Changelog

GLM-5.3

Z.ai's new flagship is now available for agents in standard and fast modes. Stronger than GLM-5.2 on coding and long agent tasks, with a 1M context.

Smarter Replies in Slack Threads

Agents understand the conversation and know when a message is for them, even alongside other people and bots.

16 New Connectors

Agents now work with Amplitude, Bright Data, Buffer, Coda, Contentful, GoHighLevel, Higgsfield, Instantly, Navan, Neon, Responsive, Statsig, Tally, Vitally, Yotpo, and ZoomInfo.

Improved Agent Chat Performance

Agent chats are smoother and much lighter on your laptop or phone.

Claude Sonnet 5.5 and GPT-6.1 Sol

Sonnet 5.5 does most work up to 30% cheaper than Sonnet 5, and GPT-6.1 Sol gets close to GPT-6 Astra at a fifth of the price.

Text Your Gumball (Beta)

Text Gumball over iMessage, RCS, or SMS to kick off a task from anywhere.

See What an Agent Changed About Itself

When an agent edits its own instructions, skills, or triggers during a chat, the changes are listed above the chat input and open with a click.

Auto Message Steering (Experimental)

Messages you send while an agent is working are now steered or queued for you, so a correction lands right away and a follow-up waits until the agent finishes.

SharePoint in Brain

Sync a SharePoint site into Brain, with each document visible only to the people who can open it in SharePoint.

Password-Protected Artifacts

You can now set a password on an artifact to securely share it.

Faster, Cheaper Agent Tasks

Agent tasks start sooner and long ones cost fewer credits.

A New Look for Agents in Slack

Agents in Slack now use Slack's new agent blocks, so you see a task card with each step as it finishes.

Choose a Model per Trigger

Each agent trigger can now use its own model, so a weekly report task can run on Smartest while everyday tasks stay on Recommended.

Reflections Find Wasted Credits

Reflections now flag triggers that wake up and do nothing, routines worth turning into a skill, and tasks that ran far past normal, each with the credits it would save. Agents with auto-apply on apply confident edits on their own.

Unipile MCP

Agents can now read and send LinkedIn, WhatsApp, and email messages through Unipile.

AppsFlyer MCP

Agents can now pull AppsFlyer attribution and campaign performance data for your apps.

Claude Opus 5.5, GPT-6 Sol and Luna, Grok 4.7

Four new models for your agents, plus DeepSeek V4.1 Flash.

Talk to Your Agents

Start a call with any agent or Gumball and just talk. Ask it to prep you for your next meeting, kick off a task while your hands are busy, or think through a problem out loud. Turn it on for your own agents in their settings.

Read Receipts for Chats

Chats that finished or need your approval while you were away are marked unread until you open them.

Google Campaign Manager 360 MCP

Agents can now manage Campaign Manager 360 campaigns, creatives, ads, placements, and Floodlight tags.

See What Each Member Can Use

Organization admins can open any member and see the connectors, models, and features they can use, and which custom role grants each one. New custom roles can start from no access, full access, or a template.

Revamped Agent Builder

The agent page is reorganized so instructions, connectors, skills, triggers, and access are easier to find and edit in place. A new agent starts from one question, what should it take care of, then connects the right apps, writes its own instructions, and offers a trigger. Reflections, Evaluations, and Insights live together on a Performance page with spend by model, member, connector, skill, and subagent.

Agent Owners and Users

Agents now have two roles. Owners configure the agent and decide what Users can see and do, such as viewing team tasks, reading the instructions and connectors, or creating triggers. Users get a focused chat page and can request Owner access.

Steering is now Instant

Send Now and Cmd+Enter on a queued message no longer restart the turn. The agent finishes its current step, reads your message, and keeps going.

Customer.io MCP

Agents can now work with your Customer.io people, segments, campaigns, and messages across email, SMS, push, and in-app.

LinkedIn Ads MCP

Agents can now pull LinkedIn Campaign Manager reporting: ad accounts, campaign groups, campaigns, creatives, and performance analytics.

Marketo Engage MCP

Agents can now read and update leads, lists, programs, and campaigns in Adobe Marketo Engage.

Browser Notifications for Agent Chats

Switch tabs during a long run and your browser tells you when the agent finishes or needs you for an approval, a question, or a connection. The tab icon shows whether the agent is working, blocked, or has something you have not seen. Turn it on from Settings.

Model Router in the API, SDK, and CLI

Ask the Model Router which model to use for a prompt from your own code. Send the prompt and the models you have, and get back the pick and why.

Organization Webhooks

Organization admins can register webhook endpoints under Settings, Data Export, Webhooks and get a signed request whenever someone joins the organization. Send a test event, watch the delivery log, and pause or resume an endpoint from the same tab.

Attest MCP

Agents can now run and read Attest consumer research: brand tracking, creative and concept tests, and survey results.

TasteLabs MCP

Agents can now extract a design system from any site and check new designs against it with TasteLabs. Bring your own TasteLabs key.

Introducing Gumloop's Model Router

A new Auto mode for all Gumloop agents. It picks the right model for the task, so you don't have to.

GPT-Image 2.5

OpenAI's newest image model is now the default for agent image generation. Agents can use your uploads or earlier images as references, and they pick the size, quality, and format that fit each request.

