# Agents & AI **URL:** https://forum.mattermost.com/c/copilot-ai/40.md [Latest](https://forum.mattermost.com/latest.md) · [Categories](https://forum.mattermost.com/categories.md) --- ## [OpenOps AI Video Devlog 🎥](https://forum.mattermost.com/t/openops-ai-video-devlog/16568)
**Author:** [@jespino](https://forum.mattermost.com/u/jespino)\ **Replies:** 7\ **Last updated:** [August 8, 2023, 12:51pm UTC](https://forum.mattermost.com/t/openops-ai-video-devlog/16568 "2023-08-08T12:51:41Z")
Hi everybody, I’m working on some enhancements in the post editor using AI, I’ll keep posting things while I’m developing them, but I want to show you a sneak peek of what is possible now with these changes. … --- ## [AI Mindmeld 🧠 Meeting Transcripts](https://forum.mattermost.com/t/ai-mindmeld-meeting-transcripts/16606)
**Author:** [@zigler](https://forum.mattermost.com/u/zigler)\ **Replies:** 6\ **Last updated:** [August 29, 2023, 4:11pm UTC](https://forum.mattermost.com/t/ai-mindmeld-meeting-transcripts/16606 "2023-08-29T16:11:42Z")
July 27th, 2023 The meeting involved a discussion about the advancement of the AI tool and integration into the team’s current projects. The main topics included the use of AI for creating tweets, the poten… --- ## [Welcome to the Mattermost OpenOps AI Community](https://forum.mattermost.com/t/welcome-to-the-mattermost-openops-ai-community/16144)
**Author:** [@zigler](https://forum.mattermost.com/u/zigler)\ **Replies:** 0\ **Last updated:** [June 13, 2023, 12:23am UTC](https://forum.mattermost.com/t/welcome-to-the-mattermost-openops-ai-community/16144 "2023-06-13T00:23:49Z")
Hi everyone! :wave: My name is Andrew Zigler and I’m a developer advocate at Mattermost! Thanks for checking out our discussion forums to learn more about OpenOps. To help get you started, here are some helpful resource… --- ## [Agents not answering](https://forum.mattermost.com/t/agents-not-answering/26067)
**Author:** [@miednr](https://forum.mattermost.com/u/miednr)\ **Replies:** 0\ **Last updated:** [August 14, 2026, 4:29am UTC](https://forum.mattermost.com/t/agents-not-answering/26067 "2026-08-14T04:29:27Z")
Mattermost Server 11.9.0 (Cloudron), Edition: Team (Upgrades/Trial optional) Agents Plugin: agents‑v2.5.1 (GitHub) Open WebUI as a middleware LLM Backend: LM Studio via Tailscale, chat/completions requests are HTTP 2… --- ## [Issue with PDF and Images File Reading in AI Agent Plugin on Mattermost 10.6.1](https://forum.mattermost.com/t/issue-with-pdf-and-images-file-reading-in-ai-agent-plugin-on-mattermost-10-6-1/23406)
**Author:** [@ArseniiS](https://forum.mattermost.com/u/ArseniiS)\ **Replies:** 10\ **Last updated:** [May 31, 2026, 10:06am UTC](https://forum.mattermost.com/t/issue-with-pdf-and-images-file-reading-in-ai-agent-plugin-on-mattermost-10-6-1/23406 "2026-05-31T10:06:19Z")
Hi! I have the following problem: We are using the AI Agent plugin for Mattermost, version 1.1.1. On our test machine, which runs Mattermost version 10.5.2, the plugin works as expected: the AI agent can read uploaded … --- ## [AI Link Drop - share your coolest finds!](https://forum.mattermost.com/t/ai-link-drop-share-your-coolest-finds/16164)
**Author:** [@zigler](https://forum.mattermost.com/u/zigler)\ **Replies:** 14\ **Last updated:** [May 12, 2026, 9:50am UTC](https://forum.mattermost.com/t/ai-link-drop-share-your-coolest-finds/16164 "2026-05-12T09:50:04Z")
AI Link Drop! :sparkles: :fairy: Below are some cool AI-related links our team has shared recently. Please share your own interesting and helpful findings below. A special :heavy\_plus\_sign: :heart: to educational and ope… --- ## [Using OpenAI agent with the responses API does not allow images to process](https://forum.mattermost.com/t/using-openai-agent-with-the-responses-api-does-not-allow-images-to-process/25856)
