# \#crewai **URL:** https://community.crewai.com/tag/crewai/21.md [Latest](https://community.crewai.com/latest.md) · [Categories](https://community.crewai.com/categories.md) · [Tags](https://community.crewai.com/tags.md) --- ## [Guidelines for Creating a Helpful Post on the CrewAI Forum](https://community.crewai.com/t/guidelines-for-creating-a-helpful-post-on-the-crewai-forum/5738)
**Author:** [@tonykipkemboi](https://community.crewai.com/u/tonykipkemboi)\ **Replies:** 1\ **Last updated:** [July 31, 2026, 9:08pm UTC](https://community.crewai.com/t/guidelines-for-creating-a-helpful-post-on-the-crewai-forum/5738 "2026-07-31T21:08:53Z")
We’re so glad you’ve found the CrewAI forum! :star\_struck: Here are some guidelines to help you craft a thoughtful post that will receive helpful answers: 1. Search First Use the search bar to see if someone has previo… --- ## [CrewAI AMP: valid POST /kickoff returns 401 after required-input validation, no execution created](https://community.crewai.com/t/crewai-amp-valid-post-kickoff-returns-401-after-required-input-validation-no-execution-created/7826)
**Author:** [@Quang\_Doan\_Ngoc](https://community.crewai.com/u/Quang_Doan_Ngoc)\ **Replies:** 1\ **Last updated:** [September 23, 2026, 1:46pm UTC](https://community.crewai.com/t/crewai-amp-valid-post-kickoff-returns-401-after-required-input-validation-no-execution-created/7826 "2026-09-23T13:46:35Z")
Hi CrewAI community, I’m troubleshooting a production AMP deployment where authentication and input validation both work, but a fully populated /kickoff request returns HTTP 401 before any execution is created. Environ… --- ## [Multi-agent crews and runaway spend anyone solved delegation without a shared budget ceiling?](https://community.crewai.com/t/multi-agent-crews-and-runaway-spend-anyone-solved-delegation-without-a-shared-budget-ceiling/7726)
**Author:** [@Debo\_Jolaosho](https://community.crewai.com/u/Debo_Jolaosho)\ **Replies:** 8\ **Last updated:** [September 16, 2026, 4:16am UTC](https://community.crewai.com/t/multi-agent-crews-and-runaway-spend-anyone-solved-delegation-without-a-shared-budget-ceiling/7726 "2026-09-16T04:16:01Z")
Running a crew where one agent delegates sub-tasks to others, and a couple of those sub-agents have tools that call paid services. The delegation pattern is great for capability, but it also means I’ve got N agents each … --- ## [Need help to get review PR of IBM Db2 search tool?](https://community.crewai.com/t/need-help-to-get-review-pr-of-ibm-db2-search-tool/7541)
**Author:** [@Pawan\_Thakur](https://community.crewai.com/u/Pawan_Thakur)\ **Replies:** 5\ **Last updated:** [September 10, 2026, 1:31pm UTC](https://community.crewai.com/t/need-help-to-get-review-pr-of-ibm-db2-search-tool/7541 "2026-09-10T13:31:57Z")
Hey everyone, What would be the best way to reach the maintainers/reviewers for review on the PR? Discord/community/forum suggestions would be really helpful. I’ve been working on adding an IBM Db2 Vector Search Tool … --- ## [Introducing CFI – Football Intelligence: an evidence-driven learning agent](https://community.crewai.com/t/introducing-cfi-football-intelligence-an-evidence-driven-learning-agent/7731)
**Author:** [@cfi-ai-intelligence](https://community.crewai.com/u/cfi-ai-intelligence)\ **Replies:** 0\ **Last updated:** [August 19, 2026, 5:00am UTC](https://community.crewai.com/t/introducing-cfi-football-intelligence-an-evidence-driven-learning-agent/7731 "2026-08-19T05:00:42Z")
Hi CrewAI community :waving\_hand: I’m CFI – Football Intelligence, an evidence-driven football intelligence project built around multi-agent research, verification, prediction, critique, and persistent learning. Our cu… --- ## [How do you track LLM cost per customer for CrewAI workflows?](https://community.crewai.com/t/how-do-you-track-llm-cost-per-customer-for-crewai-workflows/7426)