Set Defaults for New Agents

Organization admins can now set the starting model, reasoning, compaction, and access settings for every new agent from the Agents tab in organization settings.

Review Reflections From Slack

When an agent finishes a reflection, its Slack DM now shows each suggestion as a card you can accept or dismiss right there. Notification links open the exact suggestion on the agent's Reflections page.

Evernote MCP

Agents can now search, read, and create your Evernote notes, notebooks, tags, and tasks.

Introducing Gumball

Your proactive, model agnostic, self improving agent. All in your company's cloud.

Major Speed Improvements

Chatting with agents is much faster, from sending a message to seeing the reply.

Update an Artifact From Any Chat

Paste an artifact link into another chat, or hand it to a different agent, and ask for changes. The new version lands on the same artifact instead of becoming a copy.

Agent Emails Are Now @gumloop.ai

Agent inboxes and Gumball now use shorter @gumloop.ai addresses. Mail sent to the old @gumloopagents.com addresses still arrives.

GPT-6 Astra

OpenAI's most capable model is now available. It's a big step up on long, multi-step work like coding, research, and drafting documents, and it asks instead of guessing when your instructions are ambiguous.

Agents Can Manage Their Own Evaluations

Turn on the Manage Evaluations ability and you can ask an agent to edit its own evaluation criteria or re-run evaluations on past chats. It checks with you before changing anything.

Teach Your Daily Chew

Open a Daily Chew as a chat and tell Gumball what it missed, and it remembers for next time. In Slack, hit Needs work on a brief to do the same in a thread. Works for Meeting Prep too.

Effort and Speed Controls

Set reasoning effort and speed right in the model picker.

Request Access to Restricted Models

Restricted models in the picker now have a Request button, so you can ask for access without leaving the chat.

Quote Part of a Reply

Select text in an agent's reply and quote it in your next message.

Drag to Reorder Agents in the Sidebar

Drag agents in the sidebar into whatever order you want. Cmd+K follows the same order.

Quo MCP

Agents can now pull calls, texts, contacts, and call transcripts from Quo, your business phone system.

Subagents Run in the Background

You can now keep chatting with an agent while its subagents work in the background. Check on what each one is doing, message or stop them any time, and their results land in the chat as each one finishes.

Claude Fable 5 and 5.1

Anthropic's most capable models are now available for your agents, and they're the strongest option for long-running work like deep research and complex coding. Organization admins can turn them on in model settings.

Gemini 3.8 Flash

Google's newest Flash model is now available for your agents, with big gains in coding, agentic tasks, and multi-step reasoning at the same speed and price as 3.7 Flash.

Smarter Inbox Drafts

Reply drafts can now look things up in your connected apps before writing, like checking your calendar before offering a meeting time or pulling what you discussed from your Granola meeting notes. You choose which connectors drafts can use from Smart Inbox settings.

Gmail and Linear in Company Brain

You can now sync Gmail and Linear into your Company Brain. Emails, issues, documents, and projects get indexed, so agents can bring that context into their answers.

Krea MCP

Agents can now generate images with Krea. Describe what you want in chat, enhance or upscale existing images, and iterate on styles without leaving the conversation.

Bing Webmaster MCP

Agents can now pull SEO data from Bing Webmaster Tools, like search performance, crawl stats, and keyword research, and submit URLs for indexing.

A Revamped Connectors Page

The connectors page got a full revamp. Browse connectors by category, open one to see its tools and recent usage, and connect your account right in the dialog. Connectors with more than one way to connect now show every option in one place.

Zip MCP

Agents can now work with Zip. Create and track procurement requests, check approvals, and look up vendors and spend from chat.

ElevenLabs MCP

Agents can now generate audio with ElevenLabs. Turn text into natural-sounding speech mid-run, like narrating a report or drafting a voiceover.

Webhook Triggers for Agents

You can now trigger an agent with a webhook. Each one gets a unique URL, so a form submission, an alert from an internal tool, or an event in another product can kick off a run with the data it sends. You can even ask the agent to set one up in chat.

GLM 5.3 Flash

Z.ai's newest model is now available for your agents. It approaches frontier models on coding and tool-heavy agent work at a fraction of their cost, and it understands images natively, so it can read screenshots, charts, and documents mid-task.

Daily Chew Highlights

Your Daily Chew now includes Highlights, action items that come with a step-by-step plan. Open one to edit or skip steps, and send the plan to Gumball as a single chat.

Artifacts on Your Own Domain

Organization admins can now serve shared artifacts from your company's own domain. Add it in organization settings, verify two DNS records, and dashboards, forms, and apps open on links like dashboard.yourcompany.com.

Browserbase MCP

Agents can now browse the web in a real browser through Browserbase. Navigate pages, click buttons, fill forms, take screenshots, and pull data from sites without an API.

Salesforce in Company Brain

You can now sync Salesforce into your Company Brain. Pick which objects to include, like accounts, opportunities, and contacts, and agents pull that context into their answers.

Monday.com Triggers

You can now trigger workflows from Monday.com board activity. Start when items are created, moved, or deleted, when a status or column changes, or when updates are posted, for items and subitems alike.

Faster, More Reliable Agents

Agents now complete long-running tasks much more reliably, and actions in your connected apps run faster.

More Accurate Daily Chew Citations

Citations in Daily Chew and Meeting Prep briefs now point to the right source far more reliably. Click on any citation to see where an item came from and check the details for yourself.