**Author:** [@CSA](https://forum.mattermost.com/u/CSA)\ **Replies:** 0\ **Last updated:** [April 30, 2026, 4:52am UTC](https://forum.mattermost.com/t/using-openai-agent-with-the-responses-api-does-not-allow-images-to-process/25856 "2026-04-30T04:52:05Z")
If the responses API is switched on in the Agent configuration (using gpt-5.5), image processing fails to work (image is not received by OpenAI). Other files are functioning fine. Is this a bug? --- ## [Issues querying MCP server](https://forum.mattermost.com/t/issues-querying-mcp-server/25827)
**Author:** [@ata-mpa](https://forum.mattermost.com/u/ata-mpa)\ **Replies:** 0\ **Last updated:** [April 1, 2026, 3:01pm UTC](https://forum.mattermost.com/t/issues-querying-mcp-server/25827 "2026-04-01T15:01:54Z")
I’ve enabled the MCP server via the agent plugin, and my LLM can see and detect the list of tools, but whenever it tries to interact with it i get the error below. Error: invalid session token: failed to decode JSON pay… --- ## [Question around mattermost-ai plugin with free edition](https://forum.mattermost.com/t/question-around-mattermost-ai-plugin-with-free-edition/25272)
**Author:** [@mmnc](https://forum.mattermost.com/u/mmnc)\ **Replies:** 1\ **Last updated:** [February 25, 2026, 12:05am UTC](https://forum.mattermost.com/t/question-around-mattermost-ai-plugin-with-free-edition/25272 "2026-02-25T00:05:36Z")
Hi all, we are trying out mattermost free edition (v10.12.0) and I’ve installed/configured the latest release of the mattermost-ai plugin. I also have the github plugin installed and enabled. However every request I make… --- ## [Need help with MS Copilot](https://forum.mattermost.com/t/need-help-with-ms-copilot/25632)
**Author:** [@ramonz](https://forum.mattermost.com/u/ramonz)\ **Replies:** 0\ **Last updated:** [January 9, 2026, 5:28am UTC](https://forum.mattermost.com/t/need-help-with-ms-copilot/25632 "2026-01-09T05:28:45Z")
Hi everyone we own a restaurant and we have a paid MS Copilot license: we are trying to create an agent which can basically save us a lot of time. We have a word document full of food items and their respective allergens… --- ## [Complex Intent Recognition Pipeline Challenge - OpenAI API Integration](https://forum.mattermost.com/t/complex-intent-recognition-pipeline-challenge-openai-api-integration/25190)
**Author:** [@angelina\_Harriet](https://forum.mattermost.com/u/angelina_Harriet)\ **Replies:** 0\ **Last updated:** [September 5, 2025, 6:11am UTC](https://forum.mattermost.com/t/complex-intent-recognition-pipeline-challenge-openai-api-integration/25190 "2025-09-05T06:11:22Z")
I’m working on an intent classification system for a conversational AI platform at Rizz AI lovers using WordPress REST API + vanilla JavaScript and facing critical technical bottlenecks with OpenAI API integration. Core… --- ## [I am Exploring Copilot AI with Mattermost – want Insights](https://forum.mattermost.com/t/i-am-exploring-copilot-ai-with-mattermost-want-insights/25125)
**Author:** [@Isabella](https://forum.mattermost.com/u/Isabella)\ **Replies:** 1\ **Last updated:** [August 26, 2025, 6:53pm UTC](https://forum.mattermost.com/t/i-am-exploring-copilot-ai-with-mattermost-want-insights/25125 "2025-08-26T18:53:12Z")
Hey All, I have been experimenting with Mattermost & came across the Copilot AI feature. It looks promising but I am trying to figure out how practical it is for day-to-day team collaboration. From what I see, it can as… --- ## [Why Does Mattermost Copilot Ignore Custom Slash Commands in Channel Context?](https://forum.mattermost.com/t/why-does-mattermost-copilot-ignore-custom-slash-commands-in-channel-context/24437)
