features_roadmap.md
August 13, 2026 ยท View on GitHub
Feature Roadmap (in order of priority)
- Resources
- Project
- Documents
- Code Artifacts
- Entites (Organisations, individuals, team, devices etc)
- Skills
- Audio
- Images
- Video
- Search Enhancements
- Implement Cross-Encoder reranking
- Dynamic Tool Discovery
- Authentication
- Repository Adapters
- Add SQLLite repository support
- Embedding Adapters
- Fastembed
- AzureOpenAI
- Open AI
- Ollama
- Open Router
- First-party CLI (fourth front door over the ToolRegistry)
- Bootstrap factory shared by server and CLI (app/bootstrap.py)
- Subcommand dispatch with permanent legacy-flag fallback
- Generic passthrough (tools list/info, call --args JSON, --json output)
- Remote mode via fastmcp client (OAuth browser flow + FORGETFUL_TOKEN bearer)
- auth login / status / logout with persistent token cache
- Curated verbs (memory search/save/get/recent, project list)
- PyPI package
- Plans & Tasks (multi-agent coordination)
- Plans (structured work containers)
- Tasks (state machine, optimistic locking)
- Acceptance Criteria
- Task Dependencies (with cycle detection)
- Logging and Telemtry
- STDIO / JSON log configuration
- Open Telemetry forwarding
- API Routes