Shuffle is an open-source security orchestration, automation and response (SOARSOARSecurity orchestration, automation and response, coordinating incident workflows across tools. Playbooks can gather evidence, assign work or carry out approved response actions.) platform that lets teams build workflows to triage and respond to security incidents, free to self-host or available as a registered cloud service, with open-source users throttled rather than blocked once a monthly app-run limit is hit. It can run as a central backend with workers deployed via Helm into Kubernetes, or through Orborus, which now operates as a standalone local agent for compliance and response work independent of that backend. It targets SOCSOCA security operations center, the team or function that monitors threats, investigates alerts and coordinates incident response. Its work can be internal, outsourced or shared. analysts and MSSPs managing shared workflows across teams, and recent additions reach beyond classic SOAR into AI agent orchestration, with every app exposed as an MCPMCPModel Context Protocol, a standard for connecting AI applications to external tools and data sources. A compatible server exposes capabilities an assistant can use through a common interface. server and human-in-the-loophuman-in-the-loopHuman in the loop, involving a person in an otherwise automated workflow. The person can review, approve, correct or supply information before work continues. permission controls for agent actions. First committed in 2020, it has 56 contributors, with 371 commits and 20 releases in the past year, the latest 26 days ago.
Shuffle is an open source automation platform built for security professionals to simplify security operations.
Which alerts scattered across email, SIEM, EDR and cloud logs belong to the same incident?
the Security Bundle pulls flagged items from all four source types into one triage view so a responder judges one incident instead of four separate queues
Which of my credentials are dead before a workflow that depends on them actually runs?
an authentication validation action on the Apps page checks a saved credential against its service on demand and reports whether it still works
Which workflows in my shared library are out of date with the copies in Azure DevOps?
the sync view lists every remote workflow next to its local copy so a reader picks Import for new ones or Sync for ones that drifted, without opening each pipeline
Will this month's alert volume get my on-prem workflows throttled?
app runs are counted against the monthly free limit, and once exceeded, open-source workflows keep running but capped at one execution per minute until the count resets on the first of the month
Can a workflow reach relationships between entities that live in different datastores?
Datastore Correlations maps cross-entity links across stored records so a lookup surfaces connections a single-datastore query would miss
Built from Shuffle's releases, docs, README and our own runs.
“Seen” marks the month we first spotted a release the vendor didn't date.
Group names and tags are our labels.
Shuffle covers 1 of the 11 logs and telemetry capabilities we track.
What Shuffle offers you
Self-hosted deployment6
Kubernetes-native deployment3
Multi-tenant management3
Web management console3
REST API2
Agent-based deployment1
Air-gapped deployment1
Built-in AI assistant1
CI/CD pipeline integration1
Command-line interface1
Natural-language query1
Offline mode1
Outbound webhooks (the product notifies you)1
Python scripting support1
Scripting language support1
User-defined detection rules1
No capabilities match.
+All capabilities42 capabilities▸
+Kubernetes Hardening and ConfigshippedAllows setting security contexts, resource limits, custom labels, and non-root execution for Kubernetes worker and app pods via Helm.11 releases · 3 other sources · first seen Jul 2025▸
Also counts toward: Kubernetes-native deployment
release
11 total
Defaults Kubernetes deployments to Helm charts, streamlining k8s rollout and configuration.
v2.1.3 · Dec 2025
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Adds configurable k8s resource limits (CPU/memory) for app and worker containers via Helm.
v2.1.3 · Dec 2025
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Adds explicit app protocol specification for worker and app services in k8s.
v2.1.3 · Dec 2025
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Supports mounting a tmp volume to apps in Kubernetes deployments.
nightly-31102025 · Oct 2025
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Enables specifying the app protocol for worker and app services in Kubernetes.
nightly-31102025 · Oct 2025
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Enables explicit app protocol specification for worker and app services in Kubernetes.
