Configurable Security Alert Recipients
Admins can now control who receives attack detection notifications. Choose from three recipient modes: all admins, admins plus additional emails, or custom emails only. You can also optionally include the blocked content in alert emails for debugging.- Recipient modes — All admins (default), admins + additional, or custom only
- Include blocked content — Optional toggle to see what was blocked
Smarter Attack Detection
Attack detection now focuses specifically on actual LLM manipulation attempts like prompt injection and jailbreaks. This reduces false positives for legitimate messages.- No longer flagged — Angry customers, rude tone, sensitive topics (medications, personal data), legal threats, urgent demands
- Still blocked — Prompt injection, jailbreak attempts, fake system messages, hidden instructions
Conversation Weight Indicator
New visual indicator in the chat bar showing how much context has accumulated in your conversation. As context grows, each message costs more credits — this helps you know when it’s time to start a fresh chat.- Visual ring — Circular progress that fills as context grows
- Color coding — Gray → yellow → orange → red as cost increases
- Quick help — Click the indicator to open optimization tips
Enhanced Eval Testing
The eval system now supports more powerful testing scenarios with tool-level control and flexible grading options.- Fake tools — Simulate external service responses during test runs
- Validation rules — Assert that specific tools were (or were not) called
- Grader scope — Choose whether the grader sees the full transcript or just the final response
- Smoke test mode — Skip the grader entirely and pass if the eval runs without errors
MCP + Gemini Compatibility
MCP tools now work properly with Gemini models. Tool schemas are automatically sanitized to remove JSON Schema features that Gemini’s function calling API doesn’t support.Attack Detection for Email and SMS Triggers
Incoming emails and SMS messages are now automatically scanned for potential attacks before your agent processes them. The system detects prompt injection attempts, social engineering, data exfiltration, jailbreak attempts, and reconnaissance attacks.- Blocked attacks — Suspicious messages are blocked and logged in the activity log with a clear indicator
- Admin alerts — Team admins receive email notifications when attacks are detected and blocked
Update Instructions Restrictions
Admins can now control when and who can use the “Update Instructions” capability, adding an extra layer of safety for production agents.- Chat only — Restrict instruction updates to chat conversations only (blocks autonomous triggers from modifying instructions)
- Editors only — When chat-only is enabled, further restrict to users with Edit access or higher
Batch User Invites
Add multiple users to a group simultaneously instead of one at a time, making team onboarding faster.Agent Evals Improvements
Several enhancements to the evals experience:- Run management — Delete entire eval runs, duplicate existing evals
- Grader configuration — Configure and display the grader model used for evaluation
- Transcript view — Toggle between friendly and raw JSON transcript views
- Navigation — Clickable result badges in the list view for quick access
Agent Evals
New comprehensive evaluation system for testing and validating agent behavior. Define test cases, run them across multiple models, and track results over time.- New capability — Enable the Evals capability to let your agent manage its own test cases
- Test definitions — Create evals with trigger prompts and grader prompts
- Grading options — Support for pass/fail and 1-10 rating scales
- Multi-model testing — Run the same eval across different models to compare performance
- Results grid — Visual comparison of results across models
- Credit tracking — See credits used for both test and grader phases
- Agent tools — When enabled, agents get access to
list_evals,create_eval,edit_eval, andrun_evalstools
Learn more about testing your agents in the Evals documentation.