**Author:** [@saud\_harbi](https://community.crewai.com/u/saud_harbi)\ **Replies:** 3\ **Last updated:** [August 1, 2026, 9:25am UTC](https://community.crewai.com/t/how-do-you-track-llm-cost-per-customer-for-crewai-workflows/7426 "2026-08-01T09:25:21Z")
Has anyone here figured out how to accurately track what each customer is actually costing you in LLM and agent execution spend? I’ve been talking to a handful of founders building agent-powered SaaS on CrewAI and simil… --- ## [HDP - cryptographic human authorization for CrewAI agents](https://community.crewai.com/t/hdp-cryptographic-human-authorization-for-crewai-agents/7434)
**Author:** [@Siri](https://community.crewai.com/u/Siri)\ **Replies:** 1\ **Last updated:** [July 31, 2026, 7:21am UTC](https://community.crewai.com/t/hdp-cryptographic-human-authorization-for-crewai-agents/7434 "2026-07-31T07:21:53Z")
current HITL implementations solve the pause/resume problem but not the trust problem. but there’s no way for the agent to verify the approval actually came from an authorized human vs an injected signal. HDP (human de… --- ## [How use web content credibility of web pages in crewai?](https://community.crewai.com/t/how-use-web-content-credibility-of-web-pages-in-crewai/6923)
**Author:** [@Andy60rm](https://community.crewai.com/u/Andy60rm)\ **Replies:** 1\ **Last updated:** [July 29, 2026, 8:09am UTC](https://community.crewai.com/t/how-use-web-content-credibility-of-web-pages-in-crewai/6923 "2026-07-29T08:09:30Z")
how use web content credibility of web pages in crewai? with custom tools and external api? any suggestions? thx --- ## [Seeking insights from developers building with Crew Agents](https://community.crewai.com/t/seeking-insights-from-developers-building-with-crew-agents/7507)
**Author:** [@oabolade](https://community.crewai.com/u/oabolade)\ **Replies:** 1\ **Last updated:** [July 23, 2026, 9:03am UTC](https://community.crewai.com/t/seeking-insights-from-developers-building-with-crew-agents/7507 "2026-07-23T09:03:35Z")
Hi there, My name is Olasile, I am a product manager at Amazon working on cloud and data infrastructure I am seeking insights from people building agentic workflows with CrewAI. Specifically I’m looking to chat with AI… --- ## [Statefold gives CrewAI agents durable, replayable and inspectable state using an append-only event log](https://community.crewai.com/t/statefold-gives-crewai-agents-durable-replayable-and-inspectable-state-using-an-append-only-event-log/7657)
**Author:** [@Joshua\_Nishanth](https://community.crewai.com/u/Joshua_Nishanth)\ **Replies:** 0\ **Last updated:** [July 19, 2026, 5:31am UTC](https://community.crewai.com/t/statefold-gives-crewai-agents-durable-replayable-and-inspectable-state-using-an-append-only-event-log/7657 "2026-07-19T05:31:55Z")
Hi everyone, I’m sharing Statefold, an open-source, framework-agnostic state and observability platform for AI agents. GitHub: GitHub - ioteverythin/statefold: Framework-agnostic, event-sourced state platform for AI ag… --- ## [Technical feedback requested: testing commit validity across Crews and Flows](https://community.crewai.com/t/technical-feedback-requested-testing-commit-validity-across-crews-and-flows/7645)
**Author:** [@Nixalp](https://community.crewai.com/u/Nixalp)\ **Replies:** 0\ **Last updated:** [July 16, 2026, 8:35pm UTC](https://community.crewai.com/t/technical-feedback-requested-testing-commit-validity-across-crews-and-flows/7645 "2026-07-16T20:35:50Z")
I am exploring a CrewAI integration for CAV-Bench, an open-source deterministic benchmark for evaluating whether an agent’s action remains valid when it commits. Most agent evaluations focus on whether the task was comp… --- ## [CrewAI Content generation vs Business workflows](https://community.crewai.com/t/crewai-content-generation-vs-business-workflows/750)
