Changelog

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.

Improved Organization Templates

Improved UX, add ability for organizations to create custom template categories, add filtering by category.

Personal Secrets Manager

Users can now securely store sensitive credentials (API keys, env variables, etc.) using the personal secret manager and use them in custom nodes. Read more here: https://docs.gumloop.com/nodes/custom_node_details#using-secrets-in-custom-nodes

Improved Agent in Workflow Errors

We now flag if you're missing credentials when you run a workflow that contains an agent instead of letting the agent fail silently.

Improved Custom Slack App Utility

Allow workspace members to create a custom Slack app as a personal credential.

Google App Sheet MCP Server

Add Google App Sheet MCP server.

Gemini Support for Agents

Add Gemini support for agents.

Gemini 3 Flash

Add Gemini 3 Flash model.

Custom Slack App Support

You're now able to connect your own Slack apps to agents meaning they can have their own @tags and images and can be used globally. This also allows multiple agents per channel!

Optimized Template Loading

Optimize loading of organization and community templates.

MCP Tool Call Visibility

Show both inputs and outputs on MCP tool calls for agents.

Improved Agent Thread Experience

If an agent sees multiple people interacting in a thread, it'll toggle its settings to require direct tagging in order to avoid confusion.

New MCP Tools

Add ticket form id to Zendesk ticket creation, add list labels tool to Gmail MCP, add support for dealing with specific tabs in Google Docs MCP, add get user status / set user status tool to GitHub MCP, add attachment retrieval tools to Zendesk MCP.

API Key Support for Gemini

Put in your own Gemini API keys and save money on Gumloop.

SCIM Provisioning and Syncing

SCIM support was in private beta with select customers but it's now available for all enterprise customers!

GPT-5.2 Support

Add support for the latest OpenAI GPT-5.2 model.

SSO Self Serve

Organization admins can now set up SSO themselves from their settings page.

Faster Gummie Plan Creation

Less waiting for Gummie to think while building workflows.

Firecrawl MCP

Add support for Firecrawl MCP.

Revamped Command Menu

Revamp the cmd + k menu to be faster and more intuitive.

Improved Queue Infrastructure

The workflow queue system now scales to 1000x your concurrent run limit.

Improved Agents in Workflows

Added support for files and you can now see the agent's activity from within your workflow while it's running.

Agents in Workflows

You can now use your agents as nodes in your workflows. This means you can trigger them with webhooks, use event triggers, schedule them and build multi agent systems. This is one of our most powerful features yet.

Improved Gummie Custom Node Generation

Our agent got much better at building custom nodes for you while it's creating your end to end workflows.

Tableau MCP

Add support for Tableau MCP.

Workspace Invite Emails

Send emails when inviting members to a workspace.

Preview Admin Features

Non-enterprise and non admin users can now preview admin features so they can see what enterprise features exist and what they can do.

Gmail Bulk Read

Improve Gmail MCP performance for bulk email retrieval.

Workflow Output Warnings

If you add a workflow with no output to agents, you now get a warning to avoid confusion.

Ask Mode for Gummie

You can now chat with gummie without worrying that it'll edit your flow. Ask questions and get help without making changes.

Scalable Queue System

Enterprise users now no longer get errors when exceeding their rate limits. Runs are queued and massive workloads are handled gracefully.

Image Generation Tool for Agents

All custom agents can now generate images and allow you to pick your image generation model.

Improved Planning Mode for Gummie

Planning mode is now faster and much better at generating ideal plans.

Per-User Credit Caps

Enterprise users can now set credit limits per user-role in their admin settings.

Custom Reddit OAuth Config

Reddit changed their app rules so we're letting you connect your own reddit app to gumloop now.

Email Invites for Workspace Members

Add sending email as an invite for workspace members.

File and Image Support in Agents

Agents in app and in slack can now read files and images natively. Supports multiple files and images at the same time.

Add Bulk User Invites

Invite users in bulk to organizations or workspaces, select their default workspaces and user roles as well during invite.