nightly-30102025 · Oct 2025
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example
Set CPU and memory resource limits on Shuffle workers in Kubernetes to prevent noisy-neighbour issues in shared clusters.$ # In your Helm values file: worker: resources: requests: cpu: "250m" memory: "256Mi" limits: cpu: "1000m" memory: "512Mi"
2.1.1-rc1-09102025 · Oct 2025
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Cap resource consumption of Shuffle worker and app pods in a Helm-managed Kubernetes deployment.$ worker: resources: requests: cpu: "250m" memory: "256Mi" limits: cpu: "1" memory: "512Mi" apps: resources: requests: cpu: "100m" memory: "128Mi" limits: cpu: "500m" memory: "256Mi"
nightly-23092025-v1 · Sep 2025
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Harden Kubernetes worker and app pods by applying a non-root security context in your Helm values.$ worker: securityContext: runAsNonRoot: true runAsUser: 1000 apps: securityContext: runAsNonRoot: true runAsUser: 1000
2.1.0-nightly-02072025 · Jul 2025
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+Workflow ExecutionshippedsuggestedControls how workflows run, including overriding authentication for subflows and re-executing previous runs via API.9 releases · first seen Dec 2023▸
Suggested capability: Response playbook automation. This is our guess, not confirmed.
Also counts toward: Self-hosted deployment
release
9 total
Adds an automatic rerun system within Orborus to detect and restart stuck workflow executions without manual intervention.
v2.3.0 · Sep 2026
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Improves live workflow update streaming, including AI-generated edits, with more reliable change history and reconnection handling, and reduces background polling when only one person is viewing a workflow.
v2.3.0 · Sep 2026
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Adds automatic rerun system within Orborus to detect and restart stuck workflow executions, reducing the need for manual intervention.
v2.3.0 · Sep 2026
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Improves live workflow streaming, including AI-generated edits, with more reliable change history, reconnection handling, and reduced background polling when a single user is viewing a workflow.
v2.3.0 · Sep 2026
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Propagates the SHUFFLE_LOGS_DISABLED environment variable from Orborus through to worker and app containers in Kubernetes deployments.
nightly-23092025-v1 · Sep 2025
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New Statistics & Observability features: workflow execution views, top run/failure tracking, historical debug search, notifications, and multi-tenant org views.
v2.1.0 · Sep 2025
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+DebuggingshippedProvides tools to inspect historical workflow runs, search execution logs by keyword, and identify bugs over time.4 releases · 3 other sources · first seen Oct 2020▸
Shared capability: Log search
release
Adds Helm chart values to enable Shuffle debug mode on a per-component basis.
v2.2.1-nightly-1775748107 · Apr 2026
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Search workflow executions by keyword in the Workflow Run Debugger (/workflows/debug)
v1.4.0 · May 2024
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Adds Workflow Run Explorer at /workflows/debug to help identify workflow bugs over time
v1.3.0 · Nov 2023
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Enables tracking executions to share with other users
0.7.5 · Oct 2020
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example
List all workflows in a connected Azure DevOps repository and selectively import or re-sync individual ones — useful when managing a large library of shared workflows across teams.$ In the Shuffle UI, go to Workflows > Import, enable the "Sync: list workflows before importing" toggle, then use the List & Sync modal to review remote workflows by Name and Last Updated, and click…
v2.2.1 · May 2026
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Enable debug logging for the Orborus component in a Kubernetes deployment to troubleshoot agent connectivity issues.$ orborus: debug: true
v2.2.1 · May 2026
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Navigate to the debug interface to inspect historical workflow runs and identify bugs.$ In the Shuffle UI, navigate to /workflows/debug to open the Workflow Run Explorer.
v1.3.0 · Nov 2023
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+Identity ManagementshippedManages user access and permissions, including support for sub-org distribution and tenant selection.7 releases · first seen Oct 2020▸
Also counts toward: Multi-tenant management, Web management console
release
7 total
Adds UI tooltips across the workflow editor.
2.0.0 · Mar 2025
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Kubernetes keep-alive support for Orborus.
2.0.0-nightly-02112024 · Nov 2024
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Adds UI tooltips to workflow editor controls.
2.0.0-nightly-02112024 · Nov 2024
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Use sub-org distribution system to share workflows from parent org to suborgs
v1.4.0 · May 2024
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Select related tenants in the admin view (/admin?tab=suborgs)
v1.4.0 · May 2024
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Adds support for Organizations as the primary entity model, replacing per-instance users.
