "sentry.op": "http.client",
      "otel.kind": "CLIENT",
      "user_agent.original": [
        "OpenAI/JS 4.104.0"
      ],
      "url.full": "https://api.openai.com/v1/chat/completions",
      "http.url": "https://api.openai.com/v1/chat/completions",
      "http.method": "POST",
      "http.target": "/v1/chat/completions",
      "net.peer.name": "api.openai.com",
      "http.host": "api.openai.com",
      "sentry.source": "url",
      "http.request.method": "POST",
      "url.path": "/v1/chat/completions",
      "url.scheme": "https:",
      "url.domain": "api.openai.com",
      "http.response.status_code": 200,
      "network.protocol.version": "1.1",
      "http.flavor": "1.1",
      "network.transport": "ip_tcp",
      "net.transport": "ip_tcp",
      "http.status_text": "OK",
      "http.status_code": 200,
      "network.peer.address": "162.159.140.245",
      "network.peer.port": 443,
      "net.peer.ip": "162.159.140.245",
      "net.peer.port": 443,
      "url": "https://api.openai.com/v1/chat/completions"
    },
    "description": "POST https://api.openai.com/v1/chat/completions",
    "parent_span_id": "8bca4cd3f199c54b",
    "start_timestamp": 1777273383.899,
    "timestamp": 1777273384.9913602,
    "status": "ok",
    "op": "http.client",
    "origin": "auto.http.otel.http"
  },
  {
    "span_id": "01645398cc043f60",
    "trace_id": "879183fb106d96cc257ec365c9c16bf9",
    "data": {
      "sentry.origin": "auto.ai.langchain",
      "sentry.op": "gen_ai.chat",
      "gen_ai.system": "openai",
      "gen_ai.operation.name": "chat",
      "gen_ai.request.model": "gpt-4o-mini",
      "gen_ai.request.temperature": 1,
      "gen_ai.system_instructions": "[{\"type\":\"text\",\"content\":\"You are a helpful assistant.\"}]",
      "sentry.sdk_meta.gen_ai.input.messages.original_length": 1,
      "gen_ai.input.messages": "[{\"role\":\"user\",\"content\":\"What is the capital of France?\"}]",
      "gen_ai.response.finish_reasons": "[\"stop\"]",
      "gen_ai.response.text": "[\"The capital of France is Paris.\"]",
      "gen_ai.usage.input_tokens": 24,
      "gen_ai.usage.output_tokens": 7,
      "gen_ai.usage.total_tokens": 31,
      "gen_ai.response.id": "chatcmpl-DZAHgC3R6bXuppR5sypFKM3AM9l6t",
      "gen_ai.response.stop_reason": "stop"
    },
    "description": "chat gpt-4o-mini",
    "parent_span_id": "8bca4cd3f199c54b",
    "start_timestamp": 1777273383.874,
    "timestamp": 1777273384.9944406,
    "status": "ok",
    "op": "gen_ai.chat",
    "origin": "auto.ai.langchain"
  },
  {
    "span_id": "8bca4cd3f199c54b",
    "trace_id": "879183fb106d96cc257ec365c9c16bf9",
    "op": "test",
    "description": "basic-agent-test",
    "start_timestamp": 1777273383.841,
    "timestamp": 1777273384.9996443,
    "data": {
      "sentry.source": "custom",
      "sentry.sample_rate": 1,
      "sentry.op": "test",
      "sentry.origin": "manual"
    },
    "status": "ok"
  }
]

[
  {
    "span_id": "173aa3a5c565af8a",
    "trace_id": "47df341f19ad26da2419c0f42bf13a2c",
    "data": {
      "sentry.origin": "auto.http.otel.http",
      "sentry.op": "http.client",
      "otel.kind": "CLIENT",
      "user_agent.original": [
        "OpenAI/JS 4.104.0"
      ],
      "url.full": "https://api.openai.com/v1/chat/completions",
      "http.url": "https://api.openai.com/v1/chat/completions",
      "http.method": "POST",
      "http.target": "/v1/chat/completions",
      "net.peer.name": "api.openai.com",
      "http.host": "api.openai.com",
      "sentry.source": "url",
      "http.request.method": "POST",
      "url.path": "/v1/chat/completions",
      "url.scheme": "https:",
      "url.domain": "api.openai.com",
      "http.response.status_code": 200,
      "network.protocol.version": "1.1",
      "http.flavor": "1.1",
      "network.transport": "ip_tcp",
      "net.transport": "ip_tcp",
      "http.status_text": "OK",
      "http.status_code": 200,
      "network.peer.address": "172.66.0.243",
      "network.peer.port": 443,
      "net.peer.ip": "172.66.0.243",
      "net.peer.port": 443,
      "url": "https://api.openai.com/v1/chat/completions"
    },
    "description": "POST https://api.openai.com/v1/chat/completions",
    "parent_span_id": "7b055ff633529028",
    "start_timestamp": 1777273383.901,
    "timestamp": 1777273385.2586048,
    "status": "ok",
    "op": "http.client",
    "origin": "auto.http.otel.http"
  },
  {
    "span_id": "55eb153f0564f921",
    "trace_id": "47df341f19ad26da2419c0f42bf13a2c",
    "data": {
      "sentry.origin": "auto.ai.langchain",
      "sentry.op": "gen_ai.chat",
      "gen_ai.system": "openai",
      "gen_ai.operation.name": "chat",
      "gen_ai.request.model": "gpt-4o-mini",
      "gen_ai.request.temperature": 1,
      "sentry.sdk_meta.gen_ai.input.messages.original_length": 1,
      "gen_ai.input.messages": "[{\"role\":\"user\",\"content\":\"Calculate (3 + 5) * 4. First use the add tool to add 3 and 5, then use the multiply tool to multiply the result by 4.\"}]",
      "gen_ai.response.finish_reasons": "[\"tool_calls\"]",
      "gen_ai.response.text": "[\"\"]",
      "gen_ai.usage.input_tokens": 118,
      "gen_ai.usage.output_tokens": 17,
      "gen_ai.usage.total_tokens": 135,
      "gen_ai.response.id": "chatcmpl-DZAHgBokDzFy8rdwnaKSN0pgwEfMG",
      "gen_ai.response.stop_reason": "tool_calls"
    },
    "description": "chat gpt-4o-mini",
    "parent_span_id": "7b055ff633529028",
    "start_timestamp": 1777273383.877,
    "timestamp": 1777273385.2627473,
    "status": "ok",
    "op": "gen_ai.chat",
    "origin": "auto.ai.langchain"
  },
  {
    "span_id": "064381c6158f184c",
    "trace_id": "47df341f19ad26da2419c0f42bf13a2c",
    "data": {
      "sentry.origin": "auto.http.otel.http",
      "sentry.op": "http.client",
      "otel.kind": "CLIENT",
      "user_agent.original": [
        "OpenAI/JS 4.104.0"
      ],
      "url.full": "https://api.openai.com/v1/chat/completions",
      "http.url": "https://api.openai.com/v1/chat/completions",
      "http.method": "POST",
      "http.target": "/v1/chat/completions",
      "net.peer.name": "api.openai.com",
      "http.host": "api.openai.com",
      "sentry.source": "url",
      "http.request.method": "POST",
      "url.path": "/v1/chat/completions",
      "url.scheme": "https:",
      "url.domain": "api.openai.com",
      "http.response.status_code": 200,
      "network.protocol.version": "1.1",
      "http.flavor": "1.1",
      "network.transport": "ip_tcp",
      "net.transport": "ip_tcp",
      "http.status_text": "OK",
      "http.status_code": 200,
      "network.peer.address": "172.66.0.243",
      "network.peer.port": 443,
      "net.peer.ip": "172.66.0.243",
      "net.peer.port": 443,
      "url": "https://api.openai.com/v1/chat/completions"
    },
    "description": "POST https://api.openai.com/v1/chat/completions",
    "parent_span_id": "7b055ff633529028",
    "start_timestamp": 1777273385.27,
    "timestamp": 1777273385.890211,
    "status": "ok",
    "op": "http.client",
    "origin": "auto.http.otel.http"
  },
  {
    "span_id": "e6fd4f79faa9fca9",
    "trace_id": "47df341f19ad26da2419c0f42bf13a2c",
    "data": {
      "sentry.origin": "auto.ai.langchain",
      "sentry.op": "gen_ai.chat",
      "gen_ai.system": "openai",
      "gen_ai.operation.name": "chat",
      "gen_ai.request.model": "gpt-4o-mini",
      "gen_ai.request.temperature": 1,
      "sentry.sdk_meta.gen_ai.input.messages.original_length": 3,
      "gen_ai.input.messages": "[{\"role\":\"tool\",\"content\":\"8\"}]",
      "gen_ai.response.finish_reasons": "[\"tool_calls\"]",
      "gen_ai.response.text": "[\"\"]",
      "gen_ai.usage.input_tokens": 147,
      "gen_ai.usage.output_tokens": 17,
      "gen_ai.usage.total_tokens": 164,
      "gen_ai.response.id": "chatcmpl-DZAHhCOgIIZQaEx5qhwqZDmvx0Ybh",
      "gen_ai.response.stop_reason": "tool_calls"
    },
    "description": "chat gpt-4o-mini",
    "parent_span_id": "7b055ff633529028",
    "start_timestamp": 1777273385.269,
    "timestamp": 1777273385.8913684,
    "status": "ok",
    "op": "gen_ai.chat",
    "origin": "auto.ai.langchain"
  },
  {
    "span_id": "5aab677a2ba44ec5",
    "trace_id": "47df341f19ad26da2419c0f42bf13a2c",
    "data": {
      "sentry.origin": "auto.http.otel.http",
      "sentry.op": "http.client",
      "otel.kind": "CLIENT",
      "user_agent.original": [
        "OpenAI/JS 4.104.0"
      ],
      "url.full": "https://api.openai.com/v1/chat/completions",
      "http.url": "https://api.openai.com/v1/chat/completions",
      "http.method": "POST",
      "http.target": "/v1/chat/completions",
      "net.peer.name": "api.openai.com",
      "http.host": "api.openai.com",
      "sentry.source": "url",
      "http.request.method": "POST",
      "url.path": "/v1/chat/completions",
      "url.scheme": "https:",
      "url.domain": "api.openai.com",
      "http.response.status_code": 200,
      "network.protocol.version": "1.1",
      "http.flavor": "1.1",
      "network.transport": "ip_tcp",
      "net.transport": "ip_tcp",
      "http.status_text": "OK",
      "http.status_code": 200,
      "network.peer.address": "172.66.0.243",
      "network.peer.port": 443,
      "net.peer.ip": "172.66.0.243",
      "net.peer.port": 443,
      "url": "https://api.openai.com/v1/chat/completions"
    },
    "description": "POST https://api.openai.com/v1/chat/completions",
    "parent_span_id": "7b055ff633529028",
    "start_timestamp": 1777273385.897,
    "timestamp": 1777273386.687339,