**Author:** [@zedler](https://community.crewai.com/u/zedler)\ **Replies:** 1\ **Last updated:** [July 14, 2026, 11:46am UTC](https://community.crewai.com/t/crewai-content-generation-vs-business-workflows/750 "2026-07-14T11:46:17Z")
Dear CrewAI Folks, I loved the simplicity of CrewAI. I have a question for you. Is CrewAI meant only for content genration agentic flows?. Can i use it for business workflows where i have transactions. Why i am asking th… --- ## [UnicodeDecodeError: ‘utf-8’ codec can’t decode byte 0x97 in position 1496: invalid start byte crewai 1.15.1 error:-An error occurred while running the flow: Command ‘\[‘uv’, ‘run’, ‘kickoff’\]’ returned non-zero exit status 1 : RESOLVED](https://community.crewai.com/t/unicodedecodeerror-utf-8-codec-can-t-decode-byte-0x97-in-position-1496-invalid-start-byte-crewai-1-15-1-error-an-error-occurred-while-running-the-flow-command-uv-run-kickoff-returned-non-zero-exit-status-1-resolved/7608)
**Author:** [@Debasish](https://community.crewai.com/u/Debasish)\ **Replies:** 1\ **Last updated:** [June 30, 2026, 3:30am UTC](https://community.crewai.com/t/unicodedecodeerror-utf-8-codec-can-t-decode-byte-0x97-in-position-1496-invalid-start-byte-crewai-1-15-1-error-an-error-occurred-while-running-the-flow-command-uv-run-kickoff-returned-non-zero-exit-status-1-resolved/7608 "2026-06-30T03:30:48Z")
Hi eveyone I am using :- i)crewai 1.15.1 ii)ollama3.2 (local LLM) iii)windows 11 before using the crewai run command , i execute the command:- ollama pull llama3.2 to start the ollama ai and also confirmed it by o… --- ## [Cant use MCP server in Flows](https://community.crewai.com/t/cant-use-mcp-server-in-flows/7556)
**Author:** [@Jai\_Pande](https://community.crewai.com/u/Jai_Pande)\ **Replies:** 1\ **Last updated:** [June 23, 2026, 1:54pm UTC](https://community.crewai.com/t/cant-use-mcp-server-in-flows/7556 "2026-06-23T13:54:29Z")
Hi @maxmoura/ @Pratik\_Kumar , Any idea how to use MCP servers in Flows, its working perfectly in Crews but not in flows, only when i deploy it to AMP it gives me this MCPServerHTTP is not serializable issue --- ## [Deploy ECS Cluster and Service](https://community.crewai.com/t/deploy-ecs-cluster-and-service/4281)
**Author:** [@Sen](https://community.crewai.com/u/Sen)\ **Replies:** 3\ **Last updated:** [May 29, 2026, 7:59pm UTC](https://community.crewai.com/t/deploy-ecs-cluster-and-service/4281 "2026-05-29T19:59:03Z")
Hello, I get this message error every time I want to create a crew from crewai entreprise : Error: Ansible playbook failed: PLAY \[Deploy ECS Cluster and Service\] \*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\* TASK \[Debug va… --- ## [Adding OrcaRouter as a native LLM provider — PR open, looking for review](https://community.crewai.com/t/adding-orcarouter-as-a-native-llm-provider-pr-open-looking-for-review/7540)
**Author:** [@Song\_Jinhao](https://community.crewai.com/u/Song_Jinhao)\ **Replies:** 0\ **Last updated:** [May 26, 2026, 3:52am UTC](https://community.crewai.com/t/adding-orcarouter-as-a-native-llm-provider-pr-open-looking-for-review/7540 "2026-05-26T03:52:51Z")
Hi team :waving\_hand: I opened a PR that adds OrcaRouter as a native OpenAI-compatible provider for CrewAI, and figured I’d start a thread here in case folks want to discuss or share thoughts: … --- ## [How do you test if an agent really completed a task?](https://community.crewai.com/t/how-do-you-test-if-an-agent-really-completed-a-task/7536)
**Author:** [@productmakerjason](https://community.crewai.com/u/productmakerjason)\ **Replies:** 0\ **Last updated:** [May 25, 2026, 4:54pm UTC](https://community.crewai.com/t/how-do-you-test-if-an-agent-really-completed-a-task/7536 "2026-05-25T16:54:58Z")
Hey everyone, beginner question. I’m still learning how people test CrewAI / multi-agent workflows properly, so sorry if this is basic. How do you usually check whether an agent actually completed a task, rather than j… --- ## [Introducing AgentLantern, an open-source tool for CrewAI](https://community.crewai.com/t/introducing-agentlantern-an-open-source-tool-for-crewai/7533)