0.8.0 · Nov 2020
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· release history
+Private Registry ConfigurationshippedAllows self-hosted deployments to configure custom or private container registries for app builds, supporting disconnected and air-gapped environments via environment variables and custom SDK images.4 releases · 2 other sources · first seen Sep 2026▸
Also counts toward: Air-gapped deployment, Self-hosted deployment
release
Self-hosted installations can now supply a custom App SDK image to build apps in disconnected or air-gapped environments.
v2.3.0 · Sep 2026
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Supports a custom App SDK image for building apps in disconnected or air-gapped environments on self-hosted installations.
v2.3.0 · Sep 2026
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Adds support for SHUFFLE_BASE_IMAGE_REGISTRY and SHUFFLE_BASE_IMAGE_NAME environment variables to configure custom and private registries consistently across all deployment types.
v2.3.0 · Sep 2026
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Adds SHUFFLE_BASE_IMAGE_REGISTRY and SHUFFLE_BASE_IMAGE_NAME config settings for consistent custom/private registry behavior across all deployment types.︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄
v2.3.0 · Sep 2026
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example
Point a self-hosted Shuffle deployment at a private container registry so all app builds pull from your internal mirror instead of Docker Hub.$ SHUFFLE_BASE_IMAGE_REGISTRY=registry.internal.corp SHUFFLE_BASE_IMAGE_NAME=shuffle/shuffle-app-sdk
v2.3.0 · Sep 2026
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Point a self-hosted Shuffle deployment at a private container registry so all app builds pull the base SDK image from your internal infrastructure instead of the public default.$ SHUFFLE_BASE_IMAGE_REGISTRY=registry.internal.corp SHUFFLE_BASE_IMAGE_NAME=shuffle/shuffle-app-sdk
v2.3.0 · Sep 2026
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+Secret ManagementshippedEncrypts secrets in the database using a Key Management System (KMS) and supports third-party secret providers.4 releases · 1 other source · first seen Oct 2020▸
Also counts toward: Kubernetes-native deployment
release
Enables secret deployment via Kubernetes for more secure credential management in k8s environments.
v2.1.3 · Dec 2025
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· release history
Adds Protected Keys so secrets can be used safely in workflows via best-effort fuzzy hashing.
v2.1.0 · Sep 2025
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Adds a KMS (Key Management System) integration to encrypt secrets in the database with support for third party secret providers
v1.3.3 · Mar 2024
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· release history
OpenAPI drag-and-drop allows importing API specifications directly into the editor without manual configuration.
0.7.6 · Oct 2020
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· release history
example
Import an OpenAPI spec into Shuffle to automatically generate workflow nodes for endpoints.$ Drag and drop your `.yaml` or `.json` OpenAPI file onto the `OpenAPI` import area in the Shuffle editor.
0.7.6 · Oct 2020
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+AdministrationshippedProvides an enhanced admin dashboard for managing instance users, tenants, and system configuration.5 releases · first seen May 2024▸
Also counts toward: Multi-tenant management, REST API, Web management console
release
Admin view for child organization activity tracking in multi-tenant deployments.
v2.1.0 · Sep 2025
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Re-adds the /api/v1/orgs API endpoint.
2.1.0-nightly-02072025 · Jul 2025
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Adds sub-organization deletion UI with verification button and associated cache management.
v2.1.0-rc2 · Jun 2025
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Enables self-service cloud region changes via the /admin panel — no support ticket required.
v2.0.1 · Mar 2025
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+AI Agent SupportshippedEnables the use of bring-your-own LLM providers for AI Agents, supporting local and self-hosted models.3 releases · 1 other source · first seen Apr 2025▸
Also counts toward: Self-hosted deployment
release
Improves app name resolution and workflow execution validation when the executor is an AI Agent.︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄
v2.3.1-rc1 · Oct 2026
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Adds graceful stop handling for AI Agent actions during hybrid worker execution, preventing runaway processes when an agent-driven workflow terminates.︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄
v2.3.0-rc2 · Sep 2026
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Adds AI Agent support with bring-your-own LLM provider, enabling fully open-source on-premises deployments.
v2.0.2 · Apr 2025
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example
Point Shuffle AI Agents at a private, self-hosted LLM instead of a cloud provider — keeping all data on-prem.$ In the console, go to Settings > AI and enter your self-hosted model URL, model name, and API key, then save to make Shuffle use your private OpenAI-compatible endpoint.
v2.1.0 · Sep 2025
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+Workflow TemplatingshippedAllows users to generate new workflows from pre-defined templates.4 releases · first seen Dec 2022▸
Also counts toward: CI/CD pipeline integration
release
New Sync mode in the workflow import dialog lets users list all remote workflows from Azure DevOps (or other repos) in a table before importing — with per-workflow Import or Sync action buttons.