    "status": "ok",
    "op": "http.client",
    "origin": "auto.http.otel.http"
  },
  {
    "span_id": "972fce8622cd1207",
    "trace_id": "47df341f19ad26da2419c0f42bf13a2c",
    "data": {
      "sentry.origin": "auto.ai.langchain",
      "sentry.op": "gen_ai.chat",
      "gen_ai.system": "openai",
      "gen_ai.operation.name": "chat",
      "gen_ai.request.model": "gpt-4o-mini",
      "gen_ai.request.temperature": 1,
      "sentry.sdk_meta.gen_ai.input.messages.original_length": 5,
      "gen_ai.input.messages": "[{\"role\":\"tool\",\"content\":\"32\"}]",
      "gen_ai.response.finish_reasons": "[\"stop\"]",
      "gen_ai.response.text": "[\"The result of (3 + 5) * 4 is 32.\"]",
      "gen_ai.usage.input_tokens": 176,
      "gen_ai.usage.output_tokens": 17,
      "gen_ai.usage.total_tokens": 193,
      "gen_ai.response.id": "chatcmpl-DZAHiub5mLP0mMiCC2WsEf0EdWNKV",
      "gen_ai.response.stop_reason": "stop"
    },
    "description": "chat gpt-4o-mini",
    "parent_span_id": "7b055ff633529028",
    "start_timestamp": 1777273385.896,
    "timestamp": 1777273386.6888692,
    "status": "ok",
    "op": "gen_ai.chat",
    "origin": "auto.ai.langchain"
  },
  {
    "span_id": "7b055ff633529028",
    "trace_id": "47df341f19ad26da2419c0f42bf13a2c",
    "op": "test",
    "description": "tool-call-agent-test",
    "start_timestamp": 1777273383.842,
    "timestamp": 1777273386.6956222,
    "data": {
      "sentry.source": "custom",
      "sentry.sample_rate": 1,
      "sentry.op": "test",
      "sentry.origin": "manual"
    },
    "status": "ok"
  }
]

[
  {
    "span_id": "8c13bc852dfe2a60",
    "trace_id": "bafdc2e662697ef8bccdbec87a2bf149",
    "data": {
      "sentry.origin": "auto.http.otel.http",
      "sentry.op": "http.client",
      "otel.kind": "CLIENT",
      "user_agent.original": [
        "OpenAI/JS 4.104.0"
      ],
      "url.full": "https://api.openai.com/v1/chat/completions",
      "http.url": "https://api.openai.com/v1/chat/completions",
      "http.method": "POST",
      "http.target": "/v1/chat/completions",
      "net.peer.name": "api.openai.com",
      "http.host": "api.openai.com",
      "sentry.source": "url",
      "http.request.method": "POST",
      "url.path": "/v1/chat/completions",
      "url.scheme": "https:",
      "url.domain": "api.openai.com",
      "http.response.status_code": 200,
      "network.protocol.version": "1.1",
      "http.flavor": "1.1",
      "network.transport": "ip_tcp",
      "net.transport": "ip_tcp",
      "http.status_text": "OK",
      "http.status_code": 200,
      "network.peer.address": "162.159.140.245",
      "network.peer.port": 443,
      "net.peer.ip": "162.159.140.245",
      "net.peer.port": 443,
      "url": "https://api.openai.com/v1/chat/completions"
    },
    "description": "POST https://api.openai.com/v1/chat/completions",
    "parent_span_id": "6d170752a4cf6728",
    "start_timestamp": 1777273384.603,
    "timestamp": 1777273386.1766796,
    "status": "ok",
    "op": "http.client",
    "origin": "auto.http.otel.http"
  },
  {
    "span_id": "078e13773e7029cf",
    "trace_id": "bafdc2e662697ef8bccdbec87a2bf149",
    "data": {
      "sentry.origin": "auto.ai.langchain",
      "sentry.op": "gen_ai.chat",
      "gen_ai.system": "openai",
      "gen_ai.operation.name": "chat",
      "gen_ai.request.model": "gpt-4o-mini",
      "gen_ai.request.temperature": 1,
      "sentry.sdk_meta.gen_ai.input.messages.original_length": 1,
      "gen_ai.input.messages": "[{\"role\":\"user\",\"content\":\"Please read the file at /nonexistent/file.txt and tell me what it contains. Use the read_file tool.\"}]",
      "gen_ai.response.finish_reasons": "[\"tool_calls\"]",
      "gen_ai.response.text": "[\"\"]",
      "gen_ai.usage.input_tokens": 76,
      "gen_ai.usage.output_tokens": 18,
      "gen_ai.usage.total_tokens": 94,
      "gen_ai.response.id": "chatcmpl-DZAHhUN0djrVQIF7feYLlwqz4zhJj",
      "gen_ai.response.stop_reason": "tool_calls"
    },
    "description": "chat gpt-4o-mini",
    "parent_span_id": "6d170752a4cf6728",
    "start_timestamp": 1777273384.582,
    "timestamp": 1777273386.181822,
    "status": "ok",
    "op": "gen_ai.chat",
    "origin": "auto.ai.langchain"
  },
  {
    "span_id": "28899bb017f70aae",
    "trace_id": "bafdc2e662697ef8bccdbec87a2bf149",
    "data": {
      "sentry.origin": "auto.http.otel.http",
      "sentry.op": "http.client",
      "otel.kind": "CLIENT",
      "user_agent.original": [
        "OpenAI/JS 4.104.0"
      ],
      "url.full": "https://api.openai.com/v1/chat/completions",
      "http.url": "https://api.openai.com/v1/chat/completions",
      "http.method": "POST",
      "http.target": "/v1/chat/completions",
      "net.peer.name": "api.openai.com",
      "http.host": "api.openai.com",
      "sentry.source": "url",
      "http.request.method": "POST",
      "url.path": "/v1/chat/completions",
      "url.scheme": "https:",
      "url.domain": "api.openai.com",
      "http.response.status_code": 200,
      "network.protocol.version": "1.1",
      "http.flavor": "1.1",
      "network.transport": "ip_tcp",
      "net.transport": "ip_tcp",
      "http.status_text": "OK",
      "http.status_code": 200,
      "network.peer.address": "162.159.140.245",
      "network.peer.port": 443,
      "net.peer.ip": "162.159.140.245",
      "net.peer.port": 443,
      "url": "https://api.openai.com/v1/chat/completions"
    },
    "description": "POST https://api.openai.com/v1/chat/completions",
    "parent_span_id": "6d170752a4cf6728",
    "start_timestamp": 1777273386.193,
    "timestamp": 1777273387.0963838,
    "status": "ok",
    "op": "http.client",
    "origin": "auto.http.otel.http"
  },
  {
    "span_id": "3bdcdedbe02f5f88",
    "trace_id": "bafdc2e662697ef8bccdbec87a2bf149",
    "data": {
      "sentry.origin": "auto.ai.langchain",
      "sentry.op": "gen_ai.chat",
      "gen_ai.system": "openai",
      "gen_ai.operation.name": "chat",
      "gen_ai.request.model": "gpt-4o-mini",
      "gen_ai.request.temperature": 1,
      "sentry.sdk_meta.gen_ai.input.messages.original_length": 3,
      "gen_ai.input.messages": "[{\"role\":\"tool\",\"content\":\"Error: FileNotFoundError: The file '/nonexistent/file.txt' does not exist\\n Please fix your mistakes.\"}]",
      "gen_ai.response.finish_reasons": "[\"stop\"]",
      "gen_ai.response.text": "[\"It seems that the file at the specified path does not exist. Please check the path and try again.\"]",
      "gen_ai.usage.input_tokens": 129,
      "gen_ai.usage.output_tokens": 22,
      "gen_ai.usage.total_tokens": 151,
      "gen_ai.response.id": "chatcmpl-DZAHiWwWhU4GbOtUE587kELzs2Msd",
      "gen_ai.response.stop_reason": "stop"
    },
    "description": "chat gpt-4o-mini",
    "parent_span_id": "6d170752a4cf6728",
    "start_timestamp": 1777273386.191,
    "timestamp": 1777273387.0981164,
    "status": "ok",
    "op": "gen_ai.chat",
    "origin": "auto.ai.langchain"
  },
  {
    "span_id": "6d170752a4cf6728",
    "trace_id": "bafdc2e662697ef8bccdbec87a2bf149",
    "op": "test",
    "description": "tool-error-agent-test",
    "start_timestamp": 1777273384.548,
    "timestamp": 1777273387.1019197,
    "data": {
      "sentry.source": "custom",
      "sentry.sample_rate": 1,
      "sentry.op": "test",
      "sentry.origin": "manual"
    },
    "status": "ok"
  }
]

[
  {
    "span_id": "ee959dee617f6d7a",
    "trace_id": "be8149b4899c24129913af5c0dbf803a",
    "data": {
      "sentry.origin": "auto.http.otel.http",
      "sentry.op": "http.client",
      "otel.kind": "CLIENT",
      "user_agent.original": [
        "OpenAI/JS 4.104.0"
      ],
      "url.full": "https://api.openai.com/v1/chat/completions",
      "http.url": "https://api.openai.com/v1/chat/completions",
      "http.method": "POST",
      "http.target": "/v1/chat/completions",
      "net.peer.name": "api.openai.com",
      "http.host": "api.openai.com",
      "sentry.source": "url",
      "http.request.method": "POST",
      "url.path": "/v1/chat/completions",
      "url.scheme": "https:",
      "url.domain": "api.openai.com",
      "http.response.status_code": 200,
      "network.protocol.version": "1.1",
      "http.flavor": "1.1",
      "network.transport": "ip_tcp",
      "net.transport": "ip_tcp",
      "http.status_text": "OK",
      "http.status_code": 200,
      "network.peer.address": "172.66.0.243",
      "network.peer.port": 443,
      "net.peer.ip": "172.66.0.243",
      "net.peer.port": 443,
      "url": "https://api.openai.com/v1/chat/completions"
    },
    "description": "POST https://api.openai.com/v1/chat/completions",
    "parent_span_id": "5ac1495f3e588989",
    "start_timestamp": 1777273384.96,
    "timestamp": 1777273385.424654,
    "status": "ok",
    "op": "http.client",
    "origin": "auto.http.otel.http"
  },
  {
    "span_id": "96be60eac341cbfa",
    "trace_id": "be8149b4899c24129913af5c0dbf803a",
    "data": {
      "sentry.origin": "auto.ai.langchain",
      "sentry.op": "gen_ai.chat",
      "gen_ai.system": "openai",
      "gen_ai.operation.name": "chat",
      "gen_ai.request.model": "gpt-4o-mini",
      "gen_ai.request.temperature": 1,
      "gen_ai.system_instructions": "[{\"type\":\"text\",\"content\":\"You are a helpful assistant that can analyze images. Be concise.\"}]",
      "sentry.sdk_meta.gen_ai.input.messages.original_length": 1,
      "gen_ai.input.messages": "[{\"role\":\"user\",\"content\":\"[{\\\"type\\\":\\\"text\\\",\\\"text\\\":\\\"What color is this image? Reply with just the color name.\\\"},{\\\"type\\\":\\\"image_url\\\",\\\"image_url\\\":{\\\"url\\\":\\\"[Blob substitute]\\\"}}]\"}]",
      "gen_ai.response.finish_reasons": "[\"stop\"]",
      "gen_ai.response.text": "[\"Red\"]",
      "gen_ai.usage.input_tokens": 8537,
      "gen_ai.usage.output_tokens": 1,
      "gen_ai.usage.total_tokens": 8538,
      "gen_ai.response.id": "chatcmpl-DZAHhDcWedhPOSIeBZUkn2puVBuuK",
      "gen_ai.response.stop_reason": "stop"
    },
    "description": "chat gpt-4o-mini",
    "parent_span_id": "5ac1495f3e588989",
    "start_timestamp": 1777273384.943,
    "timestamp": 1777273385.4275248,
    "status": "ok",
    "op": "gen_ai.chat",
    "origin": "auto.ai.langchain"
  },
  {
    "span_id": "5ac1495f3e588989",
    "trace_id": "be8149b4899c24129913af5c0dbf803a",
    "op": "test",
    "description": "vision-agent-test",
    "start_timestamp": 1777273384.922,
    "timestamp": 1777273385.433118,
    "data": {
      "sentry.source": "custom",
      "sentry.sample_rate": 1,
      "sentry.op": "test",
      "sentry.origin": "manual"
    },
    "status": "ok"
  }
]

[
  {
    "span_id": "fefeee6e1e369c9d",
    "trace_id": "c722c554098c90369ea2eca0e40be2e6",
    "data": {
      "sentry.origin": "auto.http.otel.http",
      "sentry.op": "http.client",
      "otel.kind": "CLIENT",
      "user_agent.original": [
        "OpenAI/JS 4.104.0"
      ],
      "url.full": "https://api.openai.com/v1/chat/completions",
      "http.url": "https://api.openai.com/v1/chat/completions",
      "http.method": "POST",
      "http.target": "/v1/chat/completions",
      "net.peer.name": "api.openai.com",
      "http.host": "api.openai.com",
      "sentry.source": "url",
      "http.request.method": "POST",
      "url.path": "/v1/chat/completions",
      "url.scheme": "https:",
      "url.domain": "api.openai.com",
      "http.response.status_code": 200,
      "network.protocol.version": "1.1",
      "http.flavor": "1.1",
      "network.transport": "ip_tcp",
      "net.transport": "ip_tcp",
      "http.status_text": "OK",
      "http.status_code": 200,
      "network.peer.address": "162.159.140.245",
      "network.peer.port": 443,
      "net.peer.ip": "162.159.140.245",
      "net.peer.port": 443,
      "url": "https://api.openai.com/v1/chat/completions"
    },
    "description": "POST https://api.openai.com/v1/chat/completions",
    "parent_span_id": "b8ccaeaad5b2c37c",
    "start_timestamp": 1777273386.835,
    "timestamp": 1777273402.9401987,
    "status": "ok",
    "op": "http.client",
    "origin": "auto.http.otel.http"
  },
  {
    "span_id": "206c13a3078a9d8b",
    "trace_id": "c722c554098c90369ea2eca0e40be2e6",
    "data": {
      "sentry.origin": "auto.ai.langchain",
      "sentry.op": "gen_ai.chat",
      "gen_ai.system": "openai",
      "gen_ai.operation.name": "chat",
      "gen_ai.request.model": "gpt-4o-mini",
      "gen_ai.request.temperature": 1,
      "sentry.sdk_meta.gen_ai.input.messages.original_length": 1,
      "gen_ai.input.messages": "[{\"role\":\"user\",\"content\":\"Please summarize the following text in one sentence. You may use the get_word_count tool first if needed: This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to create a very long input. This is a test message that will be repeated many times to \"}]",
      "gen_ai.response.finish_reasons": "[\"tool_calls\"]",
      "gen_ai.response.text": "[\"\"]",
      "gen_ai.usage.input_tokens": 5477,
      "gen_ai.usage.output_tokens": 1058,
      "gen_ai.usage.total_tokens": 6535,
      "gen_ai.response.id": "chatcmpl-DZAHjYiLuRqFmtI2Ys7zVT7eLMHZw",
      "gen_ai.response.stop_reason": "tool_calls"
    },
    "description": "chat gpt-4o-mini",
    "parent_span_id": "b8ccaeaad5b2c37c",
    "start_timestamp": 1777273386.815,
    "timestamp": 1777273402.9451761,
    "status": "ok",
    "op": "gen_ai.chat",
    "origin": "auto.ai.langchain"
  },
  {
    "span_id": "d873d60a30f4cc0a",
    "trace_id": "c722c554098c90369ea2eca0e40be2e6",
    "data": {
      "sentry.origin": "auto.http.otel.http",
      "sentry.op": "http.client",
      "otel.kind": "CLIENT",
      "user_agent.original": [
        "OpenAI/JS 4.104.0"
      ],
      "url.full": "https://api.openai.com/v1/chat/completions",
      "http.url": "https://api.openai.com/v1/chat/completions",
      "http.method": "POST",
      "http.target": "/v1/chat/completions",
      "net.peer.name": "api.openai.com",
      "http.host": "api.openai.com",
      "sentry.source": "url",
      "http.request.method": "POST",
      "url.path": "/v1/chat/completions",
      "url.scheme": "https:",
      "url.domain": "api.openai.com",
      "http.response.status_code": 200,
      "network.protocol.version": "1.1",
      "http.flavor": "1.1",
      "network.transport": "ip_tcp",
      "net.transport": "ip_tcp",
      "http.status_text": "OK",
      "http.status_code": 200,
      "network.peer.address": "162.159.140.245",
      "network.peer.port": 443,
      "net.peer.ip": "162.159.140.245",
      "net.peer.port": 443,
      "url": "https://api.openai.com/v1/chat/completions"
    },
    "description": "POST https://api.openai.com/v1/chat/completions",
    "parent_span_id": "b8ccaeaad5b2c37c",
    "start_timestamp": 1777273402.96,
    "timestamp": 1777273403.8097537,
    "status": "ok",
    "op": "http.client",
    "origin": "auto.http.otel.http"
  },
  {
    "span_id": "57e432f7cf5f12b1",
    "trace_id": "c722c554098c90369ea2eca0e40be2e6",
    "data": {
      "sentry.origin": "auto.ai.langchain",
      "sentry.op": "gen_ai.chat",
      "gen_ai.system": "openai",
      "gen_ai.operation.name": "chat",
      "gen_ai.request.model": "gpt-4o-mini",
      "gen_ai.request.temperature": 1,
      "sentry.sdk_meta.gen_ai.input.messages.original_length": 3,
      "gen_ai.input.messages": "[{\"role\":\"tool\",\"content\":\"2400\"}]",
      "gen_ai.response.finish_reasons": "[\"stop\"]",
      "gen_ai.response.text": "[\"The text, repeated multiple times, emphasizes the creation of a long input through the continuous replication of a test message.\"]",
      "gen_ai.usage.input_tokens": 6551,
      "gen_ai.usage.output_tokens": 24,
      "gen_ai.usage.total_tokens": 6575,
      "gen_ai.response.id": "chatcmpl-DZAHzKGnAsYNDleV0VAJbX3P60sZp",
      "gen_ai.response.stop_reason": "stop"
    },
    "description": "chat gpt-4o-mini",
    "parent_span_id": "b8ccaeaad5b2c37c",
    "start_timestamp": 1777273402.958,
    "timestamp": 1777273403.815237,
    "status": "ok",
    "op": "gen_ai.chat",
    "origin": "auto.ai.langchain"
  },
  {
    "span_id": "b8ccaeaad5b2c37c",
    "trace_id": "c722c554098c90369ea2eca0e40be2e6",
    "op": "test",
    "description": "long-input-agent-test",
    "start_timestamp": 1777273386.785,
    "timestamp": 1777273403.8229032,
    "data": {
      "sentry.source": "custom",
      "sentry.sample_rate": 1,
      "sentry.op": "test",
      "sentry.origin": "manual"
    },
    "status": "ok"
  }
]

[
  {
    "span_id": "e5863285cf641af6",
    "trace_id": "6ae933568c3dae73d261ce691f0e8882",
    "data": {
      "sentry.origin": "auto.http.otel.http",
      "sentry.op": "http.client",
      "otel.kind": "CLIENT",
      "user_agent.original": [
        "OpenAI/JS 4.104.0"
      ],
      "url.full": "https://api.openai.com/v1/chat/completions",
      "http.url": "https://api.openai.com/v1/chat/completions",
      "http.method": "POST",
      "http.target": "/v1/chat/completions",
      "net.peer.name": "api.openai.com",
      "http.host": "api.openai.com",
      "sentry.source": "url",
      "http.request.method": "POST",
      "url.path": "/v1/chat/completions",
      "url.scheme": "https:",
      "url.domain": "api.openai.com",
      "http.response.status_code": 200,
      "network.protocol.version": "1.1",
      "http.flavor": "1.1",
      "network.transport": "ip_tcp",
      "net.transport": "ip_tcp",
      "http.status_text": "OK",
      "http.status_code": 200,
      "network.peer.address": "162.159.140.245",
      "network.peer.port": 443,
      "net.peer.ip": "162.159.140.245",
      "net.peer.port": 443,
      "url": "https://api.openai.com/v1/chat/completions"
    },
    "description": "POST https://api.openai.com/v1/chat/completions",
    "parent_span_id": "1e8bdaa1df49d99e",
    "start_timestamp": 1777273387.267,
    "timestamp": 1777273387.738989,
    "status": "ok",
    "op": "http.client",
    "origin": "auto.http.otel.http"
  },
  {
    "span_id": "18664d8b2238d27e",
    "trace_id": "6ae933568c3dae73d261ce691f0e8882",
    "data": {
      "sentry.origin": "auto.ai.langchain",
      "sentry.op": "gen_ai.chat",
      "gen_ai.system": "openai",
      "gen_ai.operation.name": "chat",
      "gen_ai.request.model": "gpt-4o-mini",
      "gen_ai.request.temperature": 1,
      "sentry.sdk_meta.gen_ai.input.messages.original_length": 1,
      "gen_ai.input.messages": "[{\"role\":\"user\",\"content\":\"What is the capital of France?\"}]",
      "gen_ai.conversation.id": "conv-a",
      "gen_ai.response.finish_reasons": "[\"stop\"]",
      "gen_ai.response.text": "[\"The capital of France is Paris.\"]",
      "gen_ai.usage.input_tokens": 14,
      "gen_ai.usage.output_tokens": 7,
      "gen_ai.usage.total_tokens": 21,
      "gen_ai.response.id": "chatcmpl-DZAHjCnV0OHD9hLj9lb5ae4oGBxNA",
      "gen_ai.response.stop_reason": "stop"
    },
    "description": "chat gpt-4o-mini",
    "parent_span_id": "1e8bdaa1df49d99e",
    "start_timestamp": 1777273387.251,
    "timestamp": 1777273387.7452934,
    "status": "ok",
    "op": "gen_ai.chat",
    "origin": "auto.ai.langchain"
  },
  {
    "span_id": "60ba04571cf3952c",
    "trace_id": "6ae933568c3dae73d261ce691f0e8882",
    "data": {
      "sentry.origin": "auto.http.otel.http",
      "sentry.op": "http.client",
      "otel.kind": "CLIENT",
      "user_agent.original": [
        "OpenAI/JS 4.104.0"
      ],
      "url.full": "https://api.openai.com/v1/chat/completions",
      "http.url": "https://api.openai.com/v1/chat/completions",
      "http.method": "POST",
      "http.target": "/v1/chat/completions",
      "net.peer.name": "api.openai.com",
      "http.host": "api.openai.com",
      "sentry.source": "url",
      "http.request.method": "POST",
      "url.path": "/v1/chat/completions",
      "url.scheme": "https:",
      "url.domain": "api.openai.com",
      "http.response.status_code": 200,
      "network.protocol.version": "1.1",
      "http.flavor": "1.1",
      "network.transport": "ip_tcp",
      "net.transport": "ip_tcp",
      "http.status_text": "OK",
      "http.status_code": 200,
      "network.peer.address": "162.159.140.245",
      "network.peer.port": 443,
      "net.peer.ip": "162.159.140.245",
      "net.peer.port": 443,
      "url": "https://api.openai.com/v1/chat/completions"
    },
    "description": "POST https://api.openai.com/v1/chat/completions",
    "parent_span_id": "1e8bdaa1df49d99e",
    "start_timestamp": 1777273387.759,
    "timestamp": 1777273388.627259,
    "status": "ok",
    "op": "http.client",
    "origin": "auto.http.otel.http"
  },
  {
    "span_id": "90742bdbfe20215e",
    "trace_id": "6ae933568c3dae73d261ce691f0e8882",
    "data": {
      "sentry.origin": "auto.ai.langchain",
      "sentry.op": "gen_ai.chat",
      "gen_ai.system": "openai",
      "gen_ai.operation.name": "chat",
      "gen_ai.request.model": "gpt-4o-mini",
      "gen_ai.request.temperature": 1,
      "sentry.sdk_meta.gen_ai.input.messages.original_length": 1,
      "gen_ai.input.messages": "[{\"role\":\"user\",\"content\":\"What is 2 + 2?\"}]",
      "gen_ai.conversation.id": "conv-b",
      "gen_ai.response.finish_reasons": "[\"stop\"]",
      "gen_ai.response.text": "[\"2 + 2 equals 4.\"]",
      "gen_ai.usage.input_tokens": 15,
      "gen_ai.usage.output_tokens": 8,
      "gen_ai.usage.total_tokens": 23,
      "gen_ai.response.id": "chatcmpl-DZAHkTqdPQwSyGJPZiYkUWep59C9K",
      "gen_ai.response.stop_reason": "stop"
    },
    "description": "chat gpt-4o-mini",
    "parent_span_id": "1e8bdaa1df49d99e",
    "start_timestamp": 1777273387.757,
    "timestamp": 1777273388.628258,
    "status": "ok",
    "op": "gen_ai.chat",
    "origin": "auto.ai.langchain"
  },
  {
    "span_id": "3324c68d4978260f",
    "trace_id": "6ae933568c3dae73d261ce691f0e8882",
    "data": {
      "sentry.origin": "auto.http.otel.http",
      "sentry.op": "http.client",
      "otel.kind": "CLIENT",
      "user_agent.original": [
        "OpenAI/JS 4.104.0"
      ],
      "url.full": "https://api.openai.com/v1/chat/completions",
      "http.url": "https://api.openai.com/v1/chat/completions",
      "http.method": "POST",
      "http.target": "/v1/chat/completions",
      "net.peer.name": "api.openai.com",
      "http.host": "api.openai.com",
      "sentry.source": "url",
      "http.request.method": "POST",
      "url.path": "/v1/chat/completions",
      "url.scheme": "https:",
      "url.domain": "api.openai.com",
      "http.response.status_code": 200,
      "network.protocol.version": "1.1",
      "http.flavor": "1.1",
      "network.transport": "ip_tcp",
      "net.transport": "ip_tcp",
      "http.status_text": "OK",
      "http.status_code": 200,
      "network.peer.address": "162.159.140.245",
      "network.peer.port": 443,
      "net.peer.ip": "162.159.140.245",
      "net.peer.port": 443,
      "url": "https://api.openai.com/v1/chat/completions"
    },
    "description": "POST https://api.openai.com/v1/chat/completions",
    "parent_span_id": "1e8bdaa1df49d99e",
    "start_timestamp": 1777273388.637,
    "timestamp": 1777273390.1871357,
    "status": "ok",
    "op": "http.client",
    "origin": "auto.http.otel.http"
  },
  {
    "span_id": "f8c37672304e338b",
    "trace_id": "6ae933568c3dae73d261ce691f0e8882",
    "data": {
      "sentry.origin": "auto.ai.langchain",
      "sentry.op": "gen_ai.chat",
      "gen_ai.system": "openai",
      "gen_ai.operation.name": "chat",
      "gen_ai.request.model": "gpt-4o-mini",
      "gen_ai.request.temperature": 1,
      "sentry.sdk_meta.gen_ai.input.messages.original_length": 1,
      "gen_ai.input.messages": "[{\"role\":\"user\",\"content\":\"What about Germany?\"}]",
      "gen_ai.conversation.id": "conv-a",
      "gen_ai.response.finish_reasons": "[\"stop\"]",
      "gen_ai.response.text": "[\"Could you please provide more context or specify what particular aspect of Germany you are interested in? For instance, are you asking about its history, culture, economy, travel information, current events, or something else?\"]",
      "gen_ai.usage.input_tokens": 11,
      "gen_ai.usage.output_tokens": 42,
      "gen_ai.usage.total_tokens": 53,
      "gen_ai.response.id": "chatcmpl-DZAHkAKskPUAnmk6OjyOInra353Dd",
      "gen_ai.response.stop_reason": "stop"
    },
    "description": "chat gpt-4o-mini",
    "parent_span_id": "1e8bdaa1df49d99e",
    "start_timestamp": 1777273388.636,
    "timestamp": 1777273390.1889913,
    "status": "ok",
    "op": "gen_ai.chat",
    "origin": "auto.ai.langchain"
  },
  {
    "span_id": "8aae4a6aef6f6253",
    "trace_id": "6ae933568c3dae73d261ce691f0e8882",
    "data": {
      "sentry.origin": "auto.http.otel.http",
      "sentry.op": "http.client",
      "otel.kind": "CLIENT",
      "user_agent.original": [
        "OpenAI/JS 4.104.0"
      ],
      "url.full": "https://api.openai.com/v1/chat/completions",
      "http.url": "https://api.openai.com/v1/chat/completions",
      "http.method": "POST",
      "http.target": "/v1/chat/completions",
      "net.peer.name": "api.openai.com",
      "http.host": "api.openai.com",
      "sentry.source": "url",
      "http.request.method": "POST",
      "url.path": "/v1/chat/completions",
      "url.scheme": "https:",
      "url.domain": "api.openai.com",
      "http.response.status_code": 200,
      "network.protocol.version": "1.1",
      "http.flavor": "1.1",
      "network.transport": "ip_tcp",
      "net.transport": "ip_tcp",
      "http.status_text": "OK",
      "http.status_code": 200,
      "network.peer.address": "162.159.140.245",
      "network.peer.port": 443,
      "net.peer.ip": "162.159.140.245",
      "net.peer.port": 443,
      "url": "https://api.openai.com/v1/chat/completions"
    },
    "description": "POST https://api.openai.com/v1/chat/completions",
    "parent_span_id": "1e8bdaa1df49d99e",
    "start_timestamp": 1777273390.2,
    "timestamp": 1777273391.0074782,
    "status": "ok",
    "op": "http.client",
    "origin": "auto.http.otel.http"
  },
  {
    "span_id": "6ec8ab45ed4c0f9f",
    "trace_id": "6ae933568c3dae73d261ce691f0e8882",
    "data": {
      "sentry.origin": "auto.ai.langchain",
      "sentry.op": "gen_ai.chat",
      "gen_ai.system": "openai",
      "gen_ai.operation.name": "chat",
      "gen_ai.request.model": "gpt-4o-mini",
      "gen_ai.request.temperature": 1,
      "sentry.sdk_meta.gen_ai.input.messages.original_length": 1,
      "gen_ai.input.messages": "[{\"role\":\"user\",\"content\":\"What about 3 + 3?\"}]",
      "gen_ai.conversation.id": "conv-b",
      "gen_ai.response.finish_reasons": "[\"stop\"]",
      "gen_ai.response.text": "[\"3 + 3 equals 6.\"]",
      "gen_ai.usage.input_tokens": 15,
      "gen_ai.usage.output_tokens": 8,
      "gen_ai.usage.total_tokens": 23,
      "gen_ai.response.id": "chatcmpl-DZAHmFPLf7rnDdpNZJi0IruVM4LgI",
      "gen_ai.response.stop_reason": "stop"
    },
    "description": "chat gpt-4o-mini",
    "parent_span_id": "1e8bdaa1df49d99e",
    "start_timestamp": 1777273390.199,
    "timestamp": 1777273391.013075,
    "status": "ok",
    "op": "gen_ai.chat",
    "origin": "auto.ai.langchain"
  },
  {
    "span_id": "1e8bdaa1df49d99e",
    "trace_id": "6ae933568c3dae73d261ce691f0e8882",
    "op": "test",
    "description": "conversation-id-agent-test",
    "start_timestamp": 1777273387.23,
    "timestamp": 1777273391.017511,
    "data": {
      "sentry.source": "custom",
      "sentry.sample_rate": 1,
      "sentry.op": "test",
      "sentry.origin": "manual"
    },
    "status": "ok"
  }
]

[
  {
    "trace_id": "fd9e8642b38244b2a824eb4dc84dea3e",
    "span_id": "8902690bf14a0ee2",
    "parent_span_id": "bb228a56f08b8851",
    "same_process_as_parent": true,
    "op": "gen_ai.invoke_agent",
    "description": "invoke_agent helpful_assistant",
    "start_timestamp": "2026-04-27T07:03:54.357174Z",
    "timestamp": "2026-04-27T07:03:54.986218Z",
    "origin": "auto.ai.langgraph",
    "data": {
      "thread.id": "139979418987392",
      "thread.name": "MainThread",
      "gen_ai.pipeline.name": "helpful_assistant",
      "gen_ai.agent.name": "helpful_assistant",
      "gen_ai.operation.name": "invoke_agent",
      "gen_ai.request.messages": "[{\"role\": \"user\", \"content\": \"What is the capital of France?\", \"response_metadata\": {}}]",
      "gen_ai.usage.input_tokens": 24,
      "gen_ai.usage.output_tokens": 7,
      "gen_ai.usage.total_tokens": 31,
      "gen_ai.response.model": "gpt-4o-mini-2024-07-18",
      "gen_ai.response.text": "The capital of France is Paris."
    }
  },
  {
    "trace_id": "fd9e8642b38244b2a824eb4dc84dea3e",
    "span_id": "95f4bdaec363c011",
    "parent_span_id": "8902690bf14a0ee2",
    "same_process_as_parent": true,
    "op": "gen_ai.chat",
    "description": "chat gpt-4o-mini",
    "start_timestamp": "2026-04-27T07:03:54.366913Z",
    "timestamp": "2026-04-27T07:03:54.985626Z",
    "origin": "auto.ai.langchain",
    "data": {
      "thread.id": "139979418987392",
      "thread.name": "MainThread",
      "gen_ai.operation.name": "chat",
      "gen_ai.request.model": "gpt-4o-mini",
      "gen_ai.system": "openai-chat",
      "gen_ai.system_instructions": "[{\"type\": \"text\", \"content\": \"You are a helpful assistant.\"}]",
      "gen_ai.request.messages": "[{\"role\": \"user\", \"content\": \"What is the capital of France?\"}]",
      "gen_ai.response.model": "gpt-4o-mini-2024-07-18",
      "gen_ai.response.finish_reasons": [
        "stop"
      ],
      "gen_ai.response.text": "The capital of France is Paris.",
      "gen_ai.usage.input_tokens": 24,
      "gen_ai.usage.output_tokens": 7,
      "gen_ai.usage.total_tokens": 31
    }
  },
  {
    "trace_id": "fd9e8642b38244b2a824eb4dc84dea3e",
    "span_id": "92f6a10d36b32936",
    "parent_span_id": "95f4bdaec363c011",
    "same_process_as_parent": true,
    "op": "subprocess",
    "description": "uname -p",
    "start_timestamp": "2026-04-27T07:03:54.378638Z",
    "timestamp": "2026-04-27T07:03:54.382759Z",
    "origin": "auto.subprocess.stdlib.subprocess",
    "tags": {
      "subprocess.pid": 10994
    },
    "data": {
      "thread.id": "139979418987392",
      "thread.name": "MainThread"
    }
  },
  {
    "trace_id": "fd9e8642b38244b2a824eb4dc84dea3e",
    "span_id": "88e0b92246bf6a3c",
    "parent_span_id": "95f4bdaec363c011",
    "same_process_as_parent": true,
    "op": "subprocess.communicate",
    "description": null,
    "start_timestamp": "2026-04-27T07:03:54.382840Z",
    "timestamp": "2026-04-27T07:03:54.383124Z",
    "origin": "auto.subprocess.stdlib.subprocess",
    "tags": {
      "subprocess.pid": 10994
    },
    "data": {
      "thread.id": "139979418987392",
      "thread.name": "MainThread"
    }
  },
  {
    "trace_id": "fd9e8642b38244b2a824eb4dc84dea3e",
    "span_id": "a19ff418d839e2c6",
    "parent_span_id": "88e0b92246bf6a3c",
    "same_process_as_parent": true,
    "op": "subprocess.wait",
    "description": null,
    "start_timestamp": "2026-04-27T07:03:54.383004Z",
    "timestamp": "2026-04-27T07:03:54.383112Z",
    "origin": "auto.subprocess.stdlib.subprocess",
    "tags": {
      "subprocess.pid": 10994
    },
    "data": {
      "thread.id": "139979418987392",
      "thread.name": "MainThread"
    }
  },
  {
    "trace_id": "fd9e8642b38244b2a824eb4dc84dea3e",
    "span_id": "afc44f5b82ca56cc",
    "parent_span_id": "95f4bdaec363c011",
    "same_process_as_parent": true,
    "op": "subprocess.wait",
    "description": null,
    "start_timestamp": "2026-04-27T07:03:54.383170Z",
    "timestamp": "2026-04-27T07:03:54.383189Z",
    "origin": "auto.subprocess.stdlib.subprocess",
    "tags": {
      "subprocess.pid": 10994
    },
    "data": {
      "thread.id": "139979418987392",
      "thread.name": "MainThread"
    }
  },
  {
    "trace_id": "fd9e8642b38244b2a824eb4dc84dea3e",
    "span_id": "9f0b37a220a0815c",
    "parent_span_id": "95f4bdaec363c011",
    "same_process_as_parent": true,
    "op": "http.client",
    "description": "POST https://api.openai.com/v1/chat/completions",
    "start_timestamp": "2026-04-27T07:03:54.384570Z",
    "timestamp": "2026-04-27T07:03:54.977101Z",
    "origin": "auto.http.httpx",
    "status": "ok",
    "tags": {
      "http.status_code": "200",
      "status": "ok"
    },
    "data": {
      "thread.id": "139979418987392",
      "thread.name": "MainThread",
      "http.method": "POST",
      "url": "https://api.openai.com/v1/chat/completions",
      "http.query": "",
      "http.fragment": "",
      "http.response.status_code": 200,
      "reason": "OK",
      "code.lineno": 40,
      "code.namespace": "__main__",
      "code.filepath": "test-basic-agent-test-sync.py",
      "code.function": "main"
    }
  },
  {
    "span_id": "bb228a56f08b8851",
    "trace_id": "fd9e8642b38244b2a824eb4dc84dea3e",
    "parent_span_id": null,
    "op": "test",
    "description": "Basic Agent Test",
    "start_timestamp": "2026-04-27T07:03:54.356264Z",
    "timestamp": "2026-04-27T07:03:54.986255Z",
    "data": {
      "thread.id": "139979418987392",
      "thread.name": "MainThread"
    }
  }
]

[
  {
    "trace_id": "6d0367583fcb49829777fbe7626595ba",
    "span_id": "ac99a35ef0ef05e5",
    "parent_span_id": "a7c60ec900cfae59",
    "same_process_as_parent": true,
    "op": "gen_ai.invoke_agent",
    "description": "invoke_agent helpful_assistant",
    "start_timestamp": "2026-04-27T07:03:54.391460Z",
    "timestamp": "2026-04-27T07:03:55.163202Z",
    "origin": "auto.ai.langgraph",
    "data": {
      "thread.id": "139940779424640",
      "thread.name": "MainThread",
      "gen_ai.pipeline.name": "helpful_assistant",
      "gen_ai.agent.name": "helpful_assistant",
      "gen_ai.operation.name": "invoke_agent",
      "gen_ai.request.messages": "[{\"role\": \"user\", \"content\": \"What is the capital of France?\", \"response_metadata\": {}}]",
      "gen_ai.usage.input_tokens": 24,
      "gen_ai.usage.output_tokens": 7,
      "gen_ai.usage.total_tokens": 31,
      "gen_ai.response.model": "gpt-4o-mini-2024-07-18",
      "gen_ai.response.text": "The capital of France is Paris."
    }
  },
  {
    "trace_id": "6d0367583fcb49829777fbe7626595ba",
    "span_id": "8e38fa22cb4161e2",
    "parent_span_id": "ac99a35ef0ef05e5",
    "same_process_as_parent": true,
    "op": "gen_ai.chat",
    "description": "chat gpt-4o-mini",
    "start_timestamp": "2026-04-27T07:03:54.398277Z",
    "timestamp": "2026-04-27T07:03:55.161732Z",
    "origin": "auto.ai.langchain",
    "data": {
      "thread.id": "139940678981312",
      "thread.name": "asyncio_0",
      "gen_ai.operation.name": "chat",
      "gen_ai.request.model": "gpt-4o-mini",
      "gen_ai.system": "openai-chat",
      "gen_ai.system_instructions": "[{\"type\": \"text\", \"content\": \"You are a helpful assistant.\"}]",
      "gen_ai.request.messages": "[{\"role\": \"user\", \"content\": \"What is the capital of France?\"}]",
      "gen_ai.response.model": "gpt-4o-mini-2024-07-18",
      "gen_ai.response.finish_reasons": [
        "stop"
      ],
      "gen_ai.response.text": "The capital of France is Paris.",
      "gen_ai.usage.input_tokens": 24,
      "gen_ai.usage.output_tokens": 7,
      "gen_ai.usage.total_tokens": 31
    }
  },
  {
    "trace_id": "6d0367583fcb49829777fbe7626595ba",
    "span_id": "a7fa6270e87be01d",
    "parent_span_id": "8e38fa22cb4161e2",
    "same_process_as_parent": true,
    "op": "subprocess",
    "description": "uname -p",
    "start_timestamp": "2026-04-27T07:03:54.404907Z",
    "timestamp": "2026-04-27T07:03:54.416437Z",
    "origin": "auto.subprocess.stdlib.subprocess",
    "tags": {
      "subprocess.pid": 10997
    },
    "data": {
      "thread.id": "139940678981312",
      "thread.name": "asyncio_0"
    }
  },
  {
    "trace_id": "6d0367583fcb49829777fbe7626595ba",
    "span_id": "98203fc67a3a0814",
    "parent_span_id": "8e38fa22cb4161e2",
    "same_process_as_parent": true,
    "op": "subprocess.communicate",
    "description": null,
    "start_timestamp": "2026-04-27T07:03:54.416555Z",
    "timestamp": "2026-04-27T07:03:54.420272Z",
    "origin": "auto.subprocess.stdlib.subprocess",
    "tags": {
      "subprocess.pid": 10997
    },
    "data": {
      "thread.id": "139940678981312",
      "thread.name": "asyncio_0"
    }
  },
  {
    "trace_id": "6d0367583fcb49829777fbe7626595ba",
    "span_id": "b4a41325779cf3dd",
    "parent_span_id": "98203fc67a3a0814",
    "same_process_as_parent": true,
    "op": "subprocess.wait",
    "description": null,
    "start_timestamp": "2026-04-27T07:03:54.420208Z",
    "timestamp": "2026-04-27T07:03:54.420263Z",
    "origin": "auto.subprocess.stdlib.subprocess",
    "tags": {
      "subprocess.pid": 10997
    },
    "data": {
      "thread.id": "139940678981312",
      "thread.name": "asyncio_0"
    }
  },
  {
    "trace_id": "6d0367583fcb49829777fbe7626595ba",
    "span_id": "9ac69ad386110c5f",
    "parent_span_id": "8e38fa22cb4161e2",
    "same_process_as_parent": true,
    "op": "subprocess.wait",
    "description": null,
    "start_timestamp": "2026-04-27T07:03:54.420322Z",
    "timestamp": "2026-04-27T07:03:54.420346Z",
    "origin": "auto.subprocess.stdlib.subprocess",
    "tags": {
      "subprocess.pid": 10997
    },
    "data": {
      "thread.id": "139940678981312",
      "thread.name": "asyncio_0"
    }
  },
  {
    "trace_id": "6d0367583fcb49829777fbe7626595ba",
    "span_id": "9b5e9f35857db400",
    "parent_span_id": "8e38fa22cb4161e2",
    "same_process_as_parent": true,
    "op": "http.client",
    "description": "POST https://api.openai.com/v1/chat/completions",
    "start_timestamp": "2026-04-27T07:03:54.426581Z",
    "timestamp": "2026-04-27T07:03:55.151448Z",
    "origin": "auto.http.httpx",
    "status": "ok",
    "tags": {
      "http.status_code": "200",
      "status": "ok"
    },
    "data": {
      "thread.id": "139940779424640",
      "thread.name": "MainThread",
      "http.method": "POST",
      "url": "https://api.openai.com/v1/chat/completions",
      "http.query": "",
      "http.fragment": "",
      "http.response.status_code": 200,
      "reason": "OK",
      "code.lineno": 51,
      "code.namespace": "__main__",
      "code.filepath": "test-basic-agent-test-async.py",
      "code.function": "<module>"
    }
  },
  {
    "span_id": "a7c60ec900cfae59",
    "trace_id": "6d0367583fcb49829777fbe7626595ba",
    "parent_span_id": null,
    "op": "test",
    "description": "Basic Agent Test",
    "start_timestamp": "2026-04-27T07:03:54.388900Z",
    "timestamp": "2026-04-27T07:03:55.164114Z",
    "data": {
      "thread.id": "139940779424640",
      "thread.name": "MainThread"
    }
  }
]

[
  {
    "trace_id": "38de741fe3d04e0682e6b704c9c4e69f",
    "span_id": "a84c91d1a49c1b53",
    "parent_span_id": "a002b60eb6d90dab",
    "same_process_as_parent": true,
    "op": "gen_ai.invoke_agent",
    "description": "invoke_agent math_assistant",
    "start_timestamp": "2026-04-27T07:03:54.679911Z",
    "timestamp": "2026-04-27T07:03:57.434715Z",
    "origin": "auto.ai.langgraph",
    "data": {
      "thread.id": "140088320252800",
      "thread.name": "MainThread",
      "gen_ai.pipeline.name": "math_assistant",
      "gen_ai.agent.name": "math_assistant",
      "gen_ai.operation.name": "invoke_agent",
      "gen_ai.request.messages": "[{\"role\": \"user\", \"content\": \"Calculate (3 + 5) * 4. First use the add tool to add 3 and 5, then use the multiply tool to multiply the result by 4.\", \"response_metadata\": {}}]",
      "gen_ai.usage.input_tokens": 399,
      "gen_ai.usage.output_tokens": 55,
      "gen_ai.usage.total_tokens": 454,
      "gen_ai.response.model": "gpt-4o-mini-2024-07-18",
      "gen_ai.response.text": "The result of \\((3 + 5) * 4\\) is \\(32\\).",
      "gen_ai.response.tool_calls": "[{\"name\": \"add\", \"args\": {\"a\": 3, \"b\": 5}, \"id\": \"call_YNyPyKIWyHbiXzFAFMx8M0Uq\", \"type\": \"tool_call\"}, {\"name\": \"multiply\", \"args\": {\"a\": 8, \"b\": 4}, \"id\": \"call_3rHqERCCkv4bqvMpVrfTizqN\", \"type\": \"tool_call\"}]"
    }
  },
  {
    "trace_id": "38de741fe3d04e0682e6b704c9c4e69f",
    "span_id": "9265da2a806943d2",
    "parent_span_id": "a84c91d1a49c1b53",
    "same_process_as_parent": true,
    "op": "gen_ai.chat",
    "description": "chat gpt-4o-mini",
    "start_timestamp": "2026-04-27T07:03:54.683974Z",
    "timestamp": "2026-04-27T07:03:55.541591Z",
    "origin": "auto.ai.langchain",
    "data": {
      "thread.id": "140088320252800",
      "thread.name": "MainThread",
      "gen_ai.operation.name": "chat",
      "gen_ai.request.model": "gpt-4o-mini",
      "gen_ai.system": "openai-chat",
      "gen_ai.request.available_tools": "[{\"name\": \"add\", \"description\": \"Add two numbers together\"}, {\"name\": \"multiply\", \"description\": \"Multiply two numbers together\"}]",
      "gen_ai.request.messages": "[{\"role\": \"user\", \"content\": \"Calculate (3 + 5) * 4. First use the add tool to add 3 and 5, then use the multiply tool to multiply the result by 4.\"}]",
      "gen_ai.response.model": "gpt-4o-mini-2024-07-18",
      "gen_ai.response.finish_reasons": [
        "tool_calls"
      ],
      "gen_ai.response.tool_calls": "[{\"name\": \"add\", \"args\": {\"a\": 3, \"b\": 5}, \"id\": \"call_YNyPyKIWyHbiXzFAFMx8M0Uq\", \"type\": \"tool_call\"}]",
      "gen_ai.response.text": "",
      "gen_ai.usage.input_tokens": 104,
      "gen_ai.usage.output_tokens": 17,
      "gen_ai.usage.total_tokens": 121
    }
  },
  {
    "trace_id": "38de741fe3d04e0682e6b704c9c4e69f",
    "span_id": "927a6502b5cfc2d4",
    "parent_span_id": "9265da2a806943d2",
    "same_process_as_parent": true,
    "op": "subprocess",
    "description": "uname -p",
    "start_timestamp": "2026-04-27T07:03:54.687771Z",
    "timestamp": "2026-04-27T07:03:54.688732Z",
    "origin": "auto.subprocess.stdlib.subprocess",
    "tags": {
      "subprocess.pid": 11002
    },
    "data": {
      "thread.id": "140088320252800",
      "thread.name": "MainThread"
    }
  },
  {
    "trace_id": "38de741fe3d04e0682e6b704c9c4e69f",
    "span_id": "a85f548bf7237c9f",
    "parent_span_id": "9265da2a806943d2",
    "same_process_as_parent": true,
    "op": "subprocess.communicate",
    "description": null,
    "start_timestamp": "2026-04-27T07:03:54.688806Z",
    "timestamp": "2026-04-27T07:03:54.689588Z",
    "origin": "auto.subprocess.stdlib.subprocess",
    "tags": {
      "subprocess.pid": 11002
    },
    "data": {
      "thread.id": "140088320252800",
      "thread.name": "MainThread"
    }
  },
  {
    "trace_id": "38de741fe3d04e0682e6b704c9c4e69f",
    "span_id": "a912c94b9c31a1b6",
    "parent_span_id": "a85f548bf7237c9f",
    "same_process_as_parent": true,
    "op": "subprocess.wait",
    "description": null,
    "start_timestamp": "2026-04-27T07:03:54.689478Z",
    "timestamp": "2026-04-27T07:03:54.689578Z",
    "origin": "auto.subprocess.stdlib.subprocess",
    "tags": {
      "subprocess.pid": 11002
    },
    "data": {
      "thread.id": "140088320252800",
      "thread.name": "MainThread"
    }
  },
  {
    "trace_id": "38de741fe3d04e0682e6b704c9c4e69f",
    "span_id": "86f61f6da2014cd3",
    "parent_span_id": "9265da2a806943d2",
    "same_process_as_parent": true,
    "op": "subprocess.wait",
    "description": null,
    "start_timestamp": "2026-04-27T07:03:54.689620Z",
    "timestamp": "2026-04-27T07:03:54.689633Z",
    "origin": "auto.subprocess.stdlib.subprocess",
    "tags": {
      "subprocess.pid": 11002
    },
    "data": {
      "thread.id": "140088320252800",
      "thread.name": "MainThread"
    }
  },
  {
    "trace_id": "38de741fe3d04e0682e6b704c9c4e69f",
    "span_id": "83f58bb3c8f269a0",
    "parent_span_id": "9265da2a806943d2",
    "same_process_as_parent": true,
    "op": "http.client",
    "description": "POST https://api.openai.com/v1/chat/completions",
    "start_timestamp": "2026-04-27T07:03:54.690549Z",
    "timestamp": "2026-04-27T07:03:55.527127Z",
    "origin": "auto.http.httpx",
    "status": "ok",
    "tags": {
      "http.status_code": "200",
      "status": "ok"
    },
    "data": {
      "thread.id": "140088320252800",
      "thread.name": "MainThread",
      "http.method": "POST",
      "url": "https://api.openai.com/v1/chat/completions",
      "http.query": "",
      "http.fragment": "",
      "http.response.status_code": 200,
      "reason": "OK",
      "code.lineno": 48,
      "code.namespace": "__main__",
      "code.filepath": "test-tool-call-agent-test-sync.py",
      "code.function": "main"
    }
  },
  {
    "trace_id": "38de741fe3d04e0682e6b704c9c4e69f",
    "span_id": "bfcf1db6c9d6ab9d",
    "parent_span_id": "a84c91d1a49c1b53",
    "same_process_as_parent": true,
    "op": "gen_ai.execute_tool",
    "description": "execute_tool add",
    "start_timestamp": "2026-04-27T07:03:55.543819Z",
    "timestamp": "2026-04-27T07:03:55.544492Z",
    "origin": "auto.ai.langchain",
    "data": {
      "thread.id": "140088142984896",
      "thread.name": "ThreadPoolExecutor-2_0",
      "gen_ai.operation.name": "execute_tool",
      "gen_ai.tool.name": "add",
      "gen_ai.tool.description": "Add two numbers together",
      "gen_ai.tool.input": "{\"a\": 3, \"b\": 5}",
      "gen_ai.tool.output": "{\"content\": \"8\", \"additional_kwargs\": {}, \"response_metadata\": {}, \"type\": \"tool\", \"name\": \"add\", \"id\": \"None\", \"tool_call_id\": \"call_YNyPyKIWyHbiXzFAFMx8M0Uq\", \"artifact\": \"None\", \"status\": \"success\"}"
    }
  },
  {
    "trace_id": "38de741fe3d04e0682e6b704c9c4e69f",
    "span_id": "971a4d41a2563773",
    "parent_span_id": "a84c91d1a49c1b53",
    "same_process_as_parent": true,
    "op": "gen_ai.chat",
    "description": "chat gpt-4o-mini",
    "start_timestamp": "2026-04-27T07:03:55.546234Z",
    "timestamp": "2026-04-27T07:03:56.617405Z",
    "origin": "auto.ai.langchain",
    "data": {
      "thread.id": "140088320252800",
      "thread.name": "MainThread",
      "gen_ai.operation.name": "chat",
      "gen_ai.request.model": "gpt-4o-mini",
      "gen_ai.system": "openai-chat",
      "gen_ai.request.available_tools": "[{\"name\": \"add\", \"description\": \"Add two numbers together\"}, {\"name\": \"multiply\", \"description\": \"Multiply two numbers together\"}]",
      "gen_ai.request.messages": "[{\"role\": \"tool\", \"content\": \"8\"}]",
      "gen_ai.response.model": "gpt-4o-mini-2024-07-18",
      "gen_ai.response.finish_reasons": [
        "tool_calls"
      ],
      "gen_ai.response.tool_calls": "[{\"name\": \"multiply\", \"args\": {\"a\": 8, \"b\": 4}, \"id\": \"call_3rHqERCCkv4bqvMpVrfTizqN\", \"type\": \"tool_call\"}]",
      "gen_ai.response.text": "",
      "gen_ai.usage.input_tokens": 133,
      "gen_ai.usage.output_tokens": 17,
      "gen_ai.usage.total_tokens": 150
    }
  },
  {
    "trace_id": "38de741fe3d04e0682e6b704c9c4e69f",
    "span_id": "b0c5848678136912",
    "parent_span_id": "971a4d41a2563773",
    "same_process_as_parent": true,
    "op": "http.client",
    "description": "POST https://api.openai.com/v1/chat/completions",
    "start_timestamp": "2026-04-27T07:03:55.549962Z",
    "timestamp": "2026-04-27T07:03:56.616130Z",
    "origin": "auto.http.httpx",
    "status": "ok",
    "tags": {
      "http.status_code": "200",
      "status": "ok"
    },
    "data": {
      "thread.id": "140088320252800",
      "thread.name": "MainThread",
      "http.method": "POST",
      "url": "https://api.openai.com/v1/chat/completions",
      "http.query": "",
      "http.fragment": "",
      "http.response.status_code": 200,
      "reason": "OK",
      "code.lineno": 48,
      "code.namespace": "__main__",
      "code.filepath": "test-tool-call-agent-test-sync.py",
      "code.function": "main"
    }
  },
  {
    "trace_id": "38de741fe3d04e0682e6b704c9c4e69f",
    "span_id": "834cab42267f3a2a",
    "parent_span_id": "a84c91d1a49c1b53",
    "same_process_as_parent": true,
    "op": "gen_ai.execute_tool",
    "description": "execute_tool multiply",
    "start_timestamp": "2026-04-27T07:03:56.623252Z",
    "timestamp": "2026-04-27T07:03:56.623926Z",
    "origin": "auto.ai.langchain",
    "data": {
      "thread.id": "140088142984896",
      "thread.name": "ThreadPoolExecutor-3_0",
      "gen_ai.operation.name": "execute_tool",
      "gen_ai.tool.name": "multiply",
      "gen_ai.tool.description": "Multiply two numbers together",
      "gen_ai.tool.input": "{\"a\": 8, \"b\": 4}",
      "gen_ai.tool.output": "{\"content\": \"32\", \"additional_kwargs\": {}, \"response_metadata\": {}, \"type\": \"tool\", \"name\": \"multiply\", \"id\": \"None\", \"tool_call_id\": \"call_3rHqERCCkv4bqvMpVrfTizqN\", \"artifact\": \"None\", \"status\": \"success\"}"
    }
  },
  {
    "trace_id": "38de741fe3d04e0682e6b704c9c4e69f",
    "span_id": "a53efb28b3ee120f",
    "parent_span_id": "a84c91d1a49c1b53",
    "same_process_as_parent": true,
    "op": "gen_ai.chat",
    "description": "chat gpt-4o-mini",
    "start_timestamp": "2026-04-27T07:03:56.626383Z",
    "timestamp": "2026-04-27T07:03:57.428776Z",
    "origin": "auto.ai.langchain",
    "data": {
      "thread.id": "140088320252800",
      "thread.name": "MainThread",
      "gen_ai.operation.name": "chat",
      "gen_ai.request.model": "gpt-4o-mini",
      "gen_ai.system": "openai-chat",
      "gen_ai.request.available_tools": "[{\"name\": \"add\", \"description\": \"Add two numbers together\"}, {\"name\": \"multiply\", \"description\": \"Multiply two numbers together\"}]",
      "gen_ai.request.messages": "[{\"role\": \"tool\", \"content\": \"32\"}]",
      "gen_ai.response.model": "gpt-4o-mini-2024-07-18",
      "gen_ai.response.finish_reasons": [
        "stop"
      ],
      "gen_ai.response.text": "The result of \\((3 + 5) * 4\\) is \\(32\\).",
      "gen_ai.usage.input_tokens": 162,
      "gen_ai.usage.output_tokens": 21,
      "gen_ai.usage.total_tokens": 183
    }
  },
  {
    "trace_id": "38de741fe3d04e0682e6b704c9c4e69f",
    "span_id": "9b2f8fd915881de1",
    "parent_span_id": "a53efb28b3ee120f",
    "same_process_as_parent": true,
    "op": "http.client",
    "description": "POST https://api.openai.com/v1/chat/completions",
    "start_timestamp": "2026-04-27T07:03:56.635589Z",
    "timestamp": "2026-04-27T07:03:57.427704Z",
    "origin": "auto.http.httpx",
    "status": "ok",
    "tags": {
      "http.status_code": "200",
      "status": "ok"
    },
    "data": {
      "thread.id": "140088320252800",
      "thread.name": "MainThread",
      "http.method": "POST",
      "url": "https://api.openai.com/v1/chat/completions",
      "http.query": "",
      "http.fragment": "",
      "http.response.status_code": 200,
      "reason": "OK",
      "code.lineno": 48,
      "code.namespace": "__main__",
      "code.filepath": "test-tool-call-agent-test-sync.py",
      "code.function": "main"
    }
  },
  {
    "span_id": "a002b60eb6d90dab",
    "trace_id": "38de741fe3d04e0682e6b704c9c4e69f",
    "parent_span_id": null,
    "op": "test",
    "description": "Tool Call Agent Test",
    "start_timestamp": "2026-04-27T07:03:54.679227Z",
    "timestamp": "2026-04-27T07:03:57.434780Z",
    "data": {
      "thread.id": "140088320252800",
      "thread.name": "MainThread"
    }
  }
]

[
  {
    "trace_id": "54c2cb61ff28483fbaa858d8f3f82c89",
    "span_id": "9c0649c4163680ad",
    "parent_span_id": "9dc92b1f42273af0",
    "same_process_as_parent": true,
    "op": "gen_ai.invoke_agent",
    "description": "invoke_agent math_assistant",
    "start_timestamp": "2026-04-27T07:03:54.649740Z",
    "timestamp": "2026-04-27T07:03:57.348161Z",
    "origin": "auto.ai.langgraph",
    "data": {
      "thread.id": "140397626665856",
      "thread.name": "MainThread",
      "gen_ai.pipeline.name": "math_assistant",
      "gen_ai.agent.name": "math_assistant",
      "gen_ai.operation.name": "invoke_agent",
      "gen_ai.request.messages": "[{\"role\": \"user\", \"content\": \"Calculate (3 + 5) * 4. First use the add tool to add 3 and 5, then use the multiply tool to multiply the result by 4.\", \"response_metadata\": {}}]",
      "gen_ai.usage.input_tokens": 399,
      "gen_ai.usage.output_tokens": 53,
      "gen_ai.usage.total_tokens": 452,
      "gen_ai.response.model": "gpt-4o-mini-2024-07-18",
      "gen_ai.response.text": "The result of the calculation (3 + 5) * 4 is 32.",
      "gen_ai.response.tool_calls": "[{\"name\": \"add\", \"args\": {\"a\": 3, \"b\": 5}, \"id\": \"call_6xABDkoUb3HwPxu6p4CEWkgv\", \"type\": \"tool_call\"}, {\"name\": \"multiply\", \"args\": {\"a\": 8, \"b\": 4}, \"id\": \"call_lpc8YNgEDCA8a31RXsByhmct\", \"type\": \"tool_call\"}]"
    }
  },
  {
    "trace_id": "54c2cb61ff28483fbaa858d8f3f82c89",
    "span_id": "ba728c07c63a7a82",
    "parent_span_id": "9c0649c4163680ad",
    "same_process_as_parent": true,
    "op": "gen_ai.chat",
    "description": "chat gpt-4o-mini",
    "start_timestamp": "2026-04-27T07:03:54.654010Z",
    "timestamp": "2026-04-27T07:03:55.577722Z",
    "origin": "auto.ai.langchain",
    "data": {
      "thread.id": "140397447739072",
      "thread.name": "asyncio_0",
      "gen_ai.operation.name": "chat",
      "gen_ai.request.model": "gpt-4o-mini",
      "gen_ai.system": "openai-chat",
      "gen_ai.request.available_tools": "[{\"name\": \"add\", \"description\": \"Add two numbers together\"}, {\"name\": \"multiply\", \"description\": \"Multiply two numbers together\"}]",
      "gen_ai.request.messages": "[{\"role\": \"user\", \"content\": \"Calculate (3 + 5) * 4. First use the add tool to add 3 and 5, then use the multiply tool to multiply the result by 4.\"}]",
      "gen_ai.response.model": "gpt-4o-mini-2024-07-18",
      "gen_ai.response.finish_reasons": [
        "tool_calls"
      ],
      "gen_ai.response.tool_calls": "[{\"name\": \"add\", \"args\": {\"a\": 3, \"b\": 5}, \"id\": \"call_6xABDkoUb3HwPxu6p4CEWkgv\", \"type\": \"tool_call\"}]",
      "gen_ai.response.text": "",
      "gen_ai.usage.input_tokens": 104,
      "gen_ai.usage.output_tokens": 17,
      "gen_ai.usage.total_tokens": 121
    }
  },
  {
    "trace_id": "54c2cb61ff28483fbaa858d8f3f82c89",
    "span_id": "be259f0a16ce915a",
    "parent_span_id": "ba728c07c63a7a82",
    "same_process_as_parent": true,
    "op": "subprocess",
    "description": "uname -p",
    "start_timestamp": "2026-04-27T07:03:54.657630Z",
    "timestamp": "2026-04-27T07:03:54.658649Z",
    "origin": "auto.subprocess.stdlib.subprocess",
    "tags": {
      "subprocess.pid": 11000
    },
    "data": {
      "thread.id": "140397447739072",
      "thread.name": "asyncio_0"
    }
  },
  {
    "trace_id": "54c2cb61ff28483fbaa858d8f3f82c89",
    "span_id": "ac1f0feca1df6c80",
    "parent_span_id": "ba728c07c63a7a82",
    "same_process_as_parent": true,
    "op": "subprocess.communicate",
    "description": null,
    "start_timestamp": "2026-04-27T07:03:54.658747Z",
    "timestamp": "2026-04-27T07:03:54.659537Z",
    "origin": "auto.subprocess.stdlib.subprocess",
    "tags": {
      "subprocess.pid": 11000
    },
    "data": {
      "thread.id": "140397447739072",
      "thread.name": "asyncio_0"
    }
  },
  {
    "trace_id": "54c2cb61ff28483fbaa858d8f3f82c89",
    "span_id": "88c003b38fcfa676",
    "parent_span_id": "ac1f0feca1df6c80",
    "same_process_as_parent": true,
    "op": "subprocess.wait",
    "description": null,
    "start_timestamp": "2026-04-27T07:03:54.659496Z",
    "timestamp": "2026-04-27T07:03:54.659529Z",
    "origin": "auto.subprocess.stdlib.subprocess",
    "tags": {
      "subprocess.pid": 11000
    },
    "data": {
      "thread.id": "140397447739072",
      "thread.name": "asyncio_0"
    }
  },
  {
    "trace_id": "54c2cb61ff28483fbaa858d8f3f82c89",
    "span_id": "9cc7ac26e31546ff",
    "parent_span_id": "ba728c07c63a7a82",
    "same_process_as_parent": true,
    "op": "subprocess.wait",
    "description": null,
    "start_timestamp": "2026-04-27T07:03:54.659569Z",
    "timestamp": "2026-04-27T07:03:54.659581Z",
    "origin": "auto.subprocess.stdlib.subprocess",
    "tags": {
      "subprocess.pid": 11000
    },
    "data": {
      "thread.id": "140397447739072",
      "thread.name": "asyncio_0"
    }
  },
  {
    "trace_id": "54c2cb61ff28483fbaa858d8f3f82c89",
    "span_id": "ba5347bb07e4d429",
    "parent_span_id": "ba728c07c63a7a82",
    "same_process_as_parent": true,
    "op": "http.client",
    "description": "POST https://api.openai.com/v1/chat/completions",
    "start_timestamp": "2026-04-27T07:03:54.660706Z",
    "timestamp": "2026-04-27T07:03:55.563517Z",
    "origin": "auto.http.httpx",
    "status": "ok",
    "tags": {
      "http.status_code": "200",
      "status": "ok"
    },
    "data": {
      "thread.id": "140397626665856",
      "thread.name": "MainThread",
      "http.method": "POST",
      "url": "https://api.openai.com/v1/chat/completions",
      "http.query": "",
      "http.fragment": "",
      "http.response.status_code": 200,
      "reason": "OK",
      "code.lineno": 59,
      "code.namespace": "__main__",
      "code.filepath": "test-tool-call-agent-test-async.py",
      "code.function": "<module>"
    }
  },
  {
    "trace_id": "54c2cb61ff28483fbaa858d8f3f82c89",
    "span_id": "ba6f382168e1aced",
    "parent_span_id": "9c0649c4163680ad",
    "same_process_as_parent": true,
    "op": "gen_ai.execute_tool",
    "description": "execute_tool add",
    "start_timestamp": "2026-04-27T07:03:55.580312Z",
    "timestamp": "2026-04-27T07:03:55.581087Z",
    "origin": "auto.ai.langchain",
    "data": {
      "thread.id": "140397447739072",
      "thread.name": "asyncio_0",
      "gen_ai.operation.name": "execute_tool",
      "gen_ai.tool.name": "add",
      "gen_ai.tool.description": "Add two numbers together",
      "gen_ai.tool.input": "{\"a\": 3, \"b\": 5}",
      "gen_ai.tool.output": "{\"content\": \"8\", \"additional_kwargs\": {}, \"response_metadata\": {}, \"type\": \"tool\", \"name\": \"add\", \"id\": \"None\", \"tool_call_id\": \"call_6xABDkoUb3HwPxu6p4CEWkgv\", \"artifact\": \"None\", \"status\": \"success\"}"
    }
  },
  {
    "trace_id": "54c2cb61ff28483fbaa858d8f3f82c89",
    "span_id": "9eaed0d02543c8f7",
    "parent_span_id": "9c0649c4163680ad",
    "same_process_as_parent": true,
    "op": "gen_ai.chat",
    "description": "chat gpt-4o-mini",
    "start_timestamp": "2026-04-27T07:03:55.583241Z",
    "timestamp": "2026-04-27T07:03:56.488813Z",
    "origin": "auto.ai.langchain",
    "data": {
      "thread.id": "140397430957760",
      "thread.name": "asyncio_1",
      "gen_ai.operation.name": "chat",
      "gen_ai.request.model": "gpt-4o-mini",
      "gen_ai.system": "openai-chat",
      "gen_ai.request.available_tools": "[{\"name\": \"add\", \"description\": \"Add two numbers together\"}, {\"name\": \"multiply\", \"description\": \"Multiply two numbers together\"}]",
      "gen_ai.request.messages": "[{\"role\": \"tool\", \"content\": \"8\"}]",
      "gen_ai.response.model": "gpt-4o-mini-2024-07-18",
      "gen_ai.response.finish_reasons": [
        "tool_calls"
      ],
      "gen_ai.response.tool_calls": "[{\"name\": \"multiply\", \"args\": {\"a\": 8, \"b\": 4}, \"id\": \"call_lpc8YNgEDCA8a31RXsByhmct\", \"type\": \"tool_call\"}]",
      "gen_ai.response.text": "",
      "gen_ai.usage.input_tokens": 133,
      "gen_ai.usage.output_tokens": 17,
      "gen_ai.usage.total_tokens": 150
    }
  },
  {
    "trace_id": "54c2cb61ff28483fbaa858d8f3f82c89",
    "span_id": "b6b4f23b3ca2f13f",
    "parent_span_id": "9eaed0d02543c8f7",
    "same_process_as_parent": true,
    "op": "http.client",
    "description": "POST https://api.openai.com/v1/chat/completions",
    "start_timestamp": "2026-04-27T07:03:55.586615Z",
    "timestamp": "2026-04-27T07:03:56.481706Z",
    "origin": "auto.http.httpx",
    "status": "ok",
    "tags": {
      "http.status_code": "200",
      "status": "ok"
    },
    "data": {
      "thread.id": "140397626665856",
      "thread.name": "MainThread",
      "http.method": "POST",
      "url": "https://api.openai.com/v1/chat/completions",
      "http.query": "",
      "http.fragment": "",
      "http.response.status_code": 200,
      "reason": "OK",
      "code.lineno": 59,
      "code.namespace": "__main__",
      "code.filepath": "test-tool-call-agent-test-async.py",
      "code.function": "<module>"
    }
  },
  {
    "trace_id": "54c2cb61ff28483fbaa858d8f3f82c89",
    "span_id": "aa6a20db475d0ae4",
    "parent_span_id": "9c0649c4163680ad",
    "same_process_as_parent": true,
    "op": "gen_ai.execute_tool",
    "description": "execute_tool multiply",
    "start_timestamp": "2026-04-27T07:03:56.491232Z",
    "timestamp": "2026-04-27T07:03:56.491922Z",
    "origin": "auto.ai.langchain",
    "data": {
      "thread.id": "140397430957760",
      "thread.name": "asyncio_1",
      "gen_ai.operation.name": "execute_tool",
      "gen_ai.tool.name": "multiply",
      "gen_ai.tool.description": "Multiply two numbers together",
      "gen_ai.tool.input": "{\"a\": 8, \"b\": 4}",
      "gen_ai.tool.output": "{\"content\": \"32\", \"additional_kwargs\": {}, \"response_metadata\": {}, \"type\": \"tool\", \"name\": \"multiply\", \"id\": \"None\", \"tool_call_id\": \"call_lpc8YNgEDCA8a31RXsByhmct\", \"artifact\": \"None\", \"status\": \"success\"}"
    }
  },
  {
    "trace_id": "54c2cb61ff28483fbaa858d8f3f82c89",
    "span_id": "9bd4e7b6c56b59ad",
    "parent_span_id": "9c0649c4163680ad",
    "same_process_as_parent": true,
    "op": "gen_ai.chat",
    "description": "chat gpt-4o-mini",
    "start_timestamp": "2026-04-27T07:03:56.496717Z",
    "timestamp": "2026-04-27T07:03:57.345557Z",
    "origin": "auto.ai.langchain",
    "data": {
      "thread.id": "140397430957760",
      "thread.name": "asyncio_1",
      "gen_ai.operation.name": "chat",
      "gen_ai.request.model": "gpt-4o-mini",
      "gen_ai.system": "openai-chat",
      "gen_ai.request.available_tools": "[{\"name\": \"add\", \"description\": \"Add two numbers together\"}, {\"name\": \"multiply\", \"description\": \"Multiply two numbers together\"}]",
      "gen_ai.request.messages": "[{\"role\": \"tool\", \"content\": \"32\"}]",
      "gen_ai.response.model": "gpt-4o-mini-2024-07-18",
      "gen_ai.response.finish_reasons": [
        "stop"
      ],
      "gen_ai.response.text": "The result of the calculation (3 + 5) * 4 is 32.",
      "gen_ai.usage.input_tokens": 162,
      "gen_ai.usage.output_tokens": 19,
      "gen_ai.usage.total_tokens": 181
    }
  },
  {
    "trace_id": "54c2cb61ff28483fbaa858d8f3f82c89",
    "span_id": "a7d8cb709707a981",
    "parent_span_id": "9bd4e7b6c56b59ad",
    "same_process_as_parent": true,
    "op": "http.client",
    "description": "POST https://api.openai.com/v1/chat/completions",
    "start_timestamp": "2026-04-27T07:03:56.503116Z",
    "timestamp": "2026-04-27T07:03:57.337498Z",
    "origin": "auto.http.httpx",
    "status": "ok",
    "tags": {
      "http.status_code": "200",
      "status": "ok"
    },
    "data": {
      "thread.id": "140397626665856",
      "thread.name": "MainThread",
      "http.method": "POST",
      "url": "https://api.openai.com/v1/chat/completions",
      "http.query": "",
      "http.fragment": "",
      "http.response.status_code": 200,
      "reason": "OK",
      "code.lineno": 59,
      "code.namespace": "__main__",
      "code.filepath": "test-tool-call-agent-test-async.py",
      "code.function": "<module>"
    }
  },
  {
    "span_id": "9dc92b1f42273af0",
    "trace_id": "54c2cb61ff28483fbaa858d8f3f82c89",
    "parent_span_id": null,
    "op": "test",
    "description": "Tool Call Agent Test",
    "start_timestamp": "2026-04-27T07:03:54.648852Z",
    "timestamp": "2026-04-27T07:03:57.355185Z",
    "data": {
      "thread.id": "140397626665856",
      "thread.name": "MainThread"
    }
  }
]