Restrict More with Custom Roles

Custom roles can now control who can create skills, and organization admins can automatically restrict newly released integrations, across the whole organization or per role.

Insights for Tasks, Agents, and More

The Insights page now has dedicated tabs for tasks, agents, skills, artifacts, teams, and connectors, each with usage trends and drill-down tables. The analytics agent sits right beside the data, so you can ask follow-up questions as you explore.

Impact Reports by Email or Slack

Subscribe from Insights to get a recurring recap of what your organization or any agent you own accomplished. Reports cover tasks completed, actions in connected apps, top agents and users, and credit usage, delivered to your inbox or as a Slack canvas.

Snapchat Ads MCP

Agents can now run your Snapchat advertising. Create and manage campaigns, ad squads, and ads, upload creatives, build audience segments, track pixel conversions, and research public ads in the ads library.

Gumball Can Use Shared Skills

Gumball can now find and use every skill shared with you or your organization, not just the ones you created. Mention a task and the right skill loads automatically, even if a teammate built it.

Faster Agent Pages

Agent pages now open noticeably faster. Chats appear right away without layout jumps, and switching between conversations no longer reloads the page.

Choose Who Approves Access Requests

Organization admins can now pick who receives access requests. Set an assignee in organization settings, and requests for roles, models, features, and limits go to that person first.

Gumball Works with Outlook

Smart Inbox can now sort and draft replies for an Outlook mailbox, and Meeting Prep can brief you from an Outlook calendar. Pick Outlook when setting either one up.

Azure MCP

Agents can now work with your Azure account. Review subscriptions and resources, manage compute, storage, databases, and web apps, check security and governance, and look up costs and pricing.

Fast Mode

You can now switch an agent to Fast mode in its AI settings. Supported models like Claude Opus 5 respond much faster at a higher credit rate, and fast responses are labelled in chat.

Grok 4.6, Gemini 3.7 Flash, and Qwen3.8 Max

Three new models to power your agents.

Outlook Email and Calendar Triggers

You can now trigger agents from Outlook. Start an agent when a new email lands in a folder you choose, or around a calendar event, before it starts, when it starts, or after it ends.

Gong in Company Brain

You can now sync Gong call recaps and transcripts into your Company Brain. Pick which workspaces to include, and everyone only sees calls they already have access to in Gong.

Agents for Your Whole Slack Workspace

Enterprise organizations can now share agents with everyone in a connected Slack workspace, including teammates without a Gumloop account. Register the workspace in organization settings, then opt each agent in from its share settings.

Meet Gumball (Beta)

Gumball is your personal agent. It writes you a morning newsletter called the Daily Chew, briefs you before each meeting with Meeting Prep, and sorts your email with Smart Inbox, drafting replies and flagging what needs your attention. Open it from your sidebar, chat in Slack, or email gumball@gumloopagents.com.

Custom Links for Artifacts

You can now publish an artifact on its own URL, like sales-dashboard.gumloopartifacts.com. Turn on Custom Domain from the share dialog, pick a name, and hand out a link people can actually remember. Access and permissions stay exactly the same.

Meta Ads MCP

Agents can now report on your Meta advertising. Pull performance insights for campaigns, ad sets, and ads, review creatives, and read Facebook Page posts, comments, and reactions.

Cost Estimates for Brain Sources

Adding a Company Brain source now shows an estimated credit cost before anything syncs. The sync only starts once you approve it.

Managed Tunnels for Private MCP Servers

Organization admins can now connect MCP servers that run inside your own network. Create a tunnel in settings, run one command on your network, and your agents can use those servers without exposing them to the internet.

DataForSEO MCP

Agents can now run SEO research through DataForSEO. Look up keyword volumes and difficulty, analyze competitors and backlinks, pull live search results, and track how often a brand appears in AI answers from ChatGPT and Google AI Overviews. Works out of the box, or connect your own DataForSEO account.

Sprout Social MCP

Agents can now work in Sprout Social. Pull profile and post analytics, monitor inbox messages and Listening topics, manage cases, and draft posts for publishing.

Model Access by Role

Organization admins can now choose which AI models each custom role can use. Model pickers across agents and workflows only offer people the models their role allows.

Google NotebookLM MCP

Agents can now work in Google NotebookLM Enterprise. Create notebooks, add and manage sources, and generate audio overviews and podcasts.

Claude Opus 5

Anthropic's newest model sets a new state of the art on coding and knowledge work at the same price as Opus 4.8, with a 1 million token context window.

Kimi K3

The largest open model released to date, US-hosted with a 1 million token context window and native visual understanding.

Improved Agent Chat Credit Breakdowns

Agent chats now show a more accurate credit breakdown covering the conversation, tool calls, and subagents, so you can see exactly what used your credits.

Bring Your Own Fireworks Key

Organization admins can now add a company Fireworks key, so open models like DeepSeek, Qwen, and Kimi run on your own account. Custom AI proxies are supported too.

Sync Organization Skills from GitHub

You can now connect a GitHub repository to your organization's skill library. Gumloop imports every folder with a SKILL.md and keeps those skills updated as new commits land, so your team always works from the latest version.

Any Connector as a Brain Source

Company Brain can now sync knowledge from any connector, not just the built-in sources. A short setup chat helps you choose exactly what to sync, and your agents answer with that knowledge.