v2.2.1 · May 2026
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Adds Azure DevOps sync feature, enabling integration between Shuffle and Azure DevOps pipelines/projects.
v2.2.1-nightly-1774453486 · Mar 2026
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· release history
Supports downloading workflows directly from GitHub and Azure DevOps repositories.
v2.2.0 · Feb 2026
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Adds templating system for generating workflows
1.1.0 · Dec 2022
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+On-Premises Worker ScalingshippedSupports auto-scaling and open-sourcing of the scale worker for distributed execution in on-premises deployments.4 releases · first seen Dec 2024▸
Also counts toward: Self-hosted deployment
release
App container auto-scaling based on request rate, CPU usage, and queue depth.
v2.1.0 · Sep 2025
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Adds ability to skip SSO for admins on sub-organizations.
v2.1.0-rc2 · Jun 2025
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· release history
Adds auto-scale support for on-prem worker deployments.
2.0.0 · Mar 2025
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Adds auto-scale support for on-premises worker deployments.
nightly-14122024 · Dec 2024
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+Hybrid AI Agent SupportshippedAllows on-premises workers to leverage cloud-side AI agent applications in a hybrid deployment model.3 releases · first seen Feb 2026▸
release
Enables AI Agents to run in on-premises and hybrid setups, picking the correct backend address and tool timeouts, recovering late-arriving results, and using local AI credentials or Shuffle AI synced from the cloud.
v2.3.0 · Sep 2026
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AI Agents now run in on-premises and hybrid setups, with automatic backend-address selection, late-result recovery, and support for local AI credentials or Shuffle AI synced from the cloud.
v2.3.0 · Sep 2026
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Enables AI Agent App support in hybrid mode so on-prem workers can leverage cloud-side AI agent apps.
nightly-1771869385 · Feb 2026
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+Model Context Protocol SupportshippedAllows on-premises deployments to execute actions using the Model Context Protocol.3 releases · first seen Feb 2026▸
Also counts toward: Self-hosted deployment
release
Refines AI Agent and MCP action app/tool name matching by searching workflows to find the correct action, with added execution and permission checks on agent-initiated runs.
v2.3.0 · Sep 2026
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Smarter app and tool name matching for AI Agents and MCP actions searches across workflows to resolve the correct action, with added execution and permission checks.
v2.3.0 · Sep 2026
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Adds runMCPAction support on-prem, enabling Model Context Protocol action execution in self-hosted deployments.
nightly-1771869385 · Feb 2026
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+Source Control IntegrationshippedEnables importing, syncing, and managing workflows directly from GitHub and Azure DevOps repositories.3 releases · first seen Feb 2026▸
release
New Sync mode in the workflow import dialog lets users list all remote workflows from Azure DevOps (or other repos) in a table before importing — with per-workflow Import or Sync action buttons.
v2.2.1 · May 2026
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· release history
Adds Azure DevOps sync feature, enabling integration between Shuffle and Azure DevOps pipelines/projects.
v2.2.1-nightly-1774453486 · Mar 2026
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· release history
Supports downloading workflows directly from GitHub and Azure DevOps repositories.
v2.2.0 · Feb 2026
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+Detection Rule ManagementshippedProvides a UI for editing, categorizing, and managing detection rules including Sigma rules directly within the workflow interface.2 releases · 1 other source · first seen Dec 2022▸
Also counts toward: User-defined detection rules, REST API
release
Extends /api/v1/workflows endpoint with Security Bundle metadata handling.
v2.2.0 · Feb 2026
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Adds Sigma detection UI for building and managing Sigma rules directly in the workflow interface.
2.0.0-nightly-02112024 · Nov 2024
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example
Manage detection methods using the new file editor.$ In the console, go to Admin > Files to edit and categorize files for detection methods.
1.1.0 · Dec 2022
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+Cloud Subscription SynchronizationshippedMaintains consistent licensing and subscription states between self-hosted instances and cloud services across multiple regions.3 releases · first seen Nov 2020▸
release
Adds multi-region support for cloud sync, enabling distributed deployments across geographic regions.
nightly-1770615681 · Feb 2026
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Adds cloud sync for subscription data, keeping licensing state consistent across cloud-connected instances.
nightly-09102025 · Oct 2025
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Adds ability to synchronize with shuffle.io via Webhooks (public URL) and cloud-hosted Schedules.
