Where Stallari is going

Swift harness, vault engine, dispatch engine, provider abstraction, trace store.

Agent memory with importance decay, recall, and consolidation. Post-dispatch memory pipeline.

macOS app — published, notarised, Developer ID signed. Setup wizard, fleet sidebar, digest views, plugin management, and privacy controls.

• ✓ Setup wizard with 9-step onboarding and vault detection
• ✓ Marketplace browser with service, tier, and category filters
• ✓ Privacy controls with content redaction and domain-scoped exclusions
• ✓ Secure Enclave credential store for providers and tools
• ✓ Self-upgrade via GitHub Releases

Run Stallari across macOS devices in a fleet with automatic leader election and health monitoring.

• ✓ Discover peers automatically via Tailscale or Bonjour
• ✓ Enrol devices with QR scan and optional 2FA — per-peer tokens, individually revocable
• ✓ Three-tier leader election with automatic dispatch failover
• ✓ Fleet health monitoring with anomaly detection
• ✓ Interactive fleet topology visualisation
• ✓ Browse agent traces and coordinate dispatch across your fleet

Plugin marketplace, commerce, identity, and distribution. 20+ Blade MCPs available — including community contributions for Home Assistant, Shopify, Xero, Gmail, iMessage, Cloudflare, and more.

• ✓ Marketplace with conformance tiers — tools (MCPs) and Packs (bundled agent workflows)
• ✓ Organisation packs — teams share private packs scoped to their org
• ✓ Developer ID signed and notarised — installs clean on macOS
• ✓ In-app self-updates and binary distribution via GitHub Releases
• ✓ Marketplace sign-in (GitHub and Apple) with Paddle checkout and licensing
• ✓ Built-in OIDC identity provider with seat-based licensing
• ✓ Opt-in crash reporting with PII scrubbing, health probes, and process guardian

Zero-config secure networking between your tools and devices. Automatic HTTPS, cryptographic request signing, and cross-machine trace sync.

• ✓ Cryptographically signed service-to-service requests
• ✓ Local LLM access via LM Studio over your private network
• ✓ Reliable trace sync across machines
• ✓ Unified networking settings UI

Your agents, your providers, your rules. Run workflows across Anthropic, xAI, OpenAI, Google, LM Studio, and on-device Apple Silicon models — mixing providers within a single workflow. Pack-driven orchestration means workflows are portable YAML, not vendor lock-in. Scope-based routing ensures the right agent handles the right work.

• ✓ Run workflows on xAI (Grok), Anthropic (Opus), OpenAI (GPT), Google (Gemini), LM Studio, or MLX Swift and Apple Foundation on-device models — mix providers within a single workflow
• ✓ Pack-driven orchestration — define agent workflows as portable YAML manifests
• ✓ Webhook-triggered dispatch — inbound events from GitHub, Xero, Home Assistant auto-wire into workflows
• ✓ Chat interface with conversation persistence and multi-provider backends
• ✓ Intelligent email routing — classify inbound mail by domain scope, with a correction loop that learns your preferences
• → Local GPU worker — offload inference to your own hardware across platforms
• → Streaming tool-use in embedded backends
• → MLX Swift — run local models natively on Apple Silicon (Nemotron, Qwen, Phi-4, Llama)
• → ISO 42001 compliance posture

Your intelligence is yours. Full-fidelity export of every memory, association, and learning your agents have built — in open formats, with documented schemas, importable anywhere.

• → One-command memory export — Markdown, JSON, or SQLite, with full association graph
• → Documented memory schema — published spec so other tools can read your memories
• → Memory import — bring learnings from other systems into Stallari
• → Association graph visualisation — explore what your agents have learned and how concepts connect
• → Memory portability guarantee — if you leave, your intelligence leaves with you

Extend beyond your own fleet. Organisation members expose selected services to each other, each running their own choice of mesh — Tailscale, Nebula, or NetBird.

• ✓ Fabric transport layer — federate between Tailscale, Nebula, and NetBird across organisational boundaries
• ✓ Cloudflare Tunnel with BYO domain — expose services without a traditional VPN
• ✓ Pulse service mesh — real-time communication across your fleet with org-scoped group chat
• → Multi-vault support
• → Inter-user coordination protocols