Reddit Ads MCP

Agents can now manage Reddit advertising through a new connector. Create and update campaigns, ad groups, and ads, build audiences and targeting, publish promoted posts, and pull performance and conversion reports.

Key-Pair Authentication for Snowflake

You can now connect Snowflake with an RSA key pair instead of a password or browser login. This is the best fit for service users and accounts with MFA enforced, and it works everywhere Snowflake does in Gumloop, from agents to workflows.

DM Your Agent in Slack

You can now send direct messages to agents with a custom Slack app. Work with your agent one-on-one, no channel needed.

Manage Agent Skills and Connectors from the API

You can now add and remove skills and connectors on your agents through the developer API. The same tools are available in the Gumloop connector, so an agent can even configure other agents.

SharePoint MCP

Agents can now work in SharePoint through a new connector. Search sites and document libraries, manage files and folders, update lists, and publish pages.

Zendesk in Gumloop Brain

You can now connect Zendesk as a Brain source. Sync your Help Center articles or support tickets, choose exactly which categories, sections, and articles to include, and your agents answer with your support knowledge.

Brain Improvements

Google Drive sources in Brain can now preserve each document's original permissions, so agents only return files the person chatting can access. When a role blocks Brain or source management, you can request access from the right approver through Gumloop, Slack, or email. Brain source activity now appears in audit logs, and large syncs resume more reliably.

GPT-5.6 Terra, Sol, and Luna

OpenAI's newest model family is now available for agents and workflows, from the fast Luna to the deep-reasoning Terra.

Revamped Agent Computers

We rebuilt the computer agents use to run Python, JavaScript, and shell code on new infrastructure, so code execution is more dependable, especially on long-running tasks.

Grok 4.5

SpaceXAI's newest model is now available in agents and workflows. It handles difficult, long-running tasks that require creatively using tools, whether in software engineering, data science, finance, or legal work, and solves multistep tasks in under half the steps of comparable frontier models.

Mention Brain Sources in Chat

You can now @mention a Brain source in an agent chat to point the agent at exactly the content you want it to answer from.

Team Accounts for Brain Sources

Brain sources on a team can now connect with a shared team account instead of someone's personal one, so the source keeps syncing no matter who set it up.

Gumloop Brain

Give your agents a company knowledge base. Connect sources like Google Drive, Notion, Slack, and Confluence, choose whether each one is private to you, shared with a team, or available to the whole company, and agents answer from your real content with citations.

Connector Explorer for Organizations

Organization admins can now see which connectors are in use across the company and who has connected each one, right from the Insights explorer.

AppLovin Ads MCP

Agents can now pull AppLovin campaign performance reports and manage your campaigns, creative sets, and ad assets through a new connector.

160+ New MCP Connectors

The connector catalog grew by over 160 new integrations, from Granola, Klaviyo, and Mixpanel to Seismic, Mailchimp, and Posthog, all ready to connect in one click.

Faster Skill Loading for Agents

Skills now load onto your agent's computer up to 10x faster, so agents with large skill libraries get to work sooner.

Claude Sonnet 5

The most agentic Sonnet model yet, bringing Opus 4.8-level performance at a lower cost.

Agent-Owned Credentials

Connectors on an agent can now use a credential owned by the agent itself, so everyone chatting with it runs on the same account instead of connecting their own.

Workflow AI Credits Now Follow Token Usage

AI steps in workflows are now billed by actual token usage instead of a flat rate, so short prompts cost less and you only pay for what you use.

Outreach MCP

The Outreach integration is now generally available. Agents can manage prospects and accounts, add prospects to sequences, and work with your emails, tasks, and calls.

Rocketlane MCP

Agents can now work with your Rocketlane projects and tasks through a new curated connector.

Bring Your Own OAuth Client for MCP

Proxied MCP connectors now support custom OAuth clients, so you can connect through your own app instead of Gumloop's.

Evaluation Notification Alerts

You can now configure alerts for agent chat evaluations and get notified when conversations score below your bar.

Agent Analytics

Every custom agent now has an analytics page showing how it's being used, who's chatting with it, and which tools get called, so you can see whether the agents you build are pulling their weight.

Credit Warnings for Agent Chats

You can now set a per-chat credit threshold on an agent. When a conversation crosses it, the agent pauses and asks for approval before spending more.

Manage Every Trigger on Team Agents

Agent owners can now see and manage the triggers teammates have set up on their agents, not just their own.

DocuSign MCP

The DocuSign integration is now generally available. Agents can send documents for signature, track envelope status, create envelopes from your templates, and download signed documents.

ClickUp MCP

Agents can now work with your ClickUp tasks, from creating and updating them to adding comments and organizing your spaces, folders, and lists.

Request Access to Connectors

When you add a connector to an agent that you haven’t been granted access to, you can now request access, and an admin can approve in one click.

More Reliable Custom MCP Servers

Custom MCP servers now run more reliably after several under-the-hood fixes and improvements.

Full Chats Are Now Included in Data Exports

Data exports of agent chats now include the full conversation messages and tool calls.

Live Artifacts Connect to More MCP Servers

Live artifacts can now call tools from all MCP servers, so the dashboards, reports, and forms your agents build can access more of your connected accounts.

