# \#feature **URL:** https://community.crewai.com/tag/feature/23.md [Latest](https://community.crewai.com/latest.md) · [Categories](https://community.crewai.com/categories.md) · [Tags](https://community.crewai.com/tags.md) --- ## [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:** 4\ **Last updated:** [September 3, 2026, 10:04am UTC](https://community.crewai.com/t/need-help-to-get-review-pr-of-ibm-db2-search-tool/7541 "2026-09-03T10:04:48Z")
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 … --- ## [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… --- ## [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 … --- ## [Mengram — Human-like Memory Backend for CrewAI (PR #4595)](https://community.crewai.com/t/mengram-human-like-memory-backend-for-crewai-pr-4595/7363)
**Author:** [@alibaizhanov](https://community.crewai.com/u/alibaizhanov)\ **Replies:** 2\ **Last updated:** [March 3, 2026, 2:43am UTC](https://community.crewai.com/t/mengram-human-like-memory-backend-for-crewai-pr-4595/7363 "2026-03-03T02:43:35Z")
Hey everyone! I built a memory backend for CrewAI powered by mengram.io and submitted a PR (#4595). What it does: Drop-in replacement for CrewAI’s Memory — just pass Crew(memory=mengram\_memory) Three memory types:… --- ## [Calculate the prompt token for each and every tasks in agent](https://community.crewai.com/t/calculate-the-prompt-token-for-each-and-every-tasks-in-agent/2711)
**Author:** [@Paarttipaabhalaji](https://community.crewai.com/u/Paarttipaabhalaji)\ **Replies:** 2\ **Last updated:** [December 20, 2025, 7:37am UTC](https://community.crewai.com/t/calculate-the-prompt-token-for-each-and-every-tasks-in-agent/2711 "2025-12-20T07:37:42Z")
How to get the prompt token after each and every task? → I need this to raise the userdeifned exception if the token limit exceeded. TaskOutput doesn’t have the attribute of usage metrics. Help me on this. --- ## [RagTool with ollama (crewai==0.203.1 crewai-tools==0.76.0) does not work](https://community.crewai.com/t/ragtool-with-ollama-crewai-0-203-1-crewai-tools-0-76-0-does-not-work/7154)
**Author:** [@crew-agents](https://community.crewai.com/u/crew-agents)\ **Replies:** 1\ **Last updated:** [November 4, 2025, 3:20am UTC](https://community.crewai.com/t/ragtool-with-ollama-crewai-0-203-1-crewai-tools-0-76-0-does-not-work/7154 "2025-11-04T03:20:23Z")
config={ “embedding\_model”: { “provider”: “ollama”, “config”: { “model”: “nomic-embed-text”, } } } rag\_tool = RagTool(config=config) it does not take the embedding config, need help please. --- ## [Using Custom LLM Request](https://community.crewai.com/t/using-custom-llm-request/1248)
**Author:** [@MAllef](https://community.crewai.com/u/MAllef)\ **Replies:** 4\ **Last updated:** [October 31, 2025, 5:33pm UTC](https://community.crewai.com/t/using-custom-llm-request/1248 "2025-10-31T17:33:46Z")
Hello everyone, I would like some help to build agents that use a custom LLM service. I want to use a microservice that has a custom API to make requests to proprietary LLMs (OpenAI, Claude, Gemini, etc.). This microse… --- ## [Ollama Web Search MCP Server](https://community.crewai.com/t/ollama-web-search-mcp-server/7066)
**Author:** [@Matthew](https://community.crewai.com/u/Matthew)\ **Replies:** 0\ **Last updated:** [September 26, 2025, 1:55am UTC](https://community.crewai.com/t/ollama-web-search-mcp-server/7066 "2025-09-26T01:55:25Z")
Hi everyone, I just created a MCP server that uses Ollama Web Search. It works GREAT! And Ollama offers a free Tier that offers free web searches If anyone would like the code to add to Crew.py and allow the agents to… --- ## [Planning and Self learning (React)](https://community.crewai.com/t/planning-and-self-learning-react/6967)
**Author:** [@Itz\_me\_Akash](https://community.crewai.com/u/Itz_me_Akash)\ **Replies:** 0\ **Last updated:** [August 22, 2025, 4:27am UTC](https://community.crewai.com/t/planning-and-self-learning-react/6967 "2025-08-22T04:27:24Z")
Hi Everyone, I want to learn whether CrewAI supports reasoning and planning methods. I’d like to explore this deeply — for example, if a task comes in, I want to build the planning logic and execution. Is there any func… --- ## [AgentOps observability removed from docs?](https://community.crewai.com/t/agentops-observability-removed-from-docs/6934)