Add OAuth Support for Custom MCP Servers

If your custom MCP server uses OAuth for verification, you can now easily connect it to your gumloop account.

Add Devin MCP

Interact with cognitions devin coding agents via MCP.

Add Netsuite MCP

Interact with netsuite via MCP.

Creator Filtering

Filter your internal organization templates by creator name if you only want to see submissions from a specific person.

Community Templates

Members of the gumloop community can now publish flows and agents + browse the published creations of others. Read more here: https://www.gumloop.com/blog/announcing-community-templates

Claude Opus 4.5

The newest state of the art model from anthropic is live on the platform in agents and flows.

Agent Onboarding

Agents now reply with a friendly onboarding guide when you interact with them in slack without creating an account.

Many Small Fixes

Add Airtable triggers on created timestamp column, add custom operator evals for better code gen performance, bug fixes.

Gemini 3

Add support for Gemini 3 AI model (only in flows, agent support coming soon).

GPT 5.1

Add support for GPT 5.1 AI model.

Google Tasks MCP

Add Google Tasks MCP for seamless task management integration.

Node Search Tool for Gummie

Gummie can now explore nodes more intelligently and explore individual nodes while helping you build.

Improve Custom Agent Tool Calling

Agents can now call many tools at the same time with ~10x higher reliability.

Restrict Agent Tools

Organizations can now restrict individual tools specifically for agents with custom roles (ex: turn off email sending for agents for a specific set of your users).

Authentication Button in Agent Chats

If the agent uses a tool you're not authenticated with yet, it now asks you to auth with a clear button to let you do so.

Duplicate Enterprise Org Custom Roles

Add ability to duplicate enterprise org custom roles.

Template Reviewers Update Properties

Add ability for template reviewers to update properties.

Refactor Trigger Polling Service

Refactor trigger polling service to synchronize trigger data.

Improve Custom Node Generation

Addressed the main issues with gummie code generation. It has a tool to validate its code now.

Preview of Workflows on Agent Builder

You can now see a preview of the workflows you're adding into your agents as tools.

Zoom to Log Functionality from Node

Double click on nodes to have the workflow logs scroll to that nodes outputs. This helps debugging huge workflows.

Credit Breakdown to Agents

Hover over the credit cost of your agent chats and see a clear breakdown of credit costs between AI inference and tool calls.

Parallel MCP Without Credentials

Add ability to use Parallel MCP without credentials.

Pagination to Zendesk Views

Add pagination to Zendesk views.

Cal.com MCP

Add Cal.com MCP for seamless calendar and scheduling integration.

Prevent Agent Spiral

Solved edge case where agent would get confused and call the same tool multiple times.

Improve Agent Slack Awareness

Agent now knows the channel id, id of user prompting it, its own bot id and the thread ID. This helps a lot with agentic slack MCP from within slack.

Improve Tool Output Formatting for Agents

See the outputs of your agents tool calls much more clearly in clean JSON format.

Manual Cron Expression Input

Add ability to manually input cron expression for workflow time triggers.

Custom Icons and Names for Agents

Support custom icons and names to agents: your personalized agents also display their image and custom name in slack.

Table Support for Agents

Add table support for agents in app for better data visualization.

Revamp Agent UX

Full revamp/redesign of the agent builder to be more intuitive and aesthetic.

Intercom MCP

Enable Intercom MCP for customer communication and support workflows.

PagerDuty MCP

Add PagerDuty MCP for incident management and on-call scheduling.

Parallel MCP

Add Parallel MCP to perform hyper-accurate AI Web search!.

PostgreSQL MCP

Add PostgreSQL MCP to perform database operations and queries.

Credit Notification Emails

Add notification emails for low credits and out of credits to help users stay informed and avoid credits running out.

GitHub Comment Tools

Add list comment and get comment tools for GitHub to enable better issue and PR management.

Self-Removal for Members

Allow workspace and organization members to remove themselves without admin assistance.

Slack Agent View Results Button

Add option to hide view results button from Slack agents for cleaner interactions.

X (Twitter) MCP

Enable X (Twitter) MCP to post, read, delete tweets, read likes, follow, unfollow, and more.