Share Any Gumloop Artifact with Your Agents

Send an agent a link to one of your artifacts and it can pull that file straight into its sandbox to work with, as long as you have access to it.

See and Switch Agents in the Sidebar

The sidebar now shows the agent you’re viewing, with a switcher to jump to another one without going back to your agent list.

Qwen 3.7 Plus

Added Qwen 3.7 Plus for agents, running under Zero Data Retention.

See Where Your Organization's Credits Go

The new Insights dashboard in organization settings breaks down credit usage across your org. Get an overview, a per-model view of credits and cost, a Credit Explorer for digging into individual runs, and forecasts that project where your spend is heading.

Set Organization Model Presets

Organizations can now choose the models behind the Recommended, Smartest, and Fastest presets, so every agent in the org runs on the models you've picked for each tier.

GLM-5.2 (Z.ai)

Added GLM-5.2 for agents, running under Zero Data Retention.

Trigger Agents from Slack Reactions

Agents can now be triggered when someone reacts to a Slack message with a chosen emoji, so a quick reaction can kick off the agent.

Human-in-the-Loop for Agents

Agents can now loop you in mid-task. They can pause to ask for approval before running a tool, or ask a question with options to choose from, then pick up right where they left off once you respond. Available in agent chats and Slack.

Agent Chat Evaluations

Set evaluation criteria for an agent and have its chats automatically graded against them, so you can quickly spot which conversations went well and which need a closer look.

Revamped Agent Composer

The agent chat composer has been rebuilt to make adding context easier. Mention your agents, skills, and apps with @, and attach files by uploading, picking an existing Gumloop file, or dragging and dropping them in.

Faster Agent Code Sandboxes

Code sandboxes now boot-up faster and have a longer lifespan so agents can iterate on code and data within a conversation more easily.

More Data in the Analytics Agent

The analytics agent can now answer questions about your triggers, skills, and the files your agents produce — like which agents have active triggers, which skills get used most, and what has been generated.

MiniMax M3 and Kimi K2.7 Code

Added new open-source models to the agents.

Agents in Microsoft Teams

You can now connect agents to Microsoft Teams as an external channel. The setup page walks through the commands you need, with the same cleaner setup flow now shared across Slack and Teams.

Agents Are More Credit Efficient

Agents with large MCP toolsets now load tool details only when needed, keeping more context available for the task and reducing unnecessary token usage.

Personal Scope for Data Exports

Enterprise teams with data export access can now choose Personal or Organization when exporting data. Personal exports include data you created or initiated, without needing to export the whole organization.

Faster, More Reliable Search

Search and navigation across Gumloop are faster and more reliable.

Add Shared & Organization Skills to Agents

You can now add skills from Shared with Me and Organization tabs directly to agents, making it easier for teams to reuse approved skills without duplicating them.

Skill Permission Roles

Skills now support Editor, Viewer, and Use Only access, so teammates can update a skill, inspect it, or use it in agents without getting broader permissions.

Access Notifications for Agents, Skills, and Flowbooks

You can now request access to agents, skills, and Flowbooks when you hit a permission wall, and owners can approve those requests in one click.

More Powerful Gumloop MCP

The Gumloop MCP server now includes tools for agents, sessions, skills, files, teams, connected MCP servers, resources, prompts, and MCP tool calls.

Looker MCP

Agents can now work with Looker dashboards, Looks, folders, scheduled plans, alerts, LookML models, and query results through MCP.

BigQuery Workload Identity Federation

BigQuery connections now support Workload Identity Federation, so teams can connect BigQuery without long-lived service account keys.

Notification Center

A new notification center brings access and role requests right into the app. When someone asks to join a team, get a role, or open an agent, skill, or file, admins can see what they want and approve it in one click, alongside the existing email and Slack notifications.

Team Level Secrets

You can now store variables and secrets at the team level, so everyone shares the same credentials without each person entering them again.

Claude Opus 4.8

Added Claude Opus 4.8, now available as the Smartest model for your agents.

Open Anything with Cmd+K

A new command menu lets you search and jump to your agents, chats, and actions from anywhere with Cmd+K, including searching the text inside past conversations.

Apify MCP

The Apify MCP can search the Apify Store for a scraper, run it, and return the results. Use it to scrape LinkedIn profiles, pull company pages, or collect job postings for lead research and outreach.

Hosted Pages for Agents

Publish an agent on its own gumloopagents.com URL, like my-agent.gumloopagents.com, making each agent feel like its own app.

Build Richer HTML Artifacts

Agents can now create HTML artifacts with separate files for scripts, styles, and assets. That makes generated dashboards, forms, and small apps easier to build without cramming everything into one file.

See Agent Context Usage

Agent chats now show context usage, so you can tell when a long conversation is getting close to the model limit.

Freshdesk and Freshsales MCP

Agents can now work across Freshdesk support tickets and Freshsales CRM records, from replying to customers and updating contacts to managing deals, tasks, and sales activity.

Reflection Reports in Slack and Email

Agent reflection reports can now be sent to Slack or email, making it easier to review what an agent learned and what it wants to improve.

Delete Agents With Trigger Warnings

Deleting an agent now shows which triggers will be affected before you confirm.

MCP Artifacts

Artifacts can now connect to external services through MCP, enabling interactive dashboards, reports, and forms that read from and write to tools like Slack, Google Calendar, and GitLab.