**Author:** [@areibman](https://community.crewai.com/u/areibman)\ **Replies:** 0\ **Last updated:** [August 18, 2025, 5:16pm UTC](https://community.crewai.com/t/agentops-observability-removed-from-docs/6934 "2025-08-18T17:16:42Z")
Hey Crew team, Alex from AgentOps here :slight\_smile: We received a ton of complaints overnight that the AgentOps docs on the Crew site went missing. (An overzealous cleanup by an AI?) chore: remove AgentOps integration … --- ## [MCP error when integrating Vapi MCP](https://community.crewai.com/t/mcp-error-when-integrating-vapi-mcp/6186)
**Author:** [@ezeokeke\_emma](https://community.crewai.com/u/ezeokeke_emma)\ **Replies:** 7\ **Last updated:** [August 11, 2025, 4:53pm UTC](https://community.crewai.com/t/mcp-error-when-integrating-vapi-mcp/6186 "2025-08-11T16:53:29Z")
I am getting some error when i tried integrating vapi mcp in crewai. I tried using the Stdio Transport from crewai but it giving me this error: \*\*Error:\*\* Tool Usage Failed … --- ## [MCPServerAdapter does not have transport as an argument \[Streamable-http\]](https://community.crewai.com/t/mcpserveradapter-does-not-have-transport-as-an-argument-streamable-http/6644)
**Author:** [@Pratik\_Kumar](https://community.crewai.com/u/Pratik_Kumar)\ **Replies:** 2\ **Last updated:** [July 21, 2025, 9:16pm UTC](https://community.crewai.com/t/mcpserveradapter-does-not-have-transport-as-an-argument-streamable-http/6644 "2025-07-21T21:16:00Z")
Hi folks been trying to run a crew using tools from a MCP server with Streamable-Http as a transport. Although works well enough with the same server when i change the transport of server to SSE without giving any transp… --- ## [CrewAI/FastAPI/React](https://community.crewai.com/t/crewai-fastapi-react/6023)
**Author:** [@mstan](https://community.crewai.com/u/mstan)\ **Replies:** 2\ **Last updated:** [July 2, 2025, 9:16pm UTC](https://community.crewai.com/t/crewai-fastapi-react/6023 "2025-07-02T21:16:29Z")
Hi everyone! I’m working on building a chatbot with a React frontend and a FastAPI backend powered by CrewAI agents. I’m looking for best practices or recommendations on: Providing real-time visibility into agent activ… --- ## [Looking for a crew AI developers](https://community.crewai.com/t/looking-for-a-crew-ai-developers/6378)
**Author:** [@Habibul\_Alom](https://community.crewai.com/u/Habibul_Alom)\ **Replies:** 1\ **Last updated:** [June 29, 2025, 10:25am UTC](https://community.crewai.com/t/looking-for-a-crew-ai-developers/6378 "2025-06-29T10:25:36Z")
Right now, we’re especially looking for developers with strong experience in CrewAI Sent us email : contact@calonaisolutions.com --- ## [\[BUG/HELP\] ImportError: cannot import name 'LLM' from 'crewai' after Azure Deployment](https://community.crewai.com/t/bug-help-importerror-cannot-import-name-llm-from-crewai-after-azure-deployment/6360)
**Author:** [@Athul\_Nambiar](https://community.crewai.com/u/Athul_Nambiar)\ **Replies:** 0\ **Last updated:** [June 24, 2025, 7:56pm UTC](https://community.crewai.com/t/bug-help-importerror-cannot-import-name-llm-from-crewai-after-azure-deployment/6360 "2025-06-24T19:56:55Z")
Hi CrewAI community, I’m running into an issue with my CrewAI project that I hope someone can help clarify. Problem Description My code works perfectly on my local machine (MacBook, Python 3.11, CrewAI 0.130.0). Howeve… --- ## [Create crews using mcp tools to create flow & crews](https://community.crewai.com/t/create-crews-using-mcp-tools-to-create-flow-crews/6294)
**Author:** [@Pratik\_Kumar](https://community.crewai.com/u/Pratik_Kumar)\ **Replies:** 0\ **Last updated:** [June 18, 2025, 7:28pm UTC](https://community.crewai.com/t/create-crews-using-mcp-tools-to-create-flow-crews/6294 "2025-06-18T19:28:36Z")
I am aware we can use the MCP tools using the conventional crewai method but can we create a crews to integrate my crew in flow using the @CrewBase method? --- ## [Manager agent requires tools](https://community.crewai.com/t/manager-agent-requires-tools/6192)