0.8.0 · Nov 2020
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+App GenerationshippedUses generative AI to create OpenAPI-based applications automatically.3 releases · first seen Oct 2020▸
release
Generates workflows from plain-text descriptions or flowcharts using AI.
v2.1.0 · Sep 2025
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Integrates an OpenAPI Generator powered by Generative AI, available as an option on the /apps page
v1.3.0 · Nov 2023
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migration tools are now available in the UI to create new Organizations from existing data.
0.7.6 · Oct 2020
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+File ManagementshippedAllows organizing files such as Yara or Snort rules within namespaces and managing file categories, with support for downloading stored workspace files.3 releases · first seen Oct 2020▸
Also counts toward: Web management console
release
Adds File Editing and Categories via the /admin?tab=files interface
1.1.0 · Dec 2022
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Adds file namespaces to organize files like Yara or Snort rules within workflows
0.9.25 · Oct 2021
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Adds accessibility names to workflow components such as trigger names
0.7.5 · Oct 2020
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+Organization Migration ToolsshippedProvides UI and command-line utilities to create new organizations from existing data and split instances into multiple organizations.2 releases · 1 other source · first seen Oct 2020▸
Also counts toward: Command-line interface
release
App SDK support is added for blackarch and Kali, enabling app development and testing on these distributions.
0.7.6 · Oct 2020
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migration tools are now available in the UI to create new Organizations from existing data.
0.7.6 · Oct 2020
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· release history
example
Use the new migration tool to split your instance into multiple Organizations.$ Navigate to Settings > Migration and select 'Create Organization' from the available tools.
0.7.6 · Oct 2020
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+Shuffle Security DeploymentshippedBundles Shuffle Security into the Docker Compose and Kubernetes Helm chart configurations for easier self-hosted deployment.2 releases · first seen Sep 2026▸
Also counts toward: Kubernetes-native deployment, Self-hosted deployment
release
Shuffle Security is now included in both the Docker Compose configuration and the Kubernetes Helm chart for easier self-hosted deployment.
v2.3.0 · Sep 2026
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Includes Shuffle Security in both the Docker Compose configuration and Kubernetes Helm chart for easier self-hosted deployment.
v2.3.0 · Sep 2026
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· release history
+Graceful Agent TerminationshippedPrevents runaway processes by ensuring AI Agent actions stop correctly during hybrid worker execution.2 releases · first seen Sep 2026▸
release
Adds handling for AI Agent actions to gracefully stop worker execution for hybrid operation
v2.3.0-rc2 · Sep 2026
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Adds graceful stop handling for AI Agent actions during hybrid worker execution, preventing runaway processes when an agent-driven workflow terminates.︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄
v2.3.0-rc2 · Sep 2026
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· release history
+Authentication ValidationshippedProvides mechanisms to verify that stored credentials for external services are valid before executing workflows.2 releases · first seen Oct 2025▸
release
Adds authentication validation action on the Apps page to verify credentials before use in workflows.
v2.2.0 · Feb 2026
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· release history
Caches cloud sync data to reduce redundant remote calls during synchronization.
2.1.1-rc1-09102025 · Oct 2025
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· release history
+Sigma SupportshippedEnables the instance to function as a distributed log ingester by processing and executing Sigma rules.2 releases · first seen May 2024▸
release
Introduces a Data Pipeline System for log ingestion at scale with real-time Sigma rule execution.
v2.2.0 · Feb 2026
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· release history
Run Shuffle as a distributed Log Ingester using Sigma rules
v1.4.0 · May 2024
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· release history
+Datastore Categorization and SharingshippedAdds indexing for structured data organization and allows teams to publish categories for subscription by other organizations.1 release · 1 other source · first seen Mar 2025▸
release
Adds Datastore Categorization (indexing) for structured data organization.
2.0.0 · Mar 2025
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· release history
example
Harden Kubernetes worker and app pods by applying a non-root security context in your Helm values.$ worker: securityContext: runAsNonRoot: true runAsUser: 1000 apps: securityContext: runAsNonRoot: true runAsUser: 1000
2.1.0-nightly-02072025 · Jul 2025
· source
+Datastore AutomationshippedsuggestedAllows Datastore categories to trigger workflow runs or send webhooks when entries are added or modified, supporting high-volume data handling.1 release · 1 other source · first seen Jun 2025▸
Suggested capability: Response playbook automation. This is our guess, not confirmed.