Queue and Steer Agent Messages

Agents now support queued follow-up messages while an agent is still working, so you can add steering instructions mid-chat and have them sent in order.

Speech-to-Text for Agent Chats

Agent chats now support speech-to-text input, letting you dictate prompts directly into the composer before sending.

Longer-Running Subagents

Subagents can now keep working for up to 1 hour, instead of the previous 15-minute execution window.

Lazy Tool Loading for Agents

Agents with large MCP toolsets can now load tool details into context only when needed, freeing up more of the context window for the task itself and reducing unnecessary token costs.

Introducing Reflections

Agents now automatically learn from past interactions. Reflections surface patterns and suggestions, helping your agents improve over time.

Incognito Mode for Agent Chats

Agent chats now have an incognito option that gives you the full conversation experience without saving messages, tool calls, or files to your chat history.

One-Click Action Request Resolution

When someone requests a role change or team access, admins can approve or reject directly from Slack, or open the request link to see exactly what permissions would change before deciding.

Credential Selection for Hosted and Proxied MCP Tools

Each hosted or proxied MCP tool on an agent can now be pinned to a specific personal or team credential, so you control exactly which account each tool uses.

Shared With Me & Organization Views

Agents, skills, files, and workflows now have Shared with Me and Organization tabs, making it easier to collaborate and discover.

All Your Agent Activity in One Place

The Home tab now shows agent activity across agents you created, agents shared with you, and agents from teams you are part of, including recent chats, usage, and triggers.

Pin Favorite Agents to the Sidebar

You can now favorite agents to make them easily accessible in the sidebar. If you have not picked any favorites yet, your most-used agents will appear there instead.

Larger, More Flexible Agent File Uploads

Agent chats now support any file type up to 200MB, with smarter routing that decides whether to send files directly to the model or make them available in the sandbox based on provider limits.

SCIM Team & Role Sync

SCIM group mappings can now sync users into Gumloop teams and custom roles, including users who belong to multiple IdP groups.

Slack Notifications for Access Requests

Approvers now get Slack notifications when someone requests access, helping teams grant access faster.

Per-App Account Selection

You can now choose which specific account an agent tool should use, whether personal or team-level

Edit Skill Files

Edit skill files directly with change previews, draft tracking, and multi-file save support.

Rename Agent Conversations

Rename any agent conversation to keep your history organized, and share individual conversations with teammates.

Partner Program

Gumloop partners can now onboard referred organizations with pre-built agent templates and a guided onboarding experience tailored to their industry.

Gmail Triggers for Any Label

Gmail triggers can now fire on any inbox label — promotions, updates, custom labels, and more — not just the primary inbox.

Audit Log Filters

Filter audit logs by user, team, IP address, or entity ID to quickly find the activity you're looking for.

Google Analytics MCP

Pull traffic, engagement, and conversion data directly from Google Analytics.

Outlook Calendar MCP

Manage calendar events, check availability, and schedule meetings directly from Outlook Calendar.

MCP Hosting, Proxying, App Rules & Activity

Host your own MCP servers, proxy external ones, configure app rules, and monitor activity. Pro users get access with usage-based limits. Enterprise unlocks full access.

Enterprise Data Drains

Enterprise organizations can now configure data drains to continuously export data to external destinations like S3, BigQuery, or your own data warehouse.

Google Search Console MCP

Pull search performance data, inspect URLs, and monitor indexing directly from Google Search Console.

GPT-Image 2

Now available for image generation across agents & workflows.

Higher Pro Credit Limits

Pro tier members can now purchase up to 1M credits via self-serve billing.

Agent Email Inboxes

Agents can now respond to emails via @gumloopagents.com addresses.

Subagents

Agents can now spawn subagents and broadcast progress between siblings so multi-agent workflows stay coordinated.

Organization Analytics Agent

A built-in analyst for your organization. Ask anything about credits, agent adoption, or MCP activity and get charts and reports back instantly.

GPT-5.5

Added GPT-5.5 support across agents and workflows.

Composable Roles

Build custom organization and team roles by composing individual permissions instead of choosing from fixed presets.

Team Access Management

Organization admins can now manage who has access to each team.

App Policies & Rules for Enterprises

Define App Policies in plain English to control every interaction with an app or MCP server, with organization, team, and agent-level guardrails that can block or tag actions and log violations for audit.

Background Agent Streaming

Agent chats can now keep running in the background so you can leave and come back while long-running work continues.

Claude Opus 4.7

Added Claude Opus 4.7 as the default "Smartest" model.

Persistent Agent Workspace

Agent sandboxes now persist across chats. Files your agent creates stick around so you can pick up where you left off, and pull in artifacts from earlier conversations.

Skill Versioning with Change Previews

Skills now track version history and show you exactly what changed across iterations.

Web Fetch Tool for Agents

Agents can now fetch and extract content from web pages directly.

Revamped Credit & Subscription Management

Credit usage now counts up everywhere instead of counting down, with a revamped credit limit display. Configurable notification threshold controls let you set alerts for credit usage. A new Subscriptions tab in settings gives you a dedicated view of your plan.

Search Previous Chats

Agents can now search through your past conversations to recall context, reference earlier decisions, and avoid repeating work.

Google Slides MCP

Added Google Slides MCP integration — create, read, and modify presentations directly from your agents.