**Author:** [@reyiyeb](https://forum.mattermost.com/u/reyiyeb)\ **Replies:** 1\ **Last updated:** [July 23, 2025, 12:29am UTC](https://forum.mattermost.com/t/why-does-mattermost-copilot-ignore-custom-slash-commands-in-channel-context/24437 "2025-07-23T00:29:34Z")
Hello We have been testing Mattermost Copilot in a DevOps-heavy environment and noticed an issue when using custom slash commands in channels where Copilot is active. :slightly\_smiling\_face: The AI assistant responds to… --- ## [This forum should be renamed](https://forum.mattermost.com/t/this-forum-should-be-renamed/24279)
**Author:** [@CSA](https://forum.mattermost.com/u/CSA)\ **Replies:** 0\ **Last updated:** [July 17, 2025, 4:22am UTC](https://forum.mattermost.com/t/this-forum-should-be-renamed/24279 "2025-07-17T04:22:11Z")
…as Copilot has been changed to Mattermost Agents. --- ## [How can copilot receive files from LLM?](https://forum.mattermost.com/t/how-can-copilot-receive-files-from-llm/23306)
**Author:** [@t.tsoukas](https://forum.mattermost.com/u/t.tsoukas)\ **Replies:** 0\ **Last updated:** [June 8, 2025, 3:11pm UTC](https://forum.mattermost.com/t/how-can-copilot-receive-files-from-llm/23306 "2025-06-08T15:11:09Z")
Hi all, We have been using the latest versions of copilot with great success, but we stumbled onto something that we havent seen before… Requesting a word document from OpenAI (using GPT-4.1 model) we get the following… --- ## [How Are You Using Copilot AI with ML Projects in Mattermost?](https://forum.mattermost.com/t/how-are-you-using-copilot-ai-with-ml-projects-in-mattermost/23203)
**Author:** [@NicoleSanders14](https://forum.mattermost.com/u/NicoleSanders14)\ **Replies:** 0\ **Last updated:** [May 23, 2025, 8:04am UTC](https://forum.mattermost.com/t/how-are-you-using-copilot-ai-with-ml-projects-in-mattermost/23203 "2025-05-23T08:04:31Z")
Hi everyone, I’m fairly new to Mattermost and just started exploring the Copilot AI features. I’m also preparing for job interviews in the tech space, and I’ve been studying a lot of Machine Learning Interview Questions … --- ## [AI Assistant answers blank response after fresh OpenOps install](https://forum.mattermost.com/t/ai-assistant-answers-blank-response-after-fresh-openops-install/17573)
**Author:** [@k4NhtBBG](https://forum.mattermost.com/u/k4NhtBBG)\ **Replies:** 3\ **Last updated:** [March 8, 2024, 11:38am UTC](https://forum.mattermost.com/t/ai-assistant-answers-blank-response-after-fresh-openops-install/17573 "2024-03-08T11:38:28Z")
Hi everyone, Thank you so much for all your work around OpenOps. I try to experiment OpenOps on a self-hosted machine. I followed exactely the install instructions using localai backend. I don’t know how to check Ope… --- ## [Task Management Improvement and AI Bot For Task Management](https://forum.mattermost.com/t/task-management-improvement-and-ai-bot-for-task-management/16687)
**Author:** [@mfamualro](https://forum.mattermost.com/u/mfamualro)\ **Replies:** 9\ **Last updated:** [November 8, 2023, 5:11pm UTC](https://forum.mattermost.com/t/task-management-improvement-and-ai-bot-for-task-management/16687 "2023-11-08T17:11:09Z")
Hi, I’m new to Mattermost. I deployed it at my job around 2 months ago, and it has been going very well. Everyone has been having a great time with it and it has greatly improved communication. One place where I feel th… --- ## [Boost Your Productivity with Mattermost Copilot: A Comprehensive Guide 🚀](https://forum.mattermost.com/t/boost-your-productivity-with-mattermost-copilot-a-comprehensive-guide/19029)