Webflow MCP

Enable Webflow MCP to create, update, and delete pages webflow content. Update your Webflow CMS from gumloop.

Confluence MCP

Enable Confluence MCP to read, create, update, and delete pages in Confluence.

Zendesk Comment Trigger

Add trigger for incoming comment on ticket in view in Zendesk, enabling real-time support automation.

Error Shield Enhancements

Show errors of underlying node when using Error Shield for better debugging and transparency.

Router Auto-Batching

Add auto-batching of router when batched node is connected to it, improving performance and efficiency.

Slack Block Kit Tool

Add slack block kit tool to slack MCP for creating rich, interactive messages.

Slack Search Scopes

Add search scopes for Slack to MCP nodes (requires reauth) for more granular search capabilities.

Agent Bot Mention Prevention

Prevent Agents from responding to bot app mentions to avoid unwanted interactions.

Categorizer Justification Output

Automatically include justification as output for categorizer node, providing more context for decisions.

AI Provider Error Surfacing

Surface AI provider errors to Slack agent chats for better visibility and troubleshooting. You can now see when anthropic is down instead of thinking gummie is asleep.

BigQuery MCP Server

Enable BigQuery MCP Server for enhanced data integration capabilities.

Google Docs MCP Server

Enable Google Docs MCP Server for seamless document management.

Virtual Private Cloud (VPC) Support

Support Gumloop on your own infrastructure. Live with several enterprise customers already!

Agent Robustness Enhancements

Improve error handling, save all interactions even on failure/abort, save credit usage in dashboard, and enable streaming of incomplete tool results.

Agent Deletion Enhancement

When your agent is deleted, it will now be automatically removed from all Slack channels where it was added as a bot.

Rename Node Outputs

(heavily requested) You can now double click on the individual output of your nodes to rename them, no more confusion dealing with naming conflicts!

Improved Run History

Reduced latency and it now lists who ran and who triggered flows.

Zendesk Trigger on Incoming Message

Added Zendesk trigger on incoming message in view.

Enhanced Custom Roles

Added ability to restrict workbook and agent creation to organization custom roles.

Faster Gummie Planning

Gummie can now plan your flows faster than before.

Databricks MCP

Added Databricks integration.

Ironclad MCP

Added Ironclad integration.

Zoom MCP

Added Zoom node integration.

Enhanced Zendesk MCP

Added articles, posts, and search tools to Zendesk Model Context Protocol.

Agent Reasoning Toggle in Slack

Agents were too verbose in Slack, you can now hide their reasoning traces to reduce clutter.

Gumloop Agents

Create your own custom reasoning agents and deploy them natively in Slack. Agents can use MCP and your gumloop workflows to thoughtfully automate your work. Read more about them here: https://www.gumloop.com/blog/announcing-gumloop-agents

Revamp Hub

Your hub is now a lot more informative and usable. See everything going on in gumloop in one place.

Analytics for Agents

Enterprise users can now see comprehensive overviews of all agent-related usage analytics.

Copy Truncated Workflow Outputs

If logs are truncated, use copy text to copy full outputs.

New Onboarding

New onboarding to show new users the magic of gumloop in a more obvious way.

Zoom Button for Disconnected Nodes

Added zoom button to nodes disconnected error to make it easier to find which nodes are misconfigured.

SVG Support in Analyze Image

Added support for SVG in analyze image node.

Zendesk View Filtering

Added view filtering to Zendesk ticket reader.

Zoom Meeting Recordings

Added list meeting recordings to Zoom integration.

Multi-Select Dropdown for Forms

Added multi-select dropdown for forms.

Incident.io Trigger

Added Incident.io trigger integration.

SERP Pagination and Rate Limits

Added pagination to SERP for call SERP API node and web search nodes, plus retries for rate limits.

Snowflake and NetSuite with Custom OAuth

Added Snowflake and NetSuite with support for custom OAuth configs.

Upgrade Badge Enhancement

Added more prominent upgrade available badge for custom nodes and subflows so you are always using the newest version.