Also counts toward: Outbound webhooks (the product notifies you)
release
Adds Datastore Category Automation: categories can now natively trigger workflow runs or send webhooks when data changes.
v2.1.0-rc2 · Jun 2025
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· release history
example
Trigger a response workflow automatically when entries are added to a Datastore Category (e.g., a new IOC hits your threat list).$ In the console, open the target Datastore Category, navigate to its Automation settings, and configure a workflow trigger or webhook URL to fire on category updates.
v2.1.0-rc2 · Jun 2025
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+Forms and PublishingshippedProvides mechanisms to create, control, and distribute workflow interactions via forms for external users.2 releases · first seen Nov 2020▸
release
Adds Forms and Publishing mechanisms for workflow interaction and distribution.
2.0.0 · Mar 2025
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· release history
Adds global Email and SMS sending capabilities to support alerts and User Input flows.
0.8.0 · Nov 2020
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· release history
+Multi-Tenant WorkflowsshippedEnables isolated workflow execution and organization across multiple tenants or sub-organizations.2 releases · first seen Nov 2020▸
Also counts toward: Multi-tenant management
release
Adds multi-tenant workflow support, enabling isolated workflow execution across multiple tenants.
2.0.0 · Mar 2025
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· release history
Adds User Input trigger allowing workflows to pause until a button click is received.
0.8.0 · Nov 2020
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· release history
+Code EditingshippedAllows executing Python code directly and supports single-action execution for testing within the code editor.2 releases · first seen Dec 2023▸
Also counts toward: Python scripting support, Scripting language support
release
Allows running Python directly in the Code Editor by selecting the Execute Python action
1.3.1 · Dec 2023
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· release history
Introduces Single Action executions for tasks like Code Editor testing
1.3.1 · Dec 2023
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· release history
+AI AssistanceshippedIntegrates AI capabilities to answer simple queries, generate workflows, and assist with data analysis.1 release · 1 other source · first seen Nov 2023▸
Also counts toward: Built-in AI assistant, Natural-language query
release
Introduces ShuffleGPT, an AI-driven feature accessible at https://shuffler.io/conversation to solve simple queries like finding last tickets and eventually generating workflows
v1.3.0 · Nov 2023
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· release history
example
Access the new AI conversation interface to generate workflows or query data.$ Open https://shuffler.io/conversation in your browser to start using ShuffleGPT.
v1.3.0 · Nov 2023
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+Orborus Standalone ModeshippedEnables the Orborus runtime to operate as an independent local compliance and response agent without a central backend.1 release · first seen May 2026▸
Also counts toward: Agent-based deployment, Offline mode
release
Orborus can now operate as a standalone local compliance and response agent, independent of a central backend.
v2.2.1 · May 2026
· source
· release history
+Agent Testing FrameworkshippedProvides automated testing capabilities for AI Agent workflows to validate behavior and logic.1 release · first seen Feb 2026▸
release
Adds an Agent Testing Framework for comprehensive automated testing of AI Agent workflows.
v2.2.0 · Feb 2026
· source
· release history
+Static Workflow IdentificationshippedAllows users to assign static IDs to workflows for more stable referencing in multi-tenant and automation pipelines.1 release · first seen Dec 2025▸
release
Supports static workflow IDs for more predictable multi-tenant and automation pipeline configurations.
v2.1.3 · Dec 2025
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· release history
+Datastore Performance and API ExpansionshippedEnables bulk operations on datastore entries, including high-volume lookups and pagination.1 release · first seen Sep 2025▸
release
Adds bulk datastore APIs with pagination, supporting up to 500 key lookups per request.
v2.1.0 · Sep 2025
· source
· release history
+Action-Level Re-executionshippedsuggestedAllows re-running a single failed or suspect workflow action in isolation using data from the previous run, facilitating targeted debugging.1 release · first seen Apr 2025▸
Suggested capability: Response playbook automation. This is our guess, not confirmed.
release
New Rerun feature lets practitioners re-execute any single workflow action in isolation using data from the last run.
v2.0.2 · Apr 2025
· source
· release history
+Branding and ThemingshippedProvides controls for light mode, button removal, and custom theming for on-premises installations and integration partners.1 release · first seen Apr 2025▸
release
New branding controls including light mode and button removal for integration partners.
v2.0.2 · Apr 2025
· source
· release history
+Dynamic BindingshippedUpdates action parameter fields dynamically based on variable contexts within the workflow canvas.1 release · first seen Nov 2024▸
release
Variable fields in action parameters now update dynamically.