**Author:** [@john.combs](https://forum.mattermost.com/u/john.combs)\ **Replies:** 1\ **Last updated:** [November 11, 2024, 9:36am UTC](https://forum.mattermost.com/t/boost-your-productivity-with-mattermost-copilot-a-comprehensive-guide/19029 "2024-11-11T09:36:17Z")
Ready to supercharge your workflow? Our in-depth guide on Mattermost Copilot has everything you need to know! Here’s what you’ll learn: Setting up Copilot for the first time Key features and how to use them Real-world … --- ## [Improving AI Model Generalization on Real-World Data](https://forum.mattermost.com/t/improving-ai-model-generalization-on-real-world-data/21026)
**Author:** [@rizakoca1](https://forum.mattermost.com/u/rizakoca1)\ **Replies:** 0\ **Last updated:** [October 25, 2024, 4:11pm UTC](https://forum.mattermost.com/t/improving-ai-model-generalization-on-real-world-data/21026 "2024-10-25T16:11:54Z")
One of the challenges in developing robust AI models is ensuring they generalize well to real-world data, which is often noisy, varied, and inconsistent. Many machine learning models perform excellently on training and t… --- ## [Mattermost v10 Copilot Release (v1.0 GA + Multi-LLM Support)](https://forum.mattermost.com/t/mattermost-v10-copilot-release-v1-0-ga-multi-llm-support/19629)
**Author:** [@zigler](https://forum.mattermost.com/u/zigler)\ **Replies:** 0\ **Last updated:** [September 17, 2024, 7:27pm UTC](https://forum.mattermost.com/t/mattermost-v10-copilot-release-v1-0-ga-multi-llm-support/19629 "2024-09-17T19:27:44Z")
We’re thrilled to announce that with the release of Mattermost v10, the Mattermost Copilot plugin is now v1.0 (GA)! The release also features a major enhancement to our Copilot plugin: Multi-LLM support with custom promp… --- ## [Using Gemini with Copilot](https://forum.mattermost.com/t/using-gemini-with-copilot/19281)
**Author:** [@Greg\_V](https://forum.mattermost.com/u/Greg_V)\ **Replies:** 1\ **Last updated:** [August 21, 2024, 11:00pm UTC](https://forum.mattermost.com/t/using-gemini-with-copilot/19281 "2024-08-21T23:00:44Z")
Hello, Is it possible to use a Gemini API Key with Copilot? Currently I only see OpenAI, Anthropic an Ask Sage. Thanks --- ## [Python chatbot with 3 second GitLab CI/CD pipelines and self-analysis capability](https://forum.mattermost.com/t/python-chatbot-with-3-second-gitlab-ci-cd-pipelines-and-self-analysis-capability/17354)
**Author:** [@Bunnyh](https://forum.mattermost.com/u/Bunnyh)\ **Replies:** 9\ **Last updated:** [February 20, 2024, 9:50am UTC](https://forum.mattermost.com/t/python-chatbot-with-3-second-gitlab-ci-cd-pipelines-and-self-analysis-capability/17354 "2024-02-20T09:50:29Z")
Hello! I could release this chatbot in a more proper place if I can find one. I have been testing it on my private server with 40 users for six months and it’s working pretty nicely. Latest addition is gpt-4-vision suppo… --- ## [How do I launch a flow when a new item is posted on SharePoint?](https://forum.mattermost.com/t/how-do-i-launch-a-flow-when-a-new-item-is-posted-on-sharepoint/17952)
**Author:** [@Xarzu](https://forum.mattermost.com/u/Xarzu)\ **Replies:** 0\ **Last updated:** [February 14, 2024, 5:28pm UTC](https://forum.mattermost.com/t/how-do-i-launch-a-flow-when-a-new-item-is-posted-on-sharepoint/17952 "2024-02-14T17:28:23Z")
How do I launch a flow when a new item is posted on SharePoint? I want to write a flow such that when someone posts an article on SharePoint, a predetermined set of persons are emailed that it has been done. Can someo… --- ## [Error Installing the mattermost ai plugin / Post.Message has size restrictions](https://forum.mattermost.com/t/error-installing-the-mattermost-ai-plugin-post-message-has-size-restrictions/17323)