URL Support for S3 Storage

Added URL support to store in S3 node.

Subscription Creation Guard

Prevent users from creating a subscription if they already have one.

Confluence Metadata Outputs

Added metadata outputs to Confluence page reader.

File Type Restrictions for Interfaces

Added ability to restrict file types on file component in interfaces.

Credit Cost Display

Added displaying of credit cost to simplified history on pipeline page.

Exa MCP Server

Added Exa MCP server integration.

Gummie Tool Call Cancellation

Added mechanism for Gummie to abort tool calls.

User-based Rate Limits

Added per-user rate limits for enterprise organizations. One user can no longer rate limit their whole company.

Node Linking Warning Enhancement

Added click-to-zoom functionality for nodes on node linking warnings.

Organization Data Export

Added "export data" functionality to organization manager role.

Notion DB Updater Enhancement

Added upsert mode to Notion database updater.

Organization Manager Role

Introduced a new organization manager role with enhanced permissions for team management.

Custom Nodes Editor Access

Added the ability to grant editor access to custom nodes, enabling collaborative node development.

Improved Gummie Reliability

Gave gummie the date and time + improved Gummie reliability during model outages with better fallback mechanisms and error handling.

Expensify MCP Server

Added Expensify MCP Server integration for expense management and reporting workflows.

Google Cloud Storage MCP Server

Integrated Google Cloud Storage MCP Server for advanced file storage and management capabilities.

Improved Team Invitations

Added ability to invite teammates via input text area and CSV upload. Members can now invite other members with the same domain name.

Sonnet 4.5 Support

Add Sonnet 4.5 support

Animated + Conditional Edges

Bring back animated + conditional edges: edges are now animated again to make flows more readable!

Organization Invites

Add organization invites: easily invite others to your organization

Trigger Deletion Email Enhancement

Add failure explanation to trigger deletion email

Streamable HTTP Support

Add streamable HTTP support for guMCP servers

Google Apps Script MCP

Add Google Apps Script MCP

Google Tasks MCP Server

Add Google Tasks MCP server

Reader Nodes Revamp

Revamp the following Reader nodes: Google Sheets Reader, Google Calendar Event Reader, Gmail Reader, Outlook Reader, Slack Message Reader, Reddit Scraper, Notion Database Reader, Airtable Reader, Zendesk Ticket Reader, Jira Issue Reader

Nano Banana and Reference Image Support

Nano Banana is supported and the generate Image node now support reference images. This means you can generate images based on a reference image and get more control over the output.

Linear MCP

Added Linear MCP to read, write, and update your data in Linear.

Airtable MCP

Added Airtable MCP to read, write, and update your data in Airtable.

Loops MCP

Added Loops MCP to read, write, and update your data in Loops.

Chorus MCP

Added Chorus MCP to read, write, and update your data in Chorus.

Zendesk Triggers

Added 3 trigger modes: when a new ticket is created, when a new public response or reply is added to a ticket, when a ticket status changes

Gummie Agent

Gummie can now build, edit, debug and run your workflows for you. Just explain what you want and it will be your copilot to figure things out. https://www.gumloop.com/blog/gummie-agent

Single Node Testing

You can now test individual nodes with fake inputs directly from the canvas. Just hover over any node and click test to try it out in isolation

Ad Scraper Node

Get lists of active ads on facebook, instagram, youtube, tiktok and more RELIABLY (wonderful when paired with image and video analysis)

Workflow Checkpointing

Versions are now checkpoints. We listened to user feedback and made things much simpler and more usable. No more being forced to make hundreds of versions of your workflows. Read more here: https://docs.gumloop.com/core-concepts/checkpoint_history#workflow-checkpoints

Improve AI Web Research Node

You can now pick the model being used in the research to optimize costs/speed and the UX got better.

Cmd + K Shortcut Menu

You now have a shortcut menu for adding nodes that's faster and smaller. Hit command k to try it out on the canvas.

Merge Web Agent Scraper into Website Scraper

These two nodes being separate confused people. Now it's one simpler, more powerful node.

