Roadmap
Where we're headed
Our phased approach to building the best context workspace for human-agent collaboration.
01In progress
Foundation & Safety
Make Handoff safe and reliable for agentic workflows
Permissions & Access Control
- Item-level and sub-graph locking
- Agent capability restrictions
- Read-only vs. read-write scopes
- Workspace-level permission inheritance
Security & Compliance
- SOC 2 compliance preparation
- Audit logging for all operations
- Data residency options
02In progress
Enhanced MCP & Agent Interaction
Make Handoff the best context engine for AI agents
MCP Optimization
- Reduced tool token counts for smaller context footprint
- Dynamic tool registration based on context
- Smart filtering to prevent context window overload
- Graph manipulation tools (restructure, merge, split)
Pack System & Context Control
- Pin items or sub-graphs for quick AI access
- Configure transformation rules for MCP resources
- Dynamic pack generation based on query/intent
- Token budget management per pack
Agent Presence & Following
- Filter which agents to follow in real time
- Agent activity visualization
- Multi-agent coordination without UI chaos
03In progress
Sources & Data Integration
Connect Handoff to your information ecosystem
Static Sources
- Upload PDFs, markdown, code files, images, etc.
- ETL pipeline to convert to item graphs
- Resource-to-item linking (backlinks to source)
- Multiple view generation from single source
Dynamic Sources & Integrations
- Email sync (Gmail, Outlook)
- Slack message streams
- GitHub repository sync
- Notion/Airtable connectors
04Planned
Visualization & Views
Surface insights and enable different working modes
Multiple View Types
- Table view with sortable columns
- Graph/network visualization
- Timeline view for temporal data
- Kanban/board view for workflows
Smart Organization
- AI-suggested item naming
- Auto-organization recommendations
- Tagging and property-based grouping
- Saved view configurations
05Planned
Workflows & Automation
Let Handoff work for you automatically
Implicit Context
- Auto-attach the current space as starting context
- Context loading based on selected space and item
- Configurable transformation rules
- Context summarization and archival
Context Automations
- Auto-tag items based on content
- Auto-link related items across workspaces
- Auto-organize incoming data into structures
- Content-based routing rules
Scheduled Tasks
- Periodic workspace cleanup/archival
- Scheduled context summarization
- Timed sync with external sources
- Recurring report generation
Webhooks & Events
- Trigger external actions on item changes
- Push notifications to Slack/Discord
- Custom webhook endpoints
- Event-driven integrations
Have feedback on our roadmap? We'd love to hear from you.