Template-based agent creation
Create agents from external links with pre-filled prompts — perfect for use case pages and onboarding flows.- URL parameters — Support for
createAgent=true,name=, andprompt=parameters - Auth flow preservation — Parameters preserved through signup and team selection
- Pre-filled chat — Chat input automatically populated with the template prompt
- Clone support — Also works when cloning agents with predefined name and prompt
Agent management sorting
The agent management table now supports column sorting:- Sortable columns — Click any column header to sort by name, status, privacy, usage, or admins
- Visual indicators — Sort direction shown with arrow icons
- Alphabetical admin sorting — Admin column sorts by name, not count
Improvements
- Simplified agent creation — Removed description field, pre-fills name with “New Agent”
- Better onboarding — New users auto-redirected to team creation when that’s the only option
- Login flow — Users now return to their intended page after login (callbackUrl support)
Bug fixes
- Fixed inline code blocks rendering on separate lines instead of inline with text
- Fixed login redirect incorrectly sending team members to admin page
- Handled deleted users gracefully in chat (shows neutral avatar instead of error)
Create new team
Existing users can now create their own team directly from the portal:- Trial support — New users get a free trial period
- Immediate payment — Users with existing billing history can subscribe directly
- Simple flow — Just name your team and you’re ready to go
Document bookmarking
Agent documents can now be bookmarked via URL, making it easier to share and navigate directly to specific documents.Capability documentation links
Capabilities now include direct links to documentation, making it easier to learn how to use each integration.Improvements
- MCP server authentication — Fixed modal blocking and improved OAuth validation
- Welcome page — Refreshed design with resource link cards
- Profile pictures — OAuth profile pictures now sync on every sign-in
Enhanced data isolation
Major architectural improvement for enterprise-grade security: the web portal no longer has direct database access. All data operations now go through a dedicated service layer, enabling physical separation between frontend and data storage for enhanced data protection and compliance.This is one step in an ongoing process to enable full data isolation for enterprise customers.Native image support
Agents can now view images directly using Claude, GPT, and Gemini’s vision capabilities:- Use the new
get_media_contenttool to analyze images natively - Supports JPEG, PNG, GIF, WebP, and HEIC/HEIF (iOS photos)
- 5MB size limit per image for Claude
- Agents automatically use this when working with image documents
Improved chat file uploads
File uploads in chat are now faster and smarter:- Files are stored as chat-scoped documents with on-demand transcription
- Manual “Transcribe” button available in the document panel
- Agents can promote chat documents to permanent agent documents
- Chat documents are automatically cleaned up when the chat is deleted
Memory management UI
Browse and manage your agent’s memories from a new dedicated interface:- Search memories using semantic similarity
- Create, edit, and delete memories directly
- Adjustable similarity threshold for better recall
- Access from the Memory capability card
Text-to-speech providers
Choose your preferred voice provider for agent speech:| Provider | Models |
|---|---|
| ElevenLabs | Multilingual v2, Turbo v2.5 (default) |
| OpenAI | Standard TTS voices |
MCP server improvements
MCP capabilities now support auto-connect and better agent understanding through LLM help text descriptions.Document visibility badge
See and change document visibility with a single click:- New badge shows visibility level at a glance
- Click to quickly change visibility via popover
- Works in both list view and document panel
Enhanced delegate task tool
More control when delegating tasks to sub-agents:- Specify which LLM model to use
- Set temperature and enable thinking mode
- Better capability validation
Email & SMS whitelisting
Filter incoming messages before they reach your agent:- Configure sender whitelists for emails
- Configure phone number whitelists for SMS
- Filtering happens before LLM processing
Audio transcription recovery
New recovery modal when transcription fails — retry or dismiss failed transcriptions easily.Large data documents
Data documents with thousands of items are now handled gracefully with automatic truncation.Folder conversations
The “Talk about this” button now works for folders, letting you discuss entire folder contents with your agent.MCP server integration
Connect your agents to external tools using Model Context Protocol (MCP) servers:- Access thousands of external tools through MCP
- OAuth authentication support with automatic token refresh
- MCP capabilities appear alongside regular capabilities
- Agents can suggest MCP capabilities during conversations
Learn more about connecting MCP servers in the MCP integration guide.
Rich markdown documents
Markdown documents now support more content types:- Inline SVG images and HTML elements
- Mermaid diagrams embedded directly in code blocks
- Better version selection for diagrams
Chat improvements
- Activity sorting — chats now sorted by most recent activity instead of creation date
- Copy messages — copy any agent message to clipboard with one click (appears on hover)
New UI design
Complete design refresh with improved layout and visual hierarchy:- Revamped expandable panels and drag-and-drop functionality
- Full mobile responsiveness — the entire platform now works beautifully on phones and tablets
- Refined color scheme and improved readability
- Better modals and tooltip behavior
AI image generation
Gemini image generation is now the default provider with better quality and faster results:- Unified image generation and editing
- Provider selection (Gemini vs OpenAI) with advanced options
- Support for aspect ratio and image size parameters
- Download button for generated images
Visual PDF reading
New tool extracts text from complex PDFs using AI vision:- Handles PDFs with images, tables, charts, and complex layouts
- Extracts content that standard text extraction misses
Publish original files
When publishing documents, you can now include the original file alongside the published content.Data document import/export
You can now import and export data documents with full control over how data is handled:- Append or replace — choose whether to add to existing data or start fresh
- Duplicate detection — automatic ID conflict detection with option to replace with new IDs
- Auto-validation — JSON is automatically cleaned and validated on import
Data document versioning
Data document changes are now saved as versions, just like regular agent documents. View history, compare versions, and track changes over time.Admin agent overview
Customer and group admins now have a dedicated overview page showing all agents at a glance — view capabilities, ownership, and group membership in one place.Gemini 3 is now available
Google’s latest Gemini 3 models are now fully supported in Abundly. Select Gemini 3 from the model picker to try it out.Group management improvements
- Collapsible groups — organize your workspace by expanding and collapsing agent groups
- Better invitations — improved invitation system with proper group role handling
- Role clarity — clear distinction between customer-level and group-level roles
Drag files anywhere
Drop files anywhere in the chat window, not just the input field.Agent groups
Organize your agents into custom groups for better workspace management:- Shared billing — common billing across groups while maintaining fine-grained access control
- Collapsible interface — expand and collapse groups with smooth transitions
- Access control — groups support proper permissions and are customer-specific
Document visibility controls
New visibility settings help your agents focus on what matters:| Visibility | Behavior |
|---|---|
| Full | Always included in agent’s context |
| Summary | Basic info only — saves tokens |
| Searchable | Findable via search but not in prompt |
| Hidden | Not visible to the agent |
Agent-to-agent improvements
- Conversational context maintained across multiple agent calls
- Agents can temporarily grant other agents read/write access to specific documents
- Feature is now stable — removed beta warning!