Slack Enhancements

Added 'Include Bot Messages In Thread?' option to Slack and send_ephemeral_message tool.

Salesforce Chatter Tools

Added Chatter tools to Salesforce integration.

PDF Reader Password Support

Added password unlock capability to PDF reader.

Agentic Custom Node Builder

We made Gummie way smarter and more agentic while building MCP nodes. While building, it can look at actual data returned from platforms to identify bugs and self-correct the code it builds.

Manual Mode

When Gummie isn't figuring a problem out, you can take over and assume complete control. You can write and run code, as well as save at any time, without any interference from AI.

New Google Docs Template Writer

You can use {{placeholders}} in a GDocs template and use that to create new, perfectly formatted Google Documents. We like this feature for updating contracts and other repetitive data entry tasks.

Notion MCP Integration

We have always had a Notion integration but now we can build our own Notion nodes with MCP.

Ashby MCP

Integrated Ashby as a new MCP node to streamline your recruiting and hiring workflows.

Incident.io MCP

Added Incident.io as a new MCP integration to help manage and track incidents more effectively.

Fellow MCP

Integrated Fellow as a new MCP node for better meeting management and team collaboration.

Enhancements to Notion and Google Slides

We added more trigger options for Notion databases, covering create/update actions. Google Slides also gained the ability to swap images for use-cases like updating charts or swapping logos.

Credit Overage on Annual Plans

Allow credit overage on annual plan

Change Account Email

You can now change your account email

Workflow Versioning

We added the ability for you to create versions for your workflows. No more duplicating flows to try out new things, you can now iterate in confidence and roll back to old version easily. Read more about it here https://docs.gumloop.com/core-concepts/version_history

New Pricing Plans

We reworked our premium tiers to make them more approachable and flexible. Read more about our new pricing here https://www.gumloop.com/blog/introducing-the-solo-and-team-plans-on-gumloop

New Marketing Content

Our marketing got so much better. Check out gumloop.com/home to see the landing page. Fun fact: all those animations are made with CSS, no gifs or videos in sight!

GPT-5 Support

Newly Added support for GPT-5. This is the latest and most powerful model from OpenAI.

Email Notifications for Shares & Invites

Sharing a flow or inviting someone to a workspace now sends an email to the recipient.

Gummie Auto-fixes Custom Node Bugs while Testing

Gummie will now auto-fix errors while testing custom nodes. This will minimize cases where test runs fail and make troubleshooting easier.

Improved Custom Node Code Generation

Code generation is now more accurate and reliable. You can also see the changes between the old and new code and get a summary so you can understand what Gummie did.

Workflows & Folders Table Sorting

You can now sort workflows and folders by name, creation date, and last updated date.

Persistent Hub Filters

Hub filters & sorting preferences persist across loads so you won't lose your filters when you refresh the page.

Bulk Workflow Actions (Move & Delete)

You can now move and delete multiple flows at once.

Internal Templates

Everyone in your organization can now publish flows and nodes to a directory for everyone else to browse and clone from. Share your best automations across your team.

Workflow Setup Guides

You can now define setup instructions for your flows so anyone who you send them to can understand what the flow does and exactly what they need to tweak to make it work for them.

Custom Nodes on Hub

You can now browse your custom nodes like you browse your workflows on gumloop.com/hub.

Creator Attribution

You can now see who within your company made the flows and custom nodes you're seeing! People can now finally be recognized for their hard work.

Email Autofill in Interfaces

When building interfaces, you can now enable email autofill so users running the interface will have their email automatically populated in email fields.

Monday.com MCP Integration

You can now generate dynamic monday.com nodes via MCP.

S3 File Reader

Read from your Amazon S3 buckets directly in your automations.

New Loading Icon

It's so satisfying :)

Complete Frontend Re-optimization

On certain devices, large flows used to lag a ton. We fixed that. We spent ~400 engineering hours refactoring automation canvas to optimize everything. We even bought an old windows laptop to test it on.

Gumloop Status Page

Users need a clear picture of Gumloop's uptime if they're trusting us with their critical workflows. Check out status.gumloop.com and subscribe to updates to be notified about any system issues.