**Author:** [@HorstA](https://forum.mattermost.com/u/HorstA)\ **Replies:** 4\ **Last updated:** [February 10, 2024, 1:00pm UTC](https://forum.mattermost.com/t/error-installing-the-mattermost-ai-plugin-post-message-has-size-restrictions/17323 "2024-02-10T13:00:40Z")
Hi, I’m trying to upload and install the mattermost ai plugin (mattermost-ai-0.4.0.tar.gz). After clicking Upload I get a “Received invalid response from the server” error. The file has about 67M. How can I fix it? How… --- ## [Mattermost-plugin-ai. - Integration with local LLM](https://forum.mattermost.com/t/mattermost-plugin-ai-integration-with-local-llm/17384)
**Author:** [@pramod1803](https://forum.mattermost.com/u/pramod1803)\ **Replies:** 1\ **Last updated:** [December 5, 2023, 12:26am UTC](https://forum.mattermost.com/t/mattermost-plugin-ai-integration-with-local-llm/17384 "2023-12-05T00:26:50Z")
I have installed GitHub - mattermost/openops: Open source stack for applying AI to workflows in secure environments plugin with the mattermost docker image to use with Local AI. But unable to proceed to understand how to… --- ## [New AI plugin interface improvements](https://forum.mattermost.com/t/new-ai-plugin-interface-improvements/17309)
**Author:** [@jespino](https://forum.mattermost.com/u/jespino)\ **Replies:** 1\ **Last updated:** [November 22, 2023, 2:23am UTC](https://forum.mattermost.com/t/new-ai-plugin-interface-improvements/17309 "2023-11-22T02:23:06Z")
In this demo I show the new changes that we are working on in the AI plugin in Mattermost to get a better view of the history and a better interface to create new conversations with the AI bot. --- ## [New AI Video: Building AI bots on your private data with an open source stack](https://forum.mattermost.com/t/new-ai-video-building-ai-bots-on-your-private-data-with-an-open-source-stack/17204)
**Author:** [@zigler](https://forum.mattermost.com/u/zigler)\ **Replies:** 0\ **Last updated:** [November 2, 2023, 7:12pm UTC](https://forum.mattermost.com/t/new-ai-video-building-ai-bots-on-your-private-data-with-an-open-source-stack/17204 "2023-11-02T19:12:51Z")
New AI Video! :video\_camera: Join Andrew Zigler, Developer Advocate at Mattermost, in this virtual presentation from AI DevWorld 2023 and learn how you can leverage open source tools to create… --- ## [Demo: Fully local AI with Mattermost AI plugin and FastChat](https://forum.mattermost.com/t/demo-fully-local-ai-with-mattermost-ai-plugin-and-fastchat/17046)
**Author:** [@jespino](https://forum.mattermost.com/u/jespino)\ **Replies:** 0\ **Last updated:** [October 9, 2023, 2:42pm UTC](https://forum.mattermost.com/t/demo-fully-local-ai-with-mattermost-ai-plugin-and-fastchat/17046 "2023-10-09T14:42:10Z")
In this demo I’m using the FastChat application to provide a local AI using the mpt-30b-chat model. Thanks to FastChat OpenAI compatible API I can easily integrate that with my own local Mattermost and start using AI 100… --- ## [Demo: Adding AI to code blocks](https://forum.mattermost.com/t/demo-adding-ai-to-code-blocks/16733)
**Author:** [@jespino](https://forum.mattermost.com/u/jespino)\ **Replies:** 0\ **Last updated:** [August 24, 2023, 5:19pm UTC](https://forum.mattermost.com/t/demo-adding-ai-to-code-blocks/16733 "2023-08-24T17:19:53Z")
As part of the exploration around adding more usage of AI into mattermost we have added a new code block extension that allows AI to give us information about code blocks. Here is the demo, I hope you like it: … [Next page](https://forum.mattermost.com/c/copilot-ai/40.md?page=1)