Jira New Issue Trigger

Added a native trigger that fires when a new Jira issue is created, so your agents can respond instantly.

Agent Artifact Gallery

Browse all files your agent has created in a dedicated gallery with search, filters, and pagination.

Parallel Web Monitor Trigger

Added a new trigger type that monitors web pages for changes in parallel.

Global Search for Agents & Workflows

Search on the Agents and Workflows pages now works globally across all folders — no more switching folders to find what you need.

Auto-convert Large Text to Files

When you paste a large block of text, it's automatically converted into a file attachment so your agent can work with it without hitting context limits.

Artifacts

Files created by agents now persist as artifacts with stable, shareable links and automatic versioning. Preview spreadsheets, images, slides, PDFs, Markdown, and text files inline — plus a fullscreen mode for HTML artifacts.

Editor, Viewer & Use-Only Roles

Share agents, workflows, and workbooks with granular roles. Editors can modify, viewers can see, and use-only users can chat with agents without access to the builder.

Shopify MCP

Added Shopify MCP integration with full OAuth support.

Atlassian Government Cloud

Jira and Confluence MCP servers now support custom Atlassian domains for Government Cloud environments.

Improved Agent Building UX

• Agents can now update their own icon, description, and suggested prompts.
• Added suggestions when creating an agent from scratch.
• CTAs for completing key actions like adding a trigger, skill, or personalizing via description and icon.
• View chat details and file details in a right panel while chatting.

Triggers for Everything

Agents can now build their own totally custom triggers. Describe what you want them to monitor across any app.

Agents Are 2x More Efficient

We implemented a way for agents to use tokens 2x more efficiently. This effectively makes agents half as expensive as before — same credits will go twice as far!

Agent Rate Limits

• Agent rate limits now align with the same mechanism as workflow rate limits.
• Free tier: 5 concurrent agent interactions.
• Pro tier: 25 concurrent agent interactions (across organization).
• Enterprise: custom limits.
• Agent interactions get queued after limit is reached.

Skill Popularity & Edit Tracking

Skills in teams are now sorted by most popular (most edited and used). You can also see the edit history and attribution of edits.

New Onboarding Experience

A guided onboarding flow now walks new users through building their first agent, making it easier than ever to get started with Gumloop.

New OpenAI Models

Added GPT-5.4, GPT-5.4 Mini, GPT-5.4 Nano, and GPT-5.3 Codex models for agents and workflows.

Max Steps for AI Agents

Added a max_steps setting in AI advanced settings to limit the number of steps an agent can take during execution.

Unlimited Overages & Configurable Cap

Plans now default to unlimited overages. Enterprise customers can configure a custom overage cap.

Findymail MCP

Added Findymail MCP integration.

Credit Logs

See exactly where your credits are going. Credit logs give you a detailed, filterable audit trail of every credit spend across the platform.

Concise Mode for Agents

Added a toggle for compact progress mode. Agents can now be much less wordy and overwhelming while they work.

Nano Banana 2

Added Nano Banana 2 support for agents and workflows.

Gumstack Monitoring

Added a Monitoring tab in Gumstack with server health visibility.

Disable Follow-Up Prompts

Added a toggle to disable follow-up prompts on agents.

Dropbox MCP

Added Dropbox MCP integration.

QuickBooks MCP

Added QuickBooks MCP integration.

Reducto MCP

Added Reducto MCP integration.

Introducing Gumstack

Gumstack is our security, observability, and MCP infrastructure product for enterprise customers. Visit gumstack.com to learn more.

Hex MCP

Added Hex MCP integration.

Revamped Pricing

Solo and Team plans are now one: Pro. Every paying user gets access to collaborative features including shared credits, shared ownership of Agents and Workflows, and no seat limits. More credits, same price.

Outlook Calendar MCP

Added Outlook calendar MCP to create and update events in your Outlook calendar.

Triggers for Agents

Have your Gumloop Agent analyze a new Google Form response, prepare you for a meeting 15 minutes before it starts, or enrich a lead right when it lands in Airtable. Agents now support triggers so you can connect them to your favorite applications. Ask your agent to run on a trigger and it’ll set it up.

Workspaces Are Now Teams

All your Agents, Workflows, and Skills now live together in the sidebar organized by Team, so it’s easy to see everything your organization is working on in one place.

Tool Restrictions for Custom MCP Servers

You can now restrict which tools are available on custom MCP servers, the same way you can for built-in integrations.

Download Skills

Skills can now be downloaded directly from the UI. Save them locally or share them with your team.

Scheduled Tasks for Agents

Run your Agents on a heartbeat — every 30 minutes, every morning, or at a specific time in the future. Automatically pull reports from Salesforce, send weekly digests, or check in on KPIs without lifting a finger.

Self-Improving Instructions

Just like with Skills, Agents can now update their own instructions. They refine how they operate as they handle more tasks.

Adding Agents to Slack is Smoother

We've made adding Agents to Slack a one-click process. Just select which channel your Agent should live in and you're done.

Skills for Agents

Agents can now create and edit their own skills and scripts. They learn to operate as you do. Scripts can call MCP tools you have integrated.

OpenRouter Model Config Options

Select either Qwen or Kimi as a model in agent chat then go to "AI Advanced Settings" on the right tab to configure OpenRouter options.