Gemini integration fixed
Gemini models now work reliably via Vertex AI with improved error handling.Advanced data queries
Data documents now support MongoDB-style query operators:$or, $and, $nor, $notEnhanced file security
Files now require authenticated access via secure proxy endpoints with file access logging for audit trails.Google Gemini models
Gemini models are now available as an LLM option. Switch to Gemini from the model selector in any chat.Document management improvements
- Semantic search — find data documents using natural language queries
- Hidden documents — mark documents as hidden (useful for large email attachments)
- Folder renaming — rename folders to keep your documents organized
- Batch operations — select all button for bulk actions
3-month data retention
Internal chat threads logs are now retained for 3 months. Agent documents and configurations are not affected. This doesn’t affect the user’s own chat threads, only the internal logs.GPT-5 support
GPT-5 is now available in Abundly. It works well for complex reasoning tasks, though it’s noticeably slower than Claude 4.5.Smarter LLM controls
- Thinking toggle — fully respected per chat, with per-call override when needed
- Model switching — change models mid-conversation for flexibility
- Larger responses — tool responses now support up to 400k characters
No more daily token limits
Removed the daily token limit — your daily credit limits already cover usage.Phone calling
Your agents can now make and receive phone calls:- Real-time voice conversations powered by OpenAI’s realtime API
- Configurable phone numbers per agent
- Call summaries automatically generated at end of calls
- Full agent capabilities available during calls
Find the new Make Phone Call and Receive Phone Call capabilities in your agent settings.
Enhanced code execution
- Async support — code execution now supports async/await operations
- Tool calling — agents can call any other tool from within code using
callTool(name, params) - Code from documents — load and execute code from agent documents using
codeDocumentId
Event codes
New event code system for fast sign-up to courses and events. Share simple access codes for streamlined onboarding.Data Documents
Agents can now use documents as structured databases with MongoDB-style operations:- Query, insert, update, and delete data items within agent documents
- Filters include
$in,$nin,$ne,$gt,$gte,$lt,$lte,$exists,$regex - Automatic ID assignment for data items
- New
dataSchemafield to describe the structure of document data - Dedicated “Data” tab in the document panel
Enhanced React artifacts
- Charts now work properly in React artifacts
- Added support for common React hooks
- More robust error handling — failed React apps no longer block Abundly
Microsoft integration
- SharePoint — access and manage SharePoint documents and libraries
- Outlook — enhanced email capabilities with CC support
SharePoint and Outlook are available on request — contact Abundly to enable.
SMS messaging
Agents can now send and receive SMS text messages with configurable phone numbers.Agent activity logging
New comprehensive agent log with real-time event tracking:- Tool call monitoring with detailed execution information
- Better debugging capabilities for agent behavior analysis
- Find it in the “Diary & Approvals” section
React artifacts enhanced
loadAgentDocument— React components can now access agent documents as dataupdateAgentDocument— React artifacts can modify agent documents
Agent API access keys
Give external systems programmatic access to your agents:- Generate secure API keys (similar to OpenAI or Anthropic keys)
- Build custom UIs using tools like Lovable
- Integrate agents into external workflows
- Manage multiple access keys per agent
LLM model selection
Choose the right model for your agent:| Model | Best for |
|---|---|
| Claude 4 Sonnet | All-round performance (default) |
| Claude 4.1 Opus | Complex reasoning (expensive) |
| Claude 3.5 Haiku | Simple tasks (fast & cheap) |
Thinking mode toggle
Thinking mode is now enabled by default for better reasoning. Disable it for simple tasks where extra thinking tokens aren’t worth the cost.User activity tracking
New admin analytics for understanding team usage:- Tracks meaningful user actions: chat activities, agent management, document operations
- Page navigation tracking with smart categorization
- View in Admin UI: Usage → User Activity
Token-efficient document saving
Improved handling of large documents in chat — better performance when working with substantial content.Google Calendar improvements
Enhanced Google Calendar integration with improved authentication and more reliable operations.Claude thinking mode
Claude can now show its reasoning process with interactive thinking blocks:- See how Claude works through problems
- Collapsible thinking sections
- Real-time streaming of thought processes
1 million token support
Claude now supports massive context windows — perfect for processing large documents and complex workflows.Personal authentication tokens
Connect your personal Google accounts:- Personal Google Drive access
- Personal Gmail integration
- Personal Google Calendar
Large file uploads
Handle files larger than 32MB with direct transcription service integration.Google Calendar integration
Connect your agents with Google Calendar for scheduling and event management.Customer-level credit limits
Agents can now have daily credit limits set by customer admins:- New usage limits section in agent settings
- Progress indicators and status badges
- Inheritance from customer default limits
CSV export for usage data
Export usage analytics to CSV files from the Usage page.Better copy/paste from artifacts
Fixed background color issues when copying from artifacts to Google Docs.Diary calendar view
Visualize your agent’s activity history with a beautiful calendar interface:- Day view with activity indicators
- Today button for quick navigation
- Cleaner diary interface with better organization
Batch document operations
Move multiple documents to folders simultaneously with improved folder navigation.Improvements
- Auto-scroll to bottom of chat when opening
- Better error messages for tool credentials
- All customers and agents sorted by name by default
Walk & Talk mode
Renamed “Voice Mode” to “Walk & Talk mode” with a new icon and bigger, easier-to-tap microphone button.Deep Research
Comprehensive research capability powered by Perplexity’s deep research model:- Expert-level research with exhaustive searches
- Generates comprehensive reports
- Asks clarifying questions before diving deep
Document publishing
Make any agent document publicly accessible:- Save artifacts as agent documents, then publish
- Works for React apps, HTML, and Mermaid diagrams
- Anyone with the link can view the published document
Enhanced web search
New search models from Perplexity:| Model | Best for |
|---|---|
| sonar | Quick, cost-effective searches |
| sonar-pro | Complex queries and follow-ups |
| sonar-reasoning | Fast real-time problem-solving |
| sonar-reasoning-pro | Deep reasoning with Chain of Thought |
search_recency_filter (hour/day/week/month), search_mode (academic/web), search_domain_filter.Prompt caching
Up to 90% cost reduction for repeated interactions with the same agent. Token costs are dramatically reduced when you have ongoing conversations.Enhanced version control
- Approve/reject workflows — review and control specific changes in document versions
- Visual diff viewer — collapsible unchanged regions with better styling
- Version timeline — beautiful interface for navigating document history
- Bulk actions — “Approve all changes” and “Undo all changes” buttons
Chat length warnings
Helpful warnings when chats get too long, helping you maintain optimal performance.Account enforcement
Customers without credits or active subscriptions will see clear messaging and can no longer use agents until resolved.Multichat
Multiple people can chat with the same agent in the same thread at the same time — perfect for classrooms or onboarding sessions.Collaborative artifact editing
You and your agent can now collaboratively edit artifacts:- Edit artifacts directly in the chat interface
- Changes automatically included in your next message
- Track changes with version navigation
- Revert edits when needed
Rich text editing
Enhanced markdown editor with better formatting and real-time preview for documents, instructions, and artifacts.Coupon codes
Create coupon codes for a class and share via public URL for easy sign-ups.Agent document links
Agents can create direct links to documents that open in side panels for seamless viewing.Welcome to Abundly
We’ve rebranded with updated logos and a fresh look throughout the platform.Enterprise billing
- Enterprise plan option with dedicated support
- Promotion codes in subscription checkout
- Manual billing option for enterprise customers
Security enhancements
- Application-level encryption for secrets and API keys
- New secret management UI for integration credentials
- reCAPTCHA protection on signup
Improvements
- Document version history increased from 10 to 100 versions
- Enhanced web scraping with improved Firecrawl tool
- Better Slack message threading
Tool approval system
New approval system for safer agent interactions:- In-chat approval UI for reviewing and controlling tool actions
- Enhanced approval workflows for HTTP requests and email sending