Template Checklist Experience

When you submit your flow as an internal template, you can now build a comprehensive guided tutorial for it so coworkers can set it up with ease!

Grok 4 Support

Added support for Grok 4, providing access to the latest AI model capabilities.

Outlook MCP Server

Added Outlook MCP server integration for enhanced email and calendar automation capabilities.

Attio MCP Server

Added Attio MCP server integration for improved CRM and contact management workflows.

Affinity MCP Server

Added Affinity MCP server integration for enhanced relationship intelligence and deal management.

Workspace Switching Warning

Made it more obvious when you open a workflow in a different workspace so there's no accidental cloning.

Workspace Selection on Copy

When you go to copy a workflow, instead of surprising you with it being copied, it asks you which workspace you want to copy it to!

Improved Sign-in Modal

Enhanced the sign-in and forgot password modal for better user experience.

Revamped Run Logs

More readable and clearer run logs for better debugging and monitoring.

Google Calendar Event Created Trigger

Added new Google calendar event created trigger with "On Event Created" type for enhanced calendar automation.

Rate Limit Email Notifications

Added sending of email to user if rate limit is reached for better monitoring and awareness.

Router Node

You're finally able to easily route data conditionally throughout your flows with many conditions. Route with AI or with basic conditional statements.

Admin Analytics Dashboard

Added an admin analytics page to view detailed usage to measure AI adoption at the workspace and organization level.

Infrastructure Reliability

Huge upgrade to infrastructure so systems are more resilient to massive spikes in traffic.

Microsoft Teams Integration

Added Microsoft Teams integration for seamless communication and collaboration.

Microsoft Word Integration

Added Microsoft Word integration for document processing and management.

Microsoft Excel Integration

Added Microsoft Excel integration for spreadsheet handling and data analysis.

Organization Level Sharing for Workbooks and Interfaces

Added the ability to share workbooks and interfaces with entire organizations, making collaboration easier across teams.

Email notifications on workflow share

When sharing a workflow, the recipient will receive an email with a link to the workflow.

Create Workbooks in Folders from Hub

When creating a workbook while in a folder, it now properly stays in that folder instead of being created at the root level.

guMCP Cursor Support

Made guMCP work in Cursor editor and added comprehensive MCP guide for Cursor users to enhance development workflow.

Separate Deep Research Models

Split deep research functionality into separate models for better performance and more targeted information gathering.

OpenAI Deep Research in Ask AI

Added OpenAI deep research capabilities to the Ask AI node for enhanced information gathering and analysis.

Perplexity Deep Research

Integrated Perplexity deep research functionality for comprehensive web-based information retrieval.

Frontend Performance Optimizations

Implemented optimizations to reduce frontend lag and improve overall user experience.

Enhanced API Error Handling

Improved API error messages and revamped dynamic attribute error messages on nodes for better debugging.

Long-Running Workflow Reliability

Improved reliability for extremely long-running flows to ensure none hang or fail.

Google Docs Reader Upgrade

Enhanced Google Docs reader to properly handle headers and tables for better content extraction.

Google Drive Image Reading

Added capability to read images from Google Drive file reader.

Gmail Body Writing Fix

Fixed Gmail body writing and formatting issues.

Slack Message Reader Enhancement

Added support for ignoring notification message types in Slack message reader.

Toolbar Visibility Fix

Fixed bottom right toolbar visibility when run logs are open.

Gummie MCP Node Creation Speedup

Speed up Gummie MCP node creation by 60% for faster workflow development.

Streaming Node Building

Add streaming while Gummie builds nodes and reasoning traces for better user experience.

Instagram Integration

Retrieve Instagram profile information, post comments from any post, trending posts for any hashtags and much more.

TikTok Integration

Retrieve Tiktok profile information, video comments, video engagements, trending videos, and much more.

Google Maps Integration

Get reviews, geocoding and place details and more for any Google Maps location.

YouTube Integration

Retrieve details from any YouTube video, channel, or playlist including comments, views, and more.