**Author:** [@achris7](https://community.crewai.com/u/achris7)\ **Replies:** 0\ **Last updated:** [June 10, 2025, 6:57pm UTC](https://community.crewai.com/t/manager-agent-requires-tools/6192 "2025-06-10T18:57:02Z")
Is there a good reason why manager agent cannot have tools? and is this on the roadmap? It’s quite limiting. @rokbenko @tonykipkemboi --- ## [Crewai + multimodal](https://community.crewai.com/t/crewai-multimodal/1643)
**Author:** [@Paarttipaabhalaji](https://community.crewai.com/u/Paarttipaabhalaji)\ **Replies:** 13\ **Last updated:** [June 10, 2025, 1:58pm UTC](https://community.crewai.com/t/crewai-multimodal/1643 "2025-06-10T13:58:57Z")
Hi Team, I need to use the multimodal LLM in crewai. In case of multimodal, usually image need to convert into base64 image and send that encoded value into LLM param as “Image\_url” in message request body. I would like… --- ## [Question about removal of YAML files for agents and tasks in version 0.13](https://community.crewai.com/t/question-about-removal-of-yaml-files-for-agents-and-tasks-in-version-0-13/6075)
**Author:** [@viniciusvelasco](https://community.crewai.com/u/viniciusvelasco)\ **Replies:** 0\ **Last updated:** [June 2, 2025, 8:28pm UTC](https://community.crewai.com/t/question-about-removal-of-yaml-files-for-agents-and-tasks-in-version-0-13/6075 "2025-06-02T20:28:20Z")
Hi CrewAI team, I was using the AI agent on the documentation website, and it informed me that in version 0.13, the YAML files for configuring agents and tasks will be removed and should no longer be used. I would like… --- ## [Discussion about the "Human input and execution" implementation](https://community.crewai.com/t/discussion-about-the-human-input-and-execution-implementation/5968)
**Author:** [@Deepak\_Gupta](https://community.crewai.com/u/Deepak_Gupta)\ **Replies:** 2\ **Last updated:** [May 28, 2025, 6:29am UTC](https://community.crewai.com/t/discussion-about-the-human-input-and-execution-implementation/5968 "2025-05-28T06:29:57Z")
There is a very big issue with the “Human Input and Execution” implementation. overall implementation is fine the problem is that with this that it ask for the human feedback that is totally annoying part of it. ===== … --- ## [Best Practices for Passing User-Specific Inputs in CrewAI Flows via Gradio UI](https://community.crewai.com/t/best-practices-for-passing-user-specific-inputs-in-crewai-flows-via-gradio-ui/5719)
**Author:** [@Anandhu\_H](https://community.crewai.com/u/Anandhu_H)\ **Replies:** 1\ **Last updated:** [May 9, 2025, 6:34am UTC](https://community.crewai.com/t/best-practices-for-passing-user-specific-inputs-in-crewai-flows-via-gradio-ui/5719 "2025-05-09T06:34:59Z")
I’m developing a Gradio-based interface where each user can submit a request that initiates a CrewAI flow. Previously, for single-user scenarios, I wrote the user request to a JSON file and triggered the CrewAI flow usin… --- ## [Content gap analysis with InfraNodus portable GraphRAG](https://community.crewai.com/t/content-gap-analysis-with-infranodus-portable-graphrag/5494)
**Author:** [@Aerodynamika](https://community.crewai.com/u/Aerodynamika)\ **Replies:** 0\ **Last updated:** [April 24, 2025, 5:51pm UTC](https://community.crewai.com/t/content-gap-analysis-with-infranodus-portable-graphrag/5494 "2025-04-24T17:51:45Z")
I created a crew that augments the default research agent example of Crew AI with InfraNodus content gap analysis. It sends the research generated by the AI to InfraNodus to generate a knowledge graph and detect struct… --- ## [I would like to get detailed info from callback function of a crew](https://community.crewai.com/t/i-would-like-to-get-detailed-info-from-callback-function-of-a-crew/5459)
**Author:** [@black\_phantom](https://community.crewai.com/u/black_phantom)\ **Replies:** 3\ **Last updated:** [April 23, 2025, 12:40pm UTC](https://community.crewai.com/t/i-would-like-to-get-detailed-info-from-callback-function-of-a-crew/5459 "2025-04-23T12:40:20Z")
I am going to build an app using CrewAI in python I already built a crew and then add agents list, task list and step\_callback function. I would like to get detailed agent info(role, …) and detailed task info from call… --- ## [Crews that finds content gaps and generates research questions to bridge them](https://community.crewai.com/t/crews-that-finds-content-gaps-and-generates-research-questions-to-bridge-them/5169)