**Author:** [@brellsanwouo](https://community.crewai.com/u/brellsanwouo)\ **Replies:** 0\ **Last updated:** [May 22, 2026, 11:26am UTC](https://community.crewai.com/t/introducing-agentlantern-an-open-source-tool-for-crewai/7533 "2026-05-22T11:26:42Z")
Hi everyone, I’m building AgentLantern, an open-source devtool for CrewAI projects. The goal is to make CrewAI-based projects easier to understand, document, analyze, and visualize, especially when the project starts t… --- ## [Cant' find the module](https://community.crewai.com/t/cant-find-the-module/7531)
**Author:** [@Ruid](https://community.crewai.com/u/Ruid)\ **Replies:** 0\ **Last updated:** [May 21, 2026, 10:40pm UTC](https://community.crewai.com/t/cant-find-the-module/7531 "2026-05-21T22:40:12Z")
I have this error. Why? ModuleNotFoundError: No module named ‘THE NAME OF THE PROJECT’ An error occurred while running the crew: Command ‘\[‘uv’, ‘run’, ‘run\_crew’\]’ returned non-zero exit status 1. --- ## [Help with crewai tools error](https://community.crewai.com/t/help-with-crewai-tools-error/7170)
**Author:** [@Nouser](https://community.crewai.com/u/Nouser)\ **Replies:** 1\ **Last updated:** [May 21, 2026, 7:22am UTC](https://community.crewai.com/t/help-with-crewai-tools-error/7170 "2026-05-21T07:22:46Z")
Hi, I am trying to install CrewAI tools for learning purposes but am encountering the error below. When I attempt to resolve it, the CrewAI version gets downgraded to 0.108.0, which is not the version I want to use. Cou… --- ## [Error when trying to invoke crewai in Cursor](https://community.crewai.com/t/error-when-trying-to-invoke-crewai-in-cursor/7528)
**Author:** [@jkrim](https://community.crewai.com/u/jkrim)\ **Replies:** 0\ **Last updated:** [May 20, 2026, 4:43pm UTC](https://community.crewai.com/t/error-when-trying-to-invoke-crewai-in-cursor/7528 "2026-05-20T16:43:30Z")
When I try to run a project in Cursor (Windows) I get this: crewai run OPENSSL\_Uplink(00007FFE6AB7AC60,08): no OPENSSL\_Applink --- ## [Own CrewAI Ollama Cloud Provider](https://community.crewai.com/t/own-crewai-ollama-cloud-provider/7511)
**Author:** [@Hackbard](https://community.crewai.com/u/Hackbard)\ **Replies:** 0\ **Last updated:** [May 15, 2026, 9:38am UTC](https://community.crewai.com/t/own-crewai-ollama-cloud-provider/7511 "2026-05-15T09:38:24Z")
My Problem CrewAI’s built-in Ollama support has a catch: it routes through the OpenAI-compatible shim (/v1/chat/completions). That’s not the real Ollama API — it’s a translation layer bolted onto Ollama to make it look … --- ## [Generative UI with CrewAI](https://community.crewai.com/t/generative-ui-with-crewai/7463)
**Author:** [@visharad](https://community.crewai.com/u/visharad)\ **Replies:** 1\ **Last updated:** [April 27, 2026, 3:41pm UTC](https://community.crewai.com/t/generative-ui-with-crewai/7463 "2026-04-27T15:41:07Z")
Hi everyone, I am Visharad, one of the maintainers of openui.com, an opensource generative ui framework for ai agents. I was thinking on firing up a pr to enhance the output of the stock\_analysis crew-example. Let me kno… --- ## [Evaluating limits of processing agents: handling large datasets without heavy reliance on tools in CrewAI](https://community.crewai.com/t/evaluating-limits-of-processing-agents-handling-large-datasets-without-heavy-reliance-on-tools-in-crewai/7462)
**Author:** [@Jamil\_Andi](https://community.crewai.com/u/Jamil_Andi)\ **Replies:** 0\ **Last updated:** [April 14, 2026, 5:12am UTC](https://community.crewai.com/t/evaluating-limits-of-processing-agents-handling-large-datasets-without-heavy-reliance-on-tools-in-crewai/7462 "2026-04-14T05:12:31Z")
Post Content: I am developing an agent using CrewAI as part of a research project aimed at evaluating the real capabilities of autonomous agents. The goal is to design an agent that can: receive a complete dataset (… --- ## [Introducing memweave — persistent agent memory as plain Markdown files | Feedback + CrewAI integration discussion](https://community.crewai.com/t/introducing-memweave-persistent-agent-memory-as-plain-markdown-files-feedback-crewai-integration-discussion/7452)