Dynamic Credit Costs for MCP Nodes

Support for charging based credits in MCP nodes based on tool calls so we can offer paid APIs via MCP nodes.

Pin Notes to Nodes in Autoformat

Notes nearby nodes get brought along in autoformatting for better organization.

Refactored Sharing System

Re-factor sharing of workbooks / interfaces: more usable and intuitive now.

Enhanced Google Docs Reading

Make Google Docs reading more robust by adding URL, bookmarks, headings, etc.

Google Drive Folder Reader Options

Add option to return Google Drive links only or Google Docs links only to Gdrive Folder Reader.

Improved Google Slides Reading

Make Google slides reading more robust by extracting url, slide index, etc.

Enhanced Jira Issue Updater

Make writing of markdown to adf in Jira issue updater more robust.

Easier Node Connections

You now only have to drag the edge onto the destination node, not onto the little input/output circles on this destination node. This makes connecting nodes much easier!

Multiple Credentials on MCP Nodes

Added support for multiple credentials on MCP nodes, now also supporting workspace credentials.

Improved Custom Node Code Editor

Enhanced the reliability of editing custom node code in the editor.

Custom Node Versioning and Archiving

Implemented proper versioning and archiving system for custom nodes, making it easier to manage and track changes.

User API Keys for Workspace Workbooks

Allow user level API keys for triggering workspace workbooks if the user is a member of the workspace.

Optimized Workflow Loading Times

Significantly improved flow loading performance for faster and more responsive user experience.

Revamped AI Model Access Control

Redesigned the AI Model Access Control page for admins with improved usability and clearer controls.

MCP Node Credit Charging

Added mechanism for charging credits for MCP node usage to ensure proper resource allocation.

Slack Block Kit Writer DM Support

Added DMing capability to Slack Block Kit Writer for enhanced messaging automation.

Enhanced AI Provider Error Logging

Added more detailed logging for AI provider errors to improve debugging and troubleshooting capabilities.

Fixed Confluence Page Reader

Fixed Confluence page reader not outputting links correctly for better data extraction.

Batch Support for Notion Page Writer

Added batch support for Notion page writer to handle multiple page operations more efficiently.

HubSpot Search Companies Tool

Added HubSpot search companies tool for enhanced company data discovery and management.

Revamp Custom Node Experience

Gummie now helps you build custom nodes on the canvas! (Try the cmd + shift+ g shortcut)

Multi Inputs and Outputs

No more needing 10 input nodes and 20 output nodes. A single input node can define many input fields now, same with outputs!

Stripe MCP Server

Added Stripe MCP server integration for payment processing workflows.

Hub Revamp

Your Gumloop hub got a revamp to make things more navigable. Search is much better and filtering flows is clearer.

Slack Reactions

Slack MCP nodes can react to messages now, enhancing your Slack workflow automation.

Improved YouTube Transcript Node

YouTube transcript node is now more reliable and accurate for better content processing.

Rich Text Interface Descriptions

Added rich text support to interface descriptions for better formatting and presentation.

Optimized Frontend

If you're working in a large complex workbook, you'll notice the frontend feels ~5x snappier and lots of the lag is gone!

Editing of MCP Code

It's now easier to edit and save the code that AI writes when building an MCP node.

Settings Page Revamp

Your settings page to manage your organization and workspace got faster and more usable. Credit usage graphs got a revamp as well.

Google Forms Integration

Read data directly from your Google Forms responses.

Interface Rich Text

You can now add formatted rich text in your interface descriptions. This makes it easier to add thorough instructions to your interfaces.

Internal Templates

You can now publish your workflows into a private template directory for your team. AI will even write the description and setup steps for you. More info: https://docs.gumloop.com/core-concepts/template_gallery

Webhook Input Node

We added a new 'Webhook Input' to let your workflow auto-capture a webhook body as input. The old way to directly map webhook values into input nodes still works! https://docs.gumloop.com/api-reference/getting-started#recommended-method-webhook-inputs-node-with-json-parsing

MCP Support in AI Nodes