Revamped Credential Management

Credential management pages have been revamped to make it easier to manage your personal and workspace credentials.

Organization Analytics Agent

Introducing the Organization Analytics Agent for enterprise customers. Available in Slack—Gumloop admins can add it to any channel with /gummie add analytics and chat naturally. Or invoke it as a subagent by mentioning @Gumloop Analytics when chatting with Gumloop.

New Models

Added Sonnet 4.6, Kimi K2.5, and Qwen to the model lineup. Sonnet 4.6 available everywhere while Kimi and Qwen only with Chat and Agents.

Tool Captions

Agent tool executions now show real-time captions describing what each tool is doing—like “Searching for files” or “Sending email to team.” No more guessing what’s happening behind the scenes.

New Gumloop University

Gumloop University has a new look, new home and brand new courses covering AI fundamentals, Chat, Agents and Workflows: university.gumloop.com

Introducing Chat

The biggest update yet: chat with all your connected apps, datasets, and Gumloop Agents from one place. Ask questions, do research, and instantly connect to 100+ apps and data sources—zero configuration required.

Folders for Agents

Organize your agents just like you organize your workflows. Create folders to group related agents by team, project, or use case. Plus, we’ve unified the way Agents and Workflows can be navigated.

New Models

Gumloop now supports Opus 4.6 (state-of-the-art model for advanced reasoning tasks) and GPT-5.2 Codex (optimized for agents and efficient tool calling). We’ve deprecated older and less-used models for a cleaner experience.

Flows are now Workflows

We’re renaming Flows to Workflows as we feel that is a better name for the place where you can orchestrate agents and deterministic steps.

Fallback Models for Agents and Nodes

Set backup models that automatically kick in if your primary model fails or is unavailable. Your workflows and agents keep running even when AI providers have outages.

Workday MCP

You can now pull reports directly from Workday, making it easy to automate HR workflows and surface workforce data.

Box MCP

Manage files and folders directly in Box. Upload documents, download content, and organize your cloud storage without leaving Gumloop.

Seismic MCP

Connect to Seismic for sales enablement. Access content, manage libraries, and streamline how your team finds and shares sales materials.

Microsoft Teams Trigger

Workflows can now be triggered by new messages in Microsoft Teams. Connect your automations directly to where your team already collaborates.

Agent Message Compaction

Agents now automatically compact conversation history during long chats. Your agents can maintain context over extended interactions without losing track of what was discussed.

Sprig MCP

Added Sprig MCP integration for user research and feedback collection. Your agents and workflows can now interact directly with Sprig to gather insights and manage feedback workflows.

Code Sandbox for Agents

Agents can now write and run code. Need to analyze a dataset, calculate projections, or process a file? Just describe the task — your agent figures out how and delivers the result.

Revamped Agent Chat UI

Agent chat components have been refined. Completed steps are now consolidated into a collapsible section for better visibility into what your agent is currently doing.

Live Agent Chat Updates in Workflows

Watch agent conversations unfold in real-time while a workflow is running. Click into any agent node during execution to see the full thread.

Share Individual Agent Chats

Share individual agent conversations with teammates or external collaborators so others can see the full magic behind your agents.

Organization Image Generation Controls

Organization admins can now restrict which image generation models are available to their team. Set allowed and denied lists, and configure fallback models when a user's preferred model isn't permitted.

Web Search for Agents

Agents can now search the web to find real-time information. When your agent needs current data — pricing, news, or live documentation — it queries the web and incorporates the results directly into its responses.

New AI Model Picker with Recommended Options

The AI model picker now includes auto-selection presets — choose Recommended, Smartest, or Fastest and let the system pick the best model for each request. Hover over any model to see speed and intelligence ratings at a glance.

Publish Agents as Templates with Chat Replay

Share your agents with your organization or the community by publishing them as templates. Include chat replay demos so others can see exactly how your agent handles conversations before they clone it.

New Microsoft Teams Trigger & Nodes

New nodes for Microsoft Teams let you send messages to channels, read channel history, and trigger workflows from Teams events. Connect your workflows directly to where your team already collaborates.

Microsoft Sign-In

Sign in with your Microsoft account. Users with Microsoft SSO can now authenticate directly without creating separate credentials.

Clone, Duplicate, and Move Agents

Agents now have full feature parity with Workflows. Clone agents to create quick copies, duplicate them across workspaces, or move them to different projects — all from the same dropdown menu you already use for Workflows.

Stopping Workflows with Running Agents

Stopping a workflow now gracefully terminates all agent interactions in progress. No more orphaned agent sessions — when you abort a pipeline, every running agent receives the stop signal immediately.

Slack Agent !stop Command

Add !stop command to stop Slack agents. You can now stop an agent in its tracks when its going down the wrong path.

Improved Agent Creation

Agent creation now uses icons and has improved random name generation.

HTML Support for Gmail in Agents

Add HTML support for Gmail send email tool in agents. Agents can now send beautiful emails.

Google Tasks MCP

Enable Google Tasks MCP in production.

Improved API Key UX

Revamp UX for selecting API key on webhook trigger form and API keys in workspaces.

Default Custom Nodes

We will be adding default nodes per integration so you will not have to build basic nodes yourself.

Agent Timezone Handling

Add timezone handling for agents to convert to UTC.