**Author:** [@Sachin\_Sharma](https://community.crewai.com/u/Sachin_Sharma)\ **Replies:** 0\ **Last updated:** [April 3, 2026, 6:54pm UTC](https://community.crewai.com/t/introducing-memweave-persistent-agent-memory-as-plain-markdown-files-feedback-crewai-integration-discussion/7452 "2026-04-03T18:54:19Z")
Hi CrewAI community, I recently released memweave, an open-source Python library for AI agent memory, and wanted to share it here and discuss how it could integrate with CrewAI agents. What it does: Stores agent mem… --- ## [Can't deploy my 1st crew AI agent](https://community.crewai.com/t/cant-deploy-my-1st-crew-ai-agent/7450)
**Author:** [@Jai\_Pande](https://community.crewai.com/u/Jai_Pande)\ **Replies:** 0\ **Last updated:** [April 1, 2026, 7:39am UTC](https://community.crewai.com/t/cant-deploy-my-1st-crew-ai-agent/7450 "2026-04-01T07:39:30Z")
Hi All, Hope you are doing good, i am unable to deploy my 1st crew AI agent crew, i am always getting this error:- PS:- I have the default boiler plate code so the project structure is intact Thanks --- ## [Human in the loop - workaround](https://community.crewai.com/t/human-in-the-loop-workaround/7330)
**Author:** [@Bokis\_Angelov](https://community.crewai.com/u/Bokis_Angelov)\ **Replies:** 6\ **Last updated:** [March 27, 2026, 12:20pm UTC](https://community.crewai.com/t/human-in-the-loop-workaround/7330 "2026-03-27T12:20:26Z")
Hi everyone, I have been experimenting with CrewAI over the past year and completed the two DeepLearning courses. They helped me understand the framework well. I am now building an internal application for my organizat… --- ## [FERPA concerns about CrewAI sharing data with LLMs](https://community.crewai.com/t/ferpa-concerns-about-crewai-sharing-data-with-llms/7355)
**Author:** [@Jim](https://community.crewai.com/u/Jim)\ **Replies:** 3\ **Last updated:** [March 9, 2026, 1:48pm UTC](https://community.crewai.com/t/ferpa-concerns-about-crewai-sharing-data-with-llms/7355 "2026-03-09T13:48:25Z")
Hi all, I help teach in an online MSCS program, we are developing a project for the students using CrewAI for malware analysis. It’s in the early planning stages, we haven’t run CrewAI yet. Sorry for the newb question. I… --- ## [Why is CrewAI asking for OPENAI\_API\_KEY if I set another LLM provider (e.g., Groq) to the crew?](https://community.crewai.com/t/why-is-crewai-asking-for-openai-api-key-if-i-set-another-llm-provider-e-g-groq-to-the-crew/1163)
**Author:** [@SMAshhar](https://community.crewai.com/u/SMAshhar)\ **Replies:** 10\ **Last updated:** [March 8, 2026, 5:02pm UTC](https://community.crewai.com/t/why-is-crewai-asking-for-openai-api-key-if-i-set-another-llm-provider-e-g-groq-to-the-crew/1163 "2026-03-08T17:02:19Z")
So I just updated my crewai to 0.76.9. I setup my first model, and chose “groq” to be my main llm. Gave my API key and the project was ready to run. When i ran “crewai run”, it gave me following error saying OPENAI\_AP… --- ## [Interesting paper on auditing internal data leaks between agents (AgentLeak)](https://community.crewai.com/t/interesting-paper-on-auditing-internal-data-leaks-between-agents-agentleak/7350)
**Author:** [@yagobski](https://community.crewai.com/u/yagobski)\ **Replies:** 1\ **Last updated:** [March 7, 2026, 8:44pm UTC](https://community.crewai.com/t/interesting-paper-on-auditing-internal-data-leaks-between-agents-agentleak/7350 "2026-03-07T20:44:06Z")
Hey folks, I was looking into how to handle sensitive data and PII in multi-agent setups and came across a recent paper on arXiv called AgentLeak. I thought it was highly relevant to what we build with CrewAI. The pape… [Next page](https://community.crewai.com/tag/crewai/21.md?match_all_tags=true&page=1&tags%5B%5D=crewai)