2.0.0-nightly-02112024 · Nov 2024
· source
· release history
+Message Queue TriggersshippedEnables workflows to be started by events from message queues and Kafka via the Orborus runtime.1 release · first seen May 2024▸
release
Start workflows from Message queues & Kafka via Orborus on-premises environment
v1.4.0 · May 2024
· source
· release history
+Logic NodesshippedImproves condition nodes to respect data types, eliminating the need for manual size-based workarounds.1 release · first seen Dec 2023▸
release
Updates Condition nodes (Smaller Than, Larger Than) to respect type, removing the need for {{ ["list"] | size }} workarounds
1.3.1 · Dec 2023
· source
· release history
+Version ControlshippedTracks workflow revisions, allowing users to view and potentially revert to past versions of a workflow.1 release · first seen Nov 2023▸
release
Adds Workflow Versioning allowing users to view past revisions of workflows
v1.3.0 · Nov 2023
· source
· release history
+App TemplatingshippedSupports Liquid formatting to allow dynamic content rendering within app configurations and workflow actions.1 release · first seen Apr 2022▸
release
Added Liquid Formatting to apps allowing dynamic content rendering within app workflows.
1.0.0 · Apr 2022
· source
· release history
+Trigger IntegrationsshippedAdds support for external triggers such as Gmail and Outlook events to initiate workflows.1 release · first seen Oct 2021▸
release
Adds Gmail and Outlook trigger integrations
0.9.25 · Oct 2021
· source
· release history
+Webhook ProcessingshippedsuggestedIncludes functionality to parse incoming webhooks and convert parameters into JSON format for use in workflows.1 release · first seen Oct 2021▸
Suggested capability: Log parsing and normalization. This is our guess, not confirmed.
release
Adds initial CI/CD handlers for automated workflow execution
0.9.25 · Oct 2021
· source
· release history
+User Input TriggershippedsuggestedAllows workflows to pause execution until a user interacts with a button or provides input.1 release · first seen Nov 2020▸
Suggested capability: Response playbook automation. This is our guess, not confirmed.
release
Adds User Input trigger allowing workflows to pause until a button click is received.
0.8.0 · Nov 2020
· source
· release history
Lines in monospace are the tool's own words: help text
parsed from its source, or an endpoint from its API document. Under
release, a line is our summary of a dated release. Under
docs, it is quoted from the tool's own documentation or
website. Each links back to the source it came from.
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option surface across analysed releases
options at that releaseadded, per releaseremoved, per release
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option changes per release — drag across the rail to set a range
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Values are placeholders taken from each option’s declared default.
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that already happened.
Score card
Shipping velocityreleases a month, last 12 months
Documentation qualityrelease-notes rubric, 0–100
Breaking-change disciplinehow rarely a release breaks users, and notice given
Maintenance riskquiet time against its own cadence, maintainers
Innovation & surfacenew capabilities, API and MCP surface
Community health
Contributor trenddistinct committers, this year against last
Maintainer concentrationbus factor now against a year ago
Issue backlog trendissues closed per issue opened, 12 months
Responsivenessmedian time to a maintainer’s first reply
Nine scores for Shuffle, each built from the releases, notes and API history this site tracks — and, on Researcher and Business, where it stands among every measured tool in its category and how that has moved.
Each score is 0–100 on a published rubric, derived from data this site already shows.
A dimension we cannot measure says so — it is never scored 0 and never enters a rank.
How this is scored
Shipping velocity — releases a month over the last 12 months, on a log scale where 16 a month scores 100. Needs 3 releases in the window.
Documentation quality — the release-notes rubric published on the analytics page, unchanged.
Breaking-change discipline — the share of releases carrying a breaking change (none scores 100, half or more scores 0). Only projects that label breaking changes are measured: a clean record cannot be told from an unlabelled one.
Maintenance risk — quiet time measