Roadmap

Where We're Headed

Our phased approach to building the best context platform for human-agent collaboration.

01
In 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
02
In 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
03
In 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
04
Planned

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
05
Planned

Workflows & Automation

Let Handoff work for you automatically

Handoff Commands

  • "handoff" command to save chat context
  • "handin" command to load relevant context
  • Configurable transformation rules
  • Session 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.

Roadmap | Handoff