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Roadmap

Strategic direction and planned features for the Sigilweaver platform.

Target v1.0 Release: June 2026


Current Status

Sigilweaver is in Private Beta. The codebase is not yet public, but binaries and documentation are available for testing the distribution pipeline. The core platform is feature-complete for most data transformation workflows. Development now focuses on enterprise features, ecosystem expansion, and polish leading to a v1.0 public release.

What Works Today

ComponentStatusNotes
StudioProduction-readyAll core tools, theming, keyboard shortcuts
ServerProduction-readyLazy execution, caching, Python export
HubBetaMulti-user orchestration, RBAC, scheduling
Desktop AppsProduction-readyElectron and Tauri builds for all platforms
Docker DeploymentProduction-readyCompose templates with secret management

Near-Term Focus (Q1-Q2 2026)

Studio

FeatureDescriptionPriority
Theme EditorGUI for creating and modifying themesMedium
Workflow TemplatesPre-built workflow patterns for common tasksMedium
Tool SearchQuick-find for tools by name or functionLow

Server

FeatureDescriptionPriority
Code SigningEliminate OS warnings on first launchHigh
Additional ConnectorsNative support for more databases and APIsHigh
New Tools: Fuzzy JoinApproximate string matching for joinsMedium
New Tools: Network ClusterGraph-based clustering and community detectionMedium
New Tools: PythonExecute arbitrary Python code in workflowsMedium
Streaming PreviewIncremental preview for large datasetsMedium
Expression AutocompleteContext-aware suggestions in formula editorMedium

Hub

FeatureDescriptionPriority
OIDC IntegrationSingle sign-on via external identity providersHigh
GUI ConfigurationWeb-based server and connection managementHigh
Git IntegrationVersion control for workflows stored in HubHigh
Demo InstancePublic read-only Hub for evaluationMedium
Execution DashboardReal-time monitoring of running workflowsMedium
NotificationsEmail and webhook alerts for execution statusMedium

Medium-Term Focus (Q3-Q4 2026)

Platform

FeatureDescription
Kubernetes OperatorNative CRDs for deploying Sigilweaver at scale
Helm ChartsStandardized deployment templates for Kubernetes
ARM64 BuildsNative support for Apple Silicon and ARM servers

Ecosystem

FeatureDescription
API ConnectorsREST/GraphQL tool for fetching external data
Cloud StorageNative S3, GCS, and Azure Blob support
Streaming SourcesKafka and Redpanda connectors

Intelligence

FeatureDescription
AI-Assisted DesignNatural language to workflow generation (optional, off by default, user-configured)
Smart SuggestionsContext-aware tool recommendations (optional, off by default, user-configured)
Data Quality RulesBuilt-in validation and anomaly detection

Long-Term Vision

Local-First, Cloud-Capable

Sigilweaver is designed to run wherever your data lives. We will continue to prioritize on-premise and air-gapped deployment scenarios alongside cloud offerings.

Code as Truth

Every visual workflow compiles to readable, executable Python. This transparency ensures auditability and eliminates vendor lock-in.

Open Ecosystem and Licensing

The entire Sigilweaver suite is free for all users under the AGPL-3.0 license. There are no paid tiers, premium features, or usage limits.

A commercial license is available for organizations that cannot use AGPL-licensed software. This license provides the same functionality under different legal terms—it does not unlock additional features. The core platform will always remain open source.


How to Influence the Roadmap

  1. GitHub Issues: Feature requests and bug reports shape our priorities.
  2. Community Discussions: Participate in design discussions for major features.
  3. Pull Requests: Direct contributions are the fastest path to new features.

Version History

For a detailed record of completed work, see the Development History.