feat: make prompt more robust

This commit is contained in:
Greyson LaLonde
2025-11-04 14:55:44 -05:00
parent 76f9d505ad
commit 01a2e218ef
5 changed files with 680 additions and 1494 deletions

View File

@@ -1,7 +1,7 @@
from __future__ import annotations
import asyncio
from collections.abc import Sequence
from collections.abc import Callable, Sequence
import json
import shutil
import subprocess
@@ -314,14 +314,14 @@ class Agent(BaseAgent):
# Generate the schema based on the output format
if task.output_json:
schema_dict = generate_model_description(task.output_json)
schema = json.dumps(schema_dict["json_schema"]["schema"], indent=2)
schema = json.dumps(schema_dict, indent=2)
task_prompt += "\n" + self.i18n.slice(
"formatted_task_instructions"
).format(output_format=schema)
elif task.output_pydantic:
schema_dict = generate_model_description(task.output_pydantic)
schema = json.dumps(schema_dict["json_schema"]["schema"], indent=2)
schema = json.dumps(schema_dict, indent=2)
task_prompt += "\n" + self.i18n.slice(
"formatted_task_instructions"
).format(output_format=schema)
@@ -612,7 +612,7 @@ class Agent(BaseAgent):
)
self.agent_executor = CrewAgentExecutor(
llm=self.llm,
llm=self.llm, # type: ignore[arg-type]
task=task, # type: ignore[arg-type]
agent=self,
crew=self.crew,
@@ -762,7 +762,7 @@ class Agent(BaseAgent):
path = parsed.path.replace("/", "_").strip("_")
return f"{domain}_{path}" if path else domain
def _get_mcp_tool_schemas(self, server_params: dict) -> dict[str, dict]:
def _get_mcp_tool_schemas(self, server_params: dict[str, Any]) -> Any:
"""Get tool schemas from MCP server for wrapper creation with caching."""
server_url = server_params["url"]
@@ -794,7 +794,7 @@ class Agent(BaseAgent):
async def _get_mcp_tool_schemas_async(
self, server_params: dict[str, Any]
) -> dict[str, dict]:
) -> dict[str, dict[str, Any]]:
"""Async implementation of MCP tool schema retrieval with timeouts and retries."""
server_url = server_params["url"]
return await self._retry_mcp_discovery(
@@ -802,7 +802,7 @@ class Agent(BaseAgent):
)
async def _retry_mcp_discovery(
self, operation_func, server_url: str
self, operation_func: Callable[[Any], Any], server_url: str
) -> dict[str, dict[str, Any]]:
"""Retry MCP discovery operation with exponential backoff, avoiding try-except in loop."""
last_error = None
@@ -833,7 +833,7 @@ class Agent(BaseAgent):
@staticmethod
async def _attempt_mcp_discovery(
operation_func, server_url: str
operation_func: Callable[[Any], Any], server_url: str
) -> tuple[dict[str, dict[str, Any]] | None, str, bool]:
"""Attempt single MCP discovery operation and return (result, error_message, should_retry)."""
try:
@@ -937,13 +937,13 @@ class Agent(BaseAgent):
Field(..., description=field_description),
)
else:
field_definitions[field_name] = (
field_definitions[field_name] = ( # type: ignore[assignment]
field_type | None,
Field(default=None, description=field_description),
)
model_name = f"{tool_name.replace('-', '_').replace(' ', '_')}Schema"
return create_model(model_name, **field_definitions)
return create_model(model_name, **field_definitions) # type: ignore[call-overload,no-any-return]
def _json_type_to_python(self, field_schema: dict[str, Any]) -> type:
"""Convert JSON Schema type to Python type.
@@ -963,12 +963,12 @@ class Agent(BaseAgent):
if "const" in option:
types.append(str)
else:
types.append(self._json_type_to_python(option))
types.append(self._json_type_to_python(option)) # type: ignore[arg-type]
unique_types = list(set(types))
if len(unique_types) > 1:
result = unique_types[0]
for t in unique_types[1:]:
result = result | t
result = result | t # type: ignore[assignment]
return result
return unique_types[0]
@@ -981,10 +981,10 @@ class Agent(BaseAgent):
"object": dict,
}
return type_mapping.get(json_type, Any)
return type_mapping.get(json_type, Any) # type: ignore[arg-type]
@staticmethod
def _fetch_amp_mcp_servers(mcp_name: str) -> list[dict]:
def _fetch_amp_mcp_servers(mcp_name: str) -> list[dict[str, Any]]:
"""Fetch MCP server configurations from CrewAI AMP API."""