**Author:** [@Aerodynamika](https://community.crewai.com/u/Aerodynamika)\ **Replies:** 1\ **Last updated:** [April 6, 2025, 3:38pm UTC](https://community.crewai.com/t/crews-that-finds-content-gaps-and-generates-research-questions-to-bridge-them/5169 "2025-04-06T15:38:24Z")
I made a set of templates with agents and tools that find gaps in LLM responses and help the agents steer their response towards bridging them. Can be very useful for research and marketing. Wanted to share your video … --- ## [Retroalimentation among agents / Iterative agent system](https://community.crewai.com/t/retroalimentation-among-agents-iterative-agent-system/4996)
**Author:** [@eZabaleta](https://community.crewai.com/u/eZabaleta)\ **Replies:** 2\ **Last updated:** [March 29, 2025, 10:03am UTC](https://community.crewai.com/t/retroalimentation-among-agents-iterative-agent-system/4996 "2025-03-29T10:03:27Z")
Hello! :waving\_hand: I’m new to CrewAI, and I’d like to create a workflow where agents can provide feedback to each other in a loop. For example, if I have a Writer\_Agent and a Feedback\_Agent, I want to set up a system… --- ## [The issue is that the manager agent isn’t properly delegating to the crew member agents (like company\_Scheduling\_Agent or Retriever\_Agent). Instead, it’s attempting to use a coworker designation that only recognizes the manager itself. This means that whe](https://community.crewai.com/t/the-issue-is-that-the-manager-agent-isn-t-properly-delegating-to-the-crew-member-agents-like-company-scheduling-agent-or-retriever-agent-instead-it-s-attempting-to-use-a-coworker-designation-that-only-recognizes-the-manager-itself-this-means-that-whe/4966)
**Author:** [@Goutam\_Sachdev](https://community.crewai.com/u/Goutam_Sachdev)\ **Replies:** 3\ **Last updated:** [March 27, 2025, 4:56am UTC](https://community.crewai.com/t/the-issue-is-that-the-manager-agent-isn-t-properly-delegating-to-the-crew-member-agents-like-company-scheduling-agent-or-retriever-agent-instead-it-s-attempting-to-use-a-coworker-designation-that-only-recognizes-the-manager-itself-this-means-that-whe/4966 "2025-03-27T04:56:07Z")
import os from getpass import getpass from crewai import Agent, Task, Crew, Process, LLM from langchain\_groq import ChatGroq from crewagents.tools.custom\_tool import fetch\_user\_schedule, update\_schedule, search\_sched… --- ## [Using Snowflake Cortex LLMs with Crew AI](https://community.crewai.com/t/using-snowflake-cortex-llms-with-crew-ai/4823)
**Author:** [@Prince\_Thakkar](https://community.crewai.com/u/Prince_Thakkar)\ **Replies:** 1\ **Last updated:** [March 19, 2025, 3:11pm UTC](https://community.crewai.com/t/using-snowflake-cortex-llms-with-crew-ai/4823 "2025-03-19T15:11:12Z")
Hi , I wanted to use Snowflake Cortex LLM in Crew AI but did not find any way how do I do it , kindly help me with a short implementation example , because , Snowflake cortex LLMs are approved for us and we can only use … --- ## [Knowledge\_sources is not working in crewai both in Agent and Crew level using Azure OpenAI](https://community.crewai.com/t/knowledge-sources-is-not-working-in-crewai-both-in-agent-and-crew-level-using-azure-openai/4669)
**Author:** [@ammula\_vamshi](https://community.crewai.com/u/ammula_vamshi)\ **Replies:** 0\ **Last updated:** [March 14, 2025, 4:45am UTC](https://community.crewai.com/t/knowledge-sources-is-not-working-in-crewai-both-in-agent-and-crew-level-using-azure-openai/4669 "2025-03-14T04:45:42Z")
Hi, I am trying to add knowledge\_sources both at Agent and crew level it gives me this error. Any one have faced same issue using Azure and how you able to resolve it. \[ERROR\]: Failed to upsert documents: APIStatusErro… --- ## [Can we create agentic framework with crewai without using LLM](https://community.crewai.com/t/can-we-create-agentic-framework-with-crewai-without-using-llm/3778)
**Author:** [@Rajat\_Srivatava](https://community.crewai.com/u/Rajat_Srivatava)\ **Replies:** 6\ **Last updated:** [March 8, 2025, 9:39am UTC](https://community.crewai.com/t/can-we-create-agentic-framework-with-crewai-without-using-llm/3778 "2025-03-08T09:39:39Z")
I want to know if we can build ai agents without use of any Local or exteranl LLM . pls guide [Next page](https://community.crewai.com/tag/feature/23.md?match_all_tags=true&page=1&tags%5B%5D=feature)