# TODO: Implement AMP API call to "integrations/mcps" endpoint
# Should return list of server configs with URLs
@@ -1211,11 +1211,11 @@ class Agent(BaseAgent):
if self.apps:
platform_tools = self.get_platform_tools(self.apps)
if platform_tools:
self.tools.extend(platform_tools)
self.tools.extend(platform_tools) # type: ignore[union-attr]
if self.mcps:
mcps = self.get_mcp_tools(self.mcps)
if mcps:
self.tools.extend(mcps)
self.tools.extend(mcps) # type: ignore[union-attr]
lite_agent = LiteAgent(
id=self.id,

View File

@@ -22,7 +22,7 @@
"summarize_instruction": "Summarize the following text, make sure to include all the important information: {group}",
"summary": "This is a summary of our conversation so far:\n{merged_summary}",
"manager_request": "Your best answer to your coworker asking you this, accounting for the context shared.",
"formatted_task_instructions": "Ensure your final answer contains only the content in the following format: {output_format}\n\nEnsure the final output does not include any code block markers like ```json or ```python.",
"formatted_task_instructions": "Ensure your final answer strictly adheres to the following OpenAPI schema: {output_format}\n\nDo not include the OpenAPI schema in the final output. Ensure the final output does not include any code block markers like ```json or ```python.",
"conversation_history_instruction": "You are a member of a crew collaborating to achieve a common goal. Your task is a specific action that contributes to this larger objective. For additional context, please review the conversation history between you and the user that led to the initiation of this crew. Use any relevant information or feedback from the conversation to inform your task execution and ensure your response aligns with both the immediate task and the crew's overall goals.",
"feedback_instructions": "User feedback: {feedback}\nInstructions: Use this feedback to enhance the next output iteration.\nNote: Do not respond or add commentary.",
"lite_agent_system_prompt_with_tools": "You are {role}. {backstory}\nYour personal goal is: {goal}\n\nYou ONLY have access to the following tools, and should NEVER make up tools that are not listed here:\n\n{tools}\n\nIMPORTANT: Use the following format in your response:\n\n```\nThought: you should always think about what to do\nAction: the action to take, only one name of [{tool_names}], just the name, exactly as it's written.\nAction Input: the input to the action, just a simple JSON object, enclosed in curly braces, using \" to wrap keys and values.\nObservation: the result of the action\n```\n\nOnce all necessary information is gathered, return the following format:\n\n```\nThought: I now know the final answer\nFinal Answer: the final answer to the original input question\n```",

View File

@@ -510,4 +510,139 @@ interactions:
status:
code: 200
message: OK
- request:
body: '{"messages":[{"role":"system","content":"You are Scorer. You''re an expert
scorer, specialized in scoring titles.\nYour personal goal is: Score the title\nTo
give my best complete final answer to the task respond using the exact following
format:\n\nThought: I now can give a great answer\nFinal Answer: Your final
answer must be the great and the most complete as possible, it must be outcome
described.\n\nI MUST use these formats, my job depends on it!"},{"role":"user","content":"\nCurrent
Task: Give me an integer score between 1-5 for the following title: ''The impact
of AI in the future of work''\n\nThis is the expected criteria for your final
answer: The score of the title.\nyou MUST return the actual complete content
as the final answer, not a summary.\nEnsure your final answer strictly adheres
to the following OpenAPI schema: {\n \"type\": \"json_schema\",\n \"json_schema\":
{\n \"name\": \"ScoreOutput\",\n \"strict\": true,\n \"schema\": {\n \"properties\":
{\n \"score\": {\n \"title\": \"Score\",\n \"type\":
\"integer\"\n }\n },\n \"required\": [\n \"score\"\n ],\n \"title\":
\"ScoreOutput\",\n \"type\": \"object\",\n \"additionalProperties\":
false\n }\n }\n}\n\nDo not include the OpenAPI schema in the final output.
Ensure the final output does not include any code block markers like ```json
or ```python.\n\nBegin! This is VERY important to you, use the tools available
and give your best Final Answer, your job depends on it!\n\nThought:"},{"role":"user","content":"I
did it wrong. Invalid Format: I missed the ''Action:'' after ''Thought:''. I
will do right next, and don''t use a tool I have already used.\n\nIf you don''t
need to use any more tools, you must give your best complete final answer, make
sure it satisfies the expected criteria, use the EXACT format below:\n\n```\nThought:
I now can give a great answer\nFinal Answer: my best complete final answer to
the task.\n\n```"}],"model":"gpt-4.1-mini"}'
headers:
accept:
- application/json
accept-encoding:
- gzip, deflate, zstd
connection:
- keep-alive
content-length:
- '2022'
content-type:
- application/json
cookie:
- _cfuvid=TvP4GePeQO8E5c_xWNGzJb84f940MFRG_lZ_0hWAc5M-1761895510432-0.0.1.1-604800000
host:
- api.openai.com
user-agent:
- OpenAI/Python 1.109.1
x-stainless-arch:
- arm64
x-stainless-async:
- 'false'
x-stainless-lang:
- python
x-stainless-os:
- MacOS
x-stainless-package-version:
- 1.109.1
x-stainless-read-timeout:
- '600'
x-stainless-retry-count:
- '0'
x-stainless-runtime:
- CPython
x-stainless-runtime-version:
- 3.12.10
method: POST
uri: https://api.openai.com/v1/chat/completions
response:
body:
string: !!binary |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headers:
CF-RAY:
- 99969eea9b25729f-EWR
Connection:
- keep-alive
Content-Encoding:
- gzip
Content-Type:
- application/json
Date:
- Tue, 04 Nov 2025 19:47:01 GMT
Server:
- cloudflare
Set-Cookie:
- __cf_bm=95CW5iG5JJkPq3T3uSAojHQikclJ8zeoTBbUbVKeEZw-1762285621-1.0.1.1-GDrBsREnZ2WqnXLl1wbeEZyDawYzgkp7WjNDRMOG5ahazKEbl19SVYAEj.SnDW7_zTUYE1D0FYrVW68WEBoI.Ze0dJfqcNyslfKHGMLDmt4;
path=/; expires=Tue, 04-Nov-25 20:17:01 GMT; domain=.api.openai.com; HttpOnly;
Secure; SameSite=None
- _cfuvid=0Y3evxGyH4NLhrIyVY8e6YT_Dizu7Rnyth1.rBGY.BQ-1762285621491-0.0.1.1-604800000;
path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None
Strict-Transport-Security:
- max-age=31536000; includeSubDomains; preload
Transfer-Encoding:
- chunked
X-Content-Type-Options:
- nosniff
access-control-expose-headers:
- X-Request-ID
alt-svc:
- h3=":443"; ma=86400
cf-cache-status:
- DYNAMIC
openai-organization:
- user-ey7th29prfg7qkhriu5kkphq
openai-processing-ms:
- '449'
openai-project:
- proj_E14YUf6ccBtOzz2aSr0CLtB7
openai-version:
- '2020-10-01'
x-envoy-upstream-service-time:
- '542'
x-openai-proxy-wasm:
- v0.1
x-ratelimit-limit-requests:
- '200'
x-ratelimit-limit-tokens:
- '100000'
x-ratelimit-remaining-requests:
- '196'
x-ratelimit-remaining-tokens:
- '95395'
x-ratelimit-reset-requests:
- 25m7.889s
x-ratelimit-reset-tokens:
- 33h9m0.209s
x-request-id:
- req_e6e321397f9c41da9d1e45d3a66384be
status:
code: 200
message: OK
version: 1

View File

@@ -1,15 +1,116 @@
interactions:
- request:
body: '{"messages": [{"role": "system", "content": "You are test role. test backstory\nYour
body: '{"trace_id": "c5fee2b4-f922-4531-83d2-c94e39867213", "execution_type":
"crew", "user_identifier": null, "execution_context": {"crew_fingerprint": null,
"crew_name": "crew", "flow_name": null, "crewai_version": "1.3.0", "privacy_level":
"standard"}, "execution_metadata": {"expected_duration_estimate": 300, "agent_count":
0, "task_count": 0, "flow_method_count": 0, "execution_started_at": "2025-11-04T20:10:15.693576+00:00"},
"ephemeral_trace_id": "c5fee2b4-f922-4531-83d2-c94e39867213"}'
headers:
Accept:
- '*/*'
Accept-Encoding:
- gzip, deflate, zstd
Connection:
- keep-alive
Content-Length:
- '488'
Content-Type:
- application/json
User-Agent:
- CrewAI-CLI/1.3.0
X-Crewai-Organization-Id:
- 73c2b193-f579-422c-84c7-76a39a1da77f
X-Crewai-Version:
- 1.3.0
method: POST
uri: https://app.crewai.com/crewai_plus/api/v1/tracing/ephemeral/batches
response:
body:
string: '{"id":"1f8684dc-a5a5-49a3-9e53-02521d3f66ce","ephemeral_trace_id":"c5fee2b4-f922-4531-83d2-c94e39867213","execution_type":"crew","crew_name":"crew","flow_name":null,"status":"running","duration_ms":null,"crewai_version":"1.3.0","total_events":0,"execution_context":{"crew_fingerprint":null,"crew_name":"crew","flow_name":null,"crewai_version":"1.3.0","privacy_level":"standard"},"created_at":"2025-11-04T20:10:15.987Z","updated_at":"2025-11-04T20:10:15.987Z","access_code":"TRACE-6762bf804f","user_identifier":null}'
headers:
Connection:
- keep-alive
Content-Length:
- '515'
Content-Type:
- application/json; charset=utf-8
Date:
- Tue, 04 Nov 2025 20:10:15 GMT
cache-control:
- no-store
content-security-policy:
- 'default-src ''self'' *.app.crewai.com app.crewai.com; script-src ''self''
''unsafe-inline'' *.app.crewai.com app.crewai.com https://cdn.jsdelivr.net/npm/apexcharts
https://www.gstatic.com https://run.pstmn.io https://apis.google.com https://apis.google.com/js/api.js
https://accounts.google.com https://accounts.google.com/gsi/client https://cdnjs.cloudflare.com/ajax/libs/normalize/8.0.1/normalize.min.css.map
https://*.google.com https://docs.google.com https://slides.google.com https://js.hs-scripts.com
https://js.sentry-cdn.com https://browser.sentry-cdn.com https://www.googletagmanager.com
https://js-na1.hs-scripts.com https://js.hubspot.com http://js-na1.hs-scripts.com
https://bat.bing.com https://cdn.amplitude.com https://cdn.segment.com https://d1d3n03t5zntha.cloudfront.net/
https://descriptusercontent.com https://edge.fullstory.com https://googleads.g.doubleclick.net
https://js.hs-analytics.net https://js.hs-banner.com https://js.hsadspixel.net
https://js.hscollectedforms.net https://js.usemessages.com https://snap.licdn.com
https://static.cloudflareinsights.com https://static.reo.dev https://www.google-analytics.com
https://share.descript.com/; style-src ''self'' ''unsafe-inline'' *.app.crewai.com
app.crewai.com https://cdn.jsdelivr.net/npm/apexcharts; img-src ''self'' data:
*.app.crewai.com app.crewai.com https://zeus.tools.crewai.com https://dashboard.tools.crewai.com
https://cdn.jsdelivr.net https://forms.hsforms.com https://track.hubspot.com
https://px.ads.linkedin.com https://px4.ads.linkedin.com https://www.google.com
https://www.google.com.br; font-src ''self'' data: *.app.crewai.com app.crewai.com;
connect-src ''self'' *.app.crewai.com app.crewai.com https://zeus.tools.crewai.com
https://connect.useparagon.com/ https://zeus.useparagon.com/* https://*.useparagon.com/*
https://run.pstmn.io https://connect.tools.crewai.com/ https://*.sentry.io
https://www.google-analytics.com https://edge.fullstory.com https://rs.fullstory.com
https://api.hubspot.com https://forms.hscollectedforms.net https://api.hubapi.com
https://px.ads.linkedin.com https://px4.ads.linkedin.com https://google.com/pagead/form-data/16713662509
https://google.com/ccm/form-data/16713662509 https://www.google.com/ccm/collect
https://worker-actionkit.tools.crewai.com https://api.reo.dev; frame-src ''self''
*.app.crewai.com app.crewai.com https://connect.useparagon.com/ https://zeus.tools.crewai.com
https://zeus.useparagon.com/* https://connect.tools.crewai.com/ https://docs.google.com
https://drive.google.com https://slides.google.com https://accounts.google.com
https://*.google.com https://app.hubspot.com/ https://td.doubleclick.net https://www.googletagmanager.com/
https://www.youtube.com https://share.descript.com'
etag:
- W/"9f608fc76333784b9bcf26a737b13a4c"
expires:
- '0'
permissions-policy:
- camera=(), microphone=(self), geolocation=()
pragma:
- no-cache
referrer-policy:
- strict-origin-when-cross-origin
strict-transport-security:
- max-age=63072000; includeSubDomains
vary:
- Accept
x-content-type-options:
- nosniff
x-frame-options:
- SAMEORIGIN
x-permitted-cross-domain-policies:
- none
x-request-id:
- 74f66b2a-09eb-49ba-bde2-9622a962d2c1
x-runtime:
- '0.054317'
x-xss-protection:
- 1; mode=block
status:
code: 201
message: Created
- request:
body: '{"messages":[{"role":"system","content":"You are test role. test backstory\nYour
personal goal is: test goal\nTo give my best complete final answer to the task
respond using the exact following format:\n\nThought: I now can give a great
answer\nFinal Answer: Your final answer must be the great and the most complete
as possible, it must be outcome described.\n\nI MUST use these formats, my job
depends on it!"}, {"role": "user", "content": "\nCurrent Task: Analyze the data\n\nThis
depends on it!"},{"role":"user","content":"\nCurrent Task: Analyze the data\n\nThis
is the expected criteria for your final answer: Analysis report\nyou MUST return
the actual complete content as the final answer, not a summary.\n\nBegin! This
is VERY important to you, use the tools available and give your best Final Answer,
your job depends on it!\n\nThought:"}], "model": "gpt-4o-mini", "stop": ["\nObservation:"]}'
your job depends on it!\n\nThought:"}],"model":"gpt-4.1-mini"}'
headers:
accept:
- application/json
@@ -18,15 +119,13 @@ interactions:
connection:
- keep-alive
content-length:
- '822'
- '785'
content-type:
- application/json
cookie:
- _cfuvid=wu1mwFBixM_Cn8wLLh.nRacWi8OMVBrEyBNuF_Htz6I-1743463498282-0.0.1.1-604800000
host:
- api.openai.com
user-agent:
- OpenAI/Python 1.93.0
- OpenAI/Python 1.109.1
x-stainless-arch:
- arm64
x-stainless-async:
@@ -36,62 +135,49 @@ interactions:
x-stainless-os:
- MacOS
x-stainless-package-version:
- 1.93.0
x-stainless-raw-response:
- 'true'
- 1.109.1
x-stainless-read-timeout:
- '600.0'
- '600'
x-stainless-retry-count:
- '0'
x-stainless-runtime:
- CPython
x-stainless-runtime-version:
- 3.11.12
- 3.12.10
method: POST
uri: https://api.openai.com/v1/chat/completions
response:
body:
string: !!binary |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H4sIAAAAAAAAA4xWzW4cNxK+6ykKfbKBnoH153jnprWdSIfdg+1kEawCgUNWd1fMJmlW9cjjwEDe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headers:
CF-RAY:
- 97144c27cad01abc-GRU
- 9996c0f94ca6227d-EWR
Connection:
- keep-alive
Content-Encoding:
@@ -99,14 +185,14 @@ interactions:
Content-Type:
- application/json
Date:
- Mon, 18 Aug 2025 20:53:07 GMT
- Tue, 04 Nov 2025 20:10:21 GMT
Server:
- cloudflare
Set-Cookie:
- __cf_bm=gumItH7ZRtD4GgE2NL8KJd5b0g0ukzMySphsV0ru1LE-1755550387-1.0.1.1-iwCn2q9kDpJVTaZu1Swtv1kYCiM39NBeviV1R9awG4XHHMKnojkbu6T7jh_Z3UxfNbluVCsI6RMKj.2rEPp1IcH63gHUQdJfHF71CdCZ3Uc;
path=/; expires=Mon, 18-Aug-25 21:23:07 GMT; domain=.api.openai.com; HttpOnly;
- __cf_bm=Zz95t.6HBO6NiBit.gpgMTLYdJBipfSa_iY6V69NgwU-1762287021-1.0.1.1-wJ0tJaeb7D3q7rcbm8l9SbDk1R2A.QvpoplnPqI_K8rw4i._UhYoSkQzz0oCdhdZK938w4fgHLvq0zeZwsUr8jVVKRwuL384MJ3y62STLMQ;
path=/; expires=Tue, 04-Nov-25 20:40:21 GMT; domain=.api.openai.com; HttpOnly;
Secure; SameSite=None
- _cfuvid=d7iU8FXLKWOoICtn52jYIApBpBp20kALP6yQjOvXHvQ-1755550387858-0.0.1.1-604800000;
- _cfuvid=8p4cva_UMqpX8AelVfP90CMUitHWznQDwsHts.Z_8j4-1762287021106-0.0.1.1-604800000;
path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None
Strict-Transport-Security:
- max-age=31536000; includeSubDomains; preload
@@ -121,449 +207,31 @@ interactions:
cf-cache-status:
- DYNAMIC
openai-organization:
- crewai-iuxna1
- user-ey7th29prfg7qkhriu5kkphq
openai-processing-ms:
- '14516'
- '5111'
openai-project:
- proj_xitITlrFeen7zjNSzML82h9x
- proj_E14YUf6ccBtOzz2aSr0CLtB7
openai-version:
- '2020-10-01'
x-envoy-upstream-service-time:
- '14596'
x-ratelimit-limit-project-tokens:
- '150000000'
- '5175'
x-openai-proxy-wasm:
- v0.1
x-ratelimit-limit-requests:
- '30000'
- '200'
x-ratelimit-limit-tokens:
- '150000000'
x-ratelimit-remaining-project-tokens:
- '149999830'
- '100000'
x-ratelimit-remaining-requests:
- '29999'
- '195'
x-ratelimit-remaining-tokens:
- '149999827'
x-ratelimit-reset-project-tokens:
- 0s
- '94712'
x-ratelimit-reset-requests:
- 2ms
- 30m40.919s
x-ratelimit-reset-tokens:
- 0s
- 38h4m8.279s
x-request-id:
- req_3c1af5f5590a4b76b33f3fbf7d3a3288
status:
code: 200
message: OK
- request:
body: '{"trace_id": "ebe3e255-33a6-4b40-8c73-acc782e2cb2e", "execution_type":
"crew", "user_identifier": null, "execution_context": {"crew_fingerprint": null,
"crew_name": "crew", "flow_name": null, "crewai_version": "0.193.2", "privacy_level":
"standard"}, "execution_metadata": {"expected_duration_estimate": 300, "agent_count":
0, "task_count": 0, "flow_method_count": 0, "execution_started_at": "2025-09-23T20:22:48.851064+00:00"},
"ephemeral_trace_id": "ebe3e255-33a6-4b40-8c73-acc782e2cb2e"}'
headers:
Accept:
- '*/*'
Accept-Encoding:
- gzip, deflate
Connection:
- keep-alive
Content-Length:
- '490'
Content-Type:
- application/json
User-Agent:
- CrewAI-CLI/0.193.2
X-Crewai-Version:
- 0.193.2
method: POST
uri: http://localhost:3000/crewai_plus/api/v1/tracing/ephemeral/batches
response:
body:
string: '{"id":"dcf37266-a30f-4a61-9084-293f108becab","ephemeral_trace_id":"ebe3e255-33a6-4b40-8c73-acc782e2cb2e","execution_type":"crew","crew_name":"crew","flow_name":null,"status":"running","duration_ms":null,"crewai_version":"0.193.2","total_events":0,"execution_context":{"crew_fingerprint":null,"crew_name":"crew","flow_name":null,"crewai_version":"0.193.2","privacy_level":"standard"},"created_at":"2025-09-23T20:22:48.921Z","updated_at":"2025-09-23T20:22:48.921Z","access_code":"TRACE-20af0f540e","user_identifier":null}'
headers:
Content-Length:
- '519'
cache-control:
- max-age=0, private, must-revalidate
content-security-policy:
- 'default-src ''self'' *.crewai.com crewai.com; script-src ''self'' ''unsafe-inline''
*.crewai.com crewai.com https://cdn.jsdelivr.net/npm/apexcharts https://www.gstatic.com
https://run.pstmn.io https://share.descript.com/; style-src ''self'' ''unsafe-inline''
*.crewai.com crewai.com https://cdn.jsdelivr.net/npm/apexcharts; img-src ''self''
data: *.crewai.com crewai.com https://zeus.tools.crewai.com https://dashboard.tools.crewai.com
https://cdn.jsdelivr.net; font-src ''self'' data: *.crewai.com crewai.com;
connect-src ''self'' *.crewai.com crewai.com https://zeus.tools.crewai.com
https://connect.useparagon.com/ https://zeus.useparagon.com/* https://*.useparagon.com/*
https://run.pstmn.io https://connect.tools.crewai.com/ ws://localhost:3036
wss://localhost:3036; frame-src ''self'' *.crewai.com crewai.com https://connect.useparagon.com/
https://zeus.tools.crewai.com https://zeus.useparagon.com/* https://connect.tools.crewai.com/
https://www.youtube.com https://share.descript.com'
content-type:
- application/json; charset=utf-8
etag:
- W/"e3802608dd0afa467b9006ae28a09ac0"
permissions-policy:
- camera=(), microphone=(self), geolocation=()
referrer-policy:
- strict-origin-when-cross-origin
server-timing:
- cache_read.active_support;dur=0.08, sql.active_record;dur=17.40, cache_generate.active_support;dur=5.00,
cache_write.active_support;dur=0.23, cache_read_multi.active_support;dur=0.23,
start_processing.action_controller;dur=0.00, start_transaction.active_record;dur=0.00,
transaction.active_record;dur=10.40, process_action.action_controller;dur=15.72
vary:
- Accept
x-content-type-options:
- nosniff
x-frame-options:
- SAMEORIGIN
x-permitted-cross-domain-policies:
- none
x-request-id:
- 86297c99-3a4e-4797-8ce9-79442128fefd
x-runtime:
- '0.072605'
x-xss-protection:
- 1; mode=block
status:
code: 201
message: Created
- request:
body: '{"events": [{"event_id": "fcb0a361-b236-47a2-8ae5-613d404a433a", "timestamp":
"2025-09-23T20:22:48.928654+00:00", "type": "crew_kickoff_started", "event_data":
{"timestamp": "2025-09-23T20:22:48.850336+00:00", "type": "crew_kickoff_started",
"source_fingerprint": null, "source_type": null, "fingerprint_metadata": null,
"task_id": null, "task_name": null, "agent_id": null, "agent_role": null, "crew_name":
"crew", "crew": null, "inputs": {"other_input": "other data"}}}, {"event_id":
"0850c159-2cf7-40d7-af41-dbafc4ec361d", "timestamp": "2025-09-23T20:22:48.930041+00:00",
"type": "task_started", "event_data": {"task_description": "Analyze the data",
"expected_output": "Analysis report", "task_name": "Analyze the data", "context":
"", "agent_role": "test role", "task_id": "7ef853e5-b583-450e-85f4-14f773feab58"}},
{"event_id": "c06bbca6-f2d9-4f66-a696-f0c201bb3587", "timestamp": "2025-09-23T20:22:48.930693+00:00",
"type": "agent_execution_started", "event_data": {"agent_role": "test role",
"agent_goal": "test goal", "agent_backstory": "test backstory"}}, {"event_id":
"a2f3bd4a-f298-4aec-90c7-fce24533c211", "timestamp": "2025-09-23T20:22:48.930847+00:00",
"type": "llm_call_started", "event_data": {"timestamp": "2025-09-23T20:22:48.930805+00:00",
"type": "llm_call_started", "source_fingerprint": null, "source_type": null,
"fingerprint_metadata": null, "task_id": "7ef853e5-b583-450e-85f4-14f773feab58",
"task_name": "Analyze the data", "agent_id": null, "agent_role": null, "from_task":
null, "from_agent": null, "model": "gpt-4o-mini", "messages": [{"role": "system",
"content": "You are test role. test backstory\nYour personal goal is: test goal\nTo
give my best complete final answer to the task respond using the exact following
format:\n\nThought: I now can give a great answer\nFinal Answer: Your final
answer must be the great and the most complete as possible, it must be outcome
described.\n\nI MUST use these formats, my job depends on it!"}, {"role": "user",
"content": "\nCurrent Task: Analyze the data\n\nThis is the expected criteria
for your final answer: Analysis report\nyou MUST return the actual complete
content as the final answer, not a summary.\n\nBegin! This is VERY important
to you, use the tools available and give your best Final Answer, your job depends
on it!\n\nThought:"}], "tools": null, "callbacks": ["<crewai.utilities.token_counter_callback.TokenCalcHandler
object at 0x124395280>"], "available_functions": null}}, {"event_id": "37cccb0f-facb-4b5b-a28d-31820381e77c",
"timestamp": "2025-09-23T20:22:49.029070+00:00", "type": "llm_call_completed",
"event_data": {"timestamp": "2025-09-23T20:22:49.028732+00:00", "type": "llm_call_completed",
"source_fingerprint": null, "source_type": null, "fingerprint_metadata": null,
"task_id": "7ef853e5-b583-450e-85f4-14f773feab58", "task_name": "Analyze the
data", "agent_id": null, "agent_role": null, "from_task": null, "from_agent":
null, "messages": [{"role": "system", "content": "You are test role. test backstory\nYour
personal goal is: test goal\nTo give my best complete final answer to the task
respond using the exact following format:\n\nThought: I now can give a great
answer\nFinal Answer: Your final answer must be the great and the most complete
as possible, it must be outcome described.\n\nI MUST use these formats, my job
depends on it!"}, {"role": "user", "content": "\nCurrent Task: Analyze the data\n\nThis
is the expected criteria for your final answer: Analysis report\nyou MUST return
the actual complete content as the final answer, not a summary.\n\nBegin! This
is VERY important to you, use the tools available and give your best Final Answer,
your job depends on it!\n\nThought:"}], "response": "I now can give a great
answer \nFinal Answer: \n\n**Analysis Report**\n\n**1. Introduction** \nThis
report presents a comprehensive analysis of the data collected over the last
quarter. The goal of this analysis is to derive actionable insights, identify
trends, and inform decision-making processes for future strategies.\n\n**2.
Data Overview** \nThe data set comprises multiple parameters including sales
figures, customer demographics, product categories, and geographical distribution.
Key variables analyzed include:\n\n- **Sales Figures**: Total sales revenue,
average transaction value, units sold.\n- **Customer Demographics**: Age, gender,
location, and purchasing behavior.\n- **Product Categories**: Performance across
different categories, including most and least popular products.\n- **Geographical
Distribution**: Sales performance across various regions.\n\n**3. Key Findings** \n-
**Sales Trends**: \n - Sales increased by 15% compared to the previous quarter,
with a notable spike during the holiday season.\n - The average transaction
value also rose by 10%, attributed to higher customer awareness and targeted
marketing campaigns.\n\n- **Customer Demographics**:\n - The primary customer
base consists of individuals aged 25-34, accounting for 40% of total purchases.\n -
Female customers outpaced male customers by 20% in overall spending.\n - Online
shopping surged, particularly among urban customers, indicating a shift towards
digital engagement.\n\n- **Product Category Performance**:\n - Electronics
emerged as the leading category with a 30% market share in total sales.\n -
Home and garden products saw a decline in sales by 5%, prompting a review of
marketing strategies within this segment.\n - Seasonal products during the
holidays significantly boosted sales figures by 25%.\n\n- **Geographical Insights**:\n -
Major urban centers, especially in the Northeast and West Coast, showed the
highest revenue generation.\n - Rural areas, while stable, revealed untapped
potential, demonstrating only a 5% increase in sales, indicating a need for
targeted outreach.\n\n**4. Recommendations** \n- **Marketing Strategy**: Enhance
digital marketing efforts targeting younger demographics with personalized content
and promotions. Utilize social media platforms for engagement, especially considering
the demographic insights gathered from the data.\n\n- **Product Focus**: Reassess
the home and garden product offerings to cater to the evolving preferences of
consumers. Consider bundling products or creating seasonal promotions to reignite
interest.\n\n- **Geographical Expansion**: Develop a strategic plan focusing
on rural area penetration. Initiate campaigns tailored to local preferences
and potential influencers to enhance brand presence.\n\n- **Continuous Data
Monitoring**: Implement a regular data review process to keep track of changing
customer behaviors and market trends. Leverage analytics tools to automate insights
generation for timely decision-making.\n\n**5. Conclusion** \nOverall, the
analysis identifies significant growth potential and areas requiring immediate
attention. By adopting the recommended strategies, the organization can enhance
overall performance, increase customer satisfaction, and ultimately drive more
significant revenue growth.\n\n**6. Appendix** \n- Data tables and charts illustrating
sales growth, customer demographics, and product category performance. \n-
Methodology used for data collection and analysis.\n\nThis report serves as
a foundational tool for understanding the current landscape and guiding future
actions to achieve the outlined business objectives.", "call_type": "<LLMCallType.LLM_CALL:
''llm_call''>", "model": "gpt-4o-mini"}}, {"event_id": "d25a6a5f-f75f-42c4-b3be-fe540479d514",
"timestamp": "2025-09-23T20:22:49.029404+00:00", "type": "agent_execution_completed",
"event_data": {"agent_role": "test role", "agent_goal": "test goal", "agent_backstory":
"test backstory"}}, {"event_id": "bd4ec3c9-b8e9-45da-bf46-d15de6e7d0a7", "timestamp":
"2025-09-23T20:22:49.029547+00:00", "type": "task_completed", "event_data":
{"task_description": "Analyze the data", "task_name": "Analyze the data", "task_id":
"7ef853e5-b583-450e-85f4-14f773feab58", "output_raw": "**Analysis Report**\n\n**1.
Introduction** \nThis report presents a comprehensive analysis of the data
collected over the last quarter. The goal of this analysis is to derive actionable
insights, identify trends, and inform decision-making processes for future strategies.\n\n**2.
Data Overview** \nThe data set comprises multiple parameters including sales
figures, customer demographics, product categories, and geographical distribution.
Key variables analyzed include:\n\n- **Sales Figures**: Total sales revenue,
average transaction value, units sold.\n- **Customer Demographics**: Age, gender,
location, and purchasing behavior.\n- **Product Categories**: Performance across
different categories, including most and least popular products.\n- **Geographical
Distribution**: Sales performance across various regions.\n\n**3. Key Findings** \n-
**Sales Trends**: \n - Sales increased by 15% compared to the previous quarter,
with a notable spike during the holiday season.\n - The average transaction
value also rose by 10%, attributed to higher customer awareness and targeted
marketing campaigns.\n\n- **Customer Demographics**:\n - The primary customer
base consists of individuals aged 25-34, accounting for 40% of total purchases.\n -
Female customers outpaced male customers by 20% in overall spending.\n - Online
shopping surged, particularly among urban customers, indicating a shift towards
digital engagement.\n\n- **Product Category Performance**:\n - Electronics
emerged as the leading category with a 30% market share in total sales.\n -
Home and garden products saw a decline in sales by 5%, prompting a review of
marketing strategies within this segment.\n - Seasonal products during the
holidays significantly boosted sales figures by 25%.\n\n- **Geographical Insights**:\n -
Major urban centers, especially in the Northeast and West Coast, showed the
highest revenue generation.\n - Rural areas, while stable, revealed untapped
potential, demonstrating only a 5% increase in sales, indicating a need for
targeted outreach.\n\n**4. Recommendations** \n- **Marketing Strategy**: Enhance
digital marketing efforts targeting younger demographics with personalized content
and promotions. Utilize social media platforms for engagement, especially considering
the demographic insights gathered from the data.\n\n- **Product Focus**: Reassess
the home and garden product offerings to cater to the evolving preferences of
consumers. Consider bundling products or creating seasonal promotions to reignite
interest.\n\n- **Geographical Expansion**: Develop a strategic plan focusing
on rural area penetration. Initiate campaigns tailored to local preferences
and potential influencers to enhance brand presence.\n\n- **Continuous Data
Monitoring**: Implement a regular data review process to keep track of changing
customer behaviors and market trends. Leverage analytics tools to automate insights
generation for timely decision-making.\n\n**5. Conclusion** \nOverall, the
analysis identifies significant growth potential and areas requiring immediate
attention. By adopting the recommended strategies, the organization can enhance
overall performance, increase customer satisfaction, and ultimately drive more
significant revenue growth.\n\n**6. Appendix** \n- Data tables and charts illustrating
sales growth, customer demographics, and product category performance. \n-
Methodology used for data collection and analysis.\n\nThis report serves as
a foundational tool for understanding the current landscape and guiding future
actions to achieve the outlined business objectives.", "output_format": "OutputFormat.RAW",
"agent_role": "test role"}}, {"event_id": "af918c94-ee6a-4699-9519-d01f6314cb87",
"timestamp": "2025-09-23T20:22:49.030535+00:00", "type": "crew_kickoff_completed",
"event_data": {"timestamp": "2025-09-23T20:22:49.030516+00:00", "type": "crew_kickoff_completed",
"source_fingerprint": null, "source_type": null, "fingerprint_metadata": null,
"task_id": null, "task_name": null, "agent_id": null, "agent_role": null, "crew_name":
"crew", "crew": null, "output": {"description": "Analyze the data", "name":
"Analyze the data", "expected_output": "Analysis report", "summary": "Analyze
the data...", "raw": "**Analysis Report**\n\n**1. Introduction** \nThis report
presents a comprehensive analysis of the data collected over the last quarter.
The goal of this analysis is to derive actionable insights, identify trends,
and inform decision-making processes for future strategies.\n\n**2. Data Overview** \nThe
data set comprises multiple parameters including sales figures, customer demographics,
product categories, and geographical distribution. Key variables analyzed include:\n\n-
**Sales Figures**: Total sales revenue, average transaction value, units sold.\n-
**Customer Demographics**: Age, gender, location, and purchasing behavior.\n-
**Product Categories**: Performance across different categories, including most
and least popular products.\n- **Geographical Distribution**: Sales performance
across various regions.\n\n**3. Key Findings** \n- **Sales Trends**: \n -
Sales increased by 15% compared to the previous quarter, with a notable spike
during the holiday season.\n - The average transaction value also rose by 10%,
attributed to higher customer awareness and targeted marketing campaigns.\n\n-
**Customer Demographics**:\n - The primary customer base consists of individuals
aged 25-34, accounting for 40% of total purchases.\n - Female customers outpaced
male customers by 20% in overall spending.\n - Online shopping surged, particularly
among urban customers, indicating a shift towards digital engagement.\n\n- **Product
Category Performance**:\n - Electronics emerged as the leading category with
a 30% market share in total sales.\n - Home and garden products saw a decline
in sales by 5%, prompting a review of marketing strategies within this segment.\n -
Seasonal products during the holidays significantly boosted sales figures by
25%.\n\n- **Geographical Insights**:\n - Major urban centers, especially in
the Northeast and West Coast, showed the highest revenue generation.\n - Rural
areas, while stable, revealed untapped potential, demonstrating only a 5% increase
in sales, indicating a need for targeted outreach.\n\n**4. Recommendations** \n-
**Marketing Strategy**: Enhance digital marketing efforts targeting younger
demographics with personalized content and promotions. Utilize social media
platforms for engagement, especially considering the demographic insights gathered
from the data.\n\n- **Product Focus**: Reassess the home and garden product
offerings to cater to the evolving preferences of consumers. Consider bundling
products or creating seasonal promotions to reignite interest.\n\n- **Geographical
Expansion**: Develop a strategic plan focusing on rural area penetration. Initiate
campaigns tailored to local preferences and potential influencers to enhance
brand presence.\n\n- **Continuous Data Monitoring**: Implement a regular data
review process to keep track of changing customer behaviors and market trends.
Leverage analytics tools to automate insights generation for timely decision-making.\n\n**5.
Conclusion** \nOverall, the analysis identifies significant growth potential
and areas requiring immediate attention. By adopting the recommended strategies,
the organization can enhance overall performance, increase customer satisfaction,
and ultimately drive more significant revenue growth.\n\n**6. Appendix** \n-
Data tables and charts illustrating sales growth, customer demographics, and
product category performance. \n- Methodology used for data collection and
analysis.\n\nThis report serves as a foundational tool for understanding the
current landscape and guiding future actions to achieve the outlined business
objectives.", "pydantic": null, "json_dict": null, "agent": "test role", "output_format":
"raw"}, "total_tokens": 809}}], "batch_metadata": {"events_count": 8, "batch_sequence":
1, "is_final_batch": false}}'
headers:
Accept:
- '*/*'
Accept-Encoding:
- gzip, deflate
Connection:
- keep-alive
Content-Length:
- '16042'
Content-Type:
- application/json
User-Agent:
- CrewAI-CLI/0.193.2
X-Crewai-Version:
- 0.193.2
method: POST
uri: http://localhost:3000/crewai_plus/api/v1/tracing/ephemeral/batches/ebe3e255-33a6-4b40-8c73-acc782e2cb2e/events
response:
body:
string: '{"events_created":8,"ephemeral_trace_batch_id":"dcf37266-a30f-4a61-9084-293f108becab"}'
headers:
Content-Length:
- '86'
cache-control:
- max-age=0, private, must-revalidate
content-security-policy:
- 'default-src ''self'' *.crewai.com crewai.com; script-src ''self'' ''unsafe-inline''
*.crewai.com crewai.com https://cdn.jsdelivr.net/npm/apexcharts https://www.gstatic.com
https://run.pstmn.io https://share.descript.com/; style-src ''self'' ''unsafe-inline''
*.crewai.com crewai.com https://cdn.jsdelivr.net/npm/apexcharts; img-src ''self''
data: *.crewai.com crewai.com https://zeus.tools.crewai.com https://dashboard.tools.crewai.com
https://cdn.jsdelivr.net; font-src ''self'' data: *.crewai.com crewai.com;
connect-src ''self'' *.crewai.com crewai.com https://zeus.tools.crewai.com
https://connect.useparagon.com/ https://zeus.useparagon.com/* https://*.useparagon.com/*
https://run.pstmn.io https://connect.tools.crewai.com/ ws://localhost:3036
wss://localhost:3036; frame-src ''self'' *.crewai.com crewai.com https://connect.useparagon.com/
https://zeus.tools.crewai.com https://zeus.useparagon.com/* https://connect.tools.crewai.com/
https://www.youtube.com https://share.descript.com'
content-type:
- application/json; charset=utf-8
etag:
- W/"5365b7d51712464f7429104b4339a428"
permissions-policy:
- camera=(), microphone=(self), geolocation=()
referrer-policy:
- strict-origin-when-cross-origin
server-timing:
- cache_read.active_support;dur=0.06, sql.active_record;dur=34.08, cache_generate.active_support;dur=2.20,
cache_write.active_support;dur=0.16, cache_read_multi.active_support;dur=0.10,
start_processing.action_controller;dur=0.00, instantiation.active_record;dur=0.06,
start_transaction.active_record;dur=0.00, transaction.active_record;dur=48.40,
process_action.action_controller;dur=55.37
vary:
- Accept
x-content-type-options:
- nosniff
x-frame-options:
- SAMEORIGIN
x-permitted-cross-domain-policies:
- none
x-request-id:
- dd950cf1-62f1-4126-b8b0-9e4629b5f5b6
x-runtime:
- '0.100871'
x-xss-protection:
- 1; mode=block
status:
code: 200
message: OK
- request:
body: '{"status": "completed", "duration_ms": 291, "final_event_count": 8}'
headers:
Accept:
- '*/*'
Accept-Encoding:
- gzip, deflate
Connection:
- keep-alive
Content-Length:
- '67'
Content-Type:
- application/json
User-Agent:
- CrewAI-CLI/0.193.2
X-Crewai-Version:
- 0.193.2
method: PATCH
uri: http://localhost:3000/crewai_plus/api/v1/tracing/ephemeral/batches/ebe3e255-33a6-4b40-8c73-acc782e2cb2e/finalize
response:
body:
string: '{"id":"dcf37266-a30f-4a61-9084-293f108becab","ephemeral_trace_id":"ebe3e255-33a6-4b40-8c73-acc782e2cb2e","execution_type":"crew","crew_name":"crew","flow_name":null,"status":"completed","duration_ms":291,"crewai_version":"0.193.2","total_events":8,"execution_context":{"crew_name":"crew","flow_name":null,"privacy_level":"standard","crewai_version":"0.193.2","crew_fingerprint":null},"created_at":"2025-09-23T20:22:48.921Z","updated_at":"2025-09-23T20:22:49.192Z","access_code":"TRACE-20af0f540e","user_identifier":null}'
headers:
Content-Length:
- '520'
cache-control:
- max-age=0, private, must-revalidate
content-security-policy:
- 'default-src ''self'' *.crewai.com crewai.com; script-src ''self'' ''unsafe-inline''
*.crewai.com crewai.com https://cdn.jsdelivr.net/npm/apexcharts https://www.gstatic.com
https://run.pstmn.io https://share.descript.com/; style-src ''self'' ''unsafe-inline''
*.crewai.com crewai.com https://cdn.jsdelivr.net/npm/apexcharts; img-src ''self''
data: *.crewai.com crewai.com https://zeus.tools.crewai.com https://dashboard.tools.crewai.com
https://cdn.jsdelivr.net; font-src ''self'' data: *.crewai.com crewai.com;
connect-src ''self'' *.crewai.com crewai.com https://zeus.tools.crewai.com
https://connect.useparagon.com/ https://zeus.useparagon.com/* https://*.useparagon.com/*
https://run.pstmn.io https://connect.tools.crewai.com/ ws://localhost:3036
wss://localhost:3036; frame-src ''self'' *.crewai.com crewai.com https://connect.useparagon.com/
https://zeus.tools.crewai.com https://zeus.useparagon.com/* https://connect.tools.crewai.com/
https://www.youtube.com https://share.descript.com'
content-type:
- application/json; charset=utf-8
etag:
- W/"c260c7a5c5e94132d69ede0da4a3cc45"
permissions-policy:
- camera=(), microphone=(self), geolocation=()
referrer-policy:
- strict-origin-when-cross-origin
server-timing:
- cache_read.active_support;dur=0.07, sql.active_record;dur=10.48, cache_generate.active_support;dur=2.79,
cache_write.active_support;dur=0.14, cache_read_multi.active_support;dur=0.10,
start_processing.action_controller;dur=0.00, instantiation.active_record;dur=0.04,
unpermitted_parameters.action_controller;dur=0.00, start_transaction.active_record;dur=0.00,
transaction.active_record;dur=4.50, process_action.action_controller;dur=10.46
vary:
- Accept
x-content-type-options:
- nosniff
x-frame-options:
- SAMEORIGIN
x-permitted-cross-domain-policies:
- none
x-request-id:
- b38e7096-bfc4-46ea-ab8a-cecd09f0444b
x-runtime:
- '0.048311'
x-xss-protection:
- 1; mode=block
- req_f50dc467c6844bcf919bbf9e10ace039
status:
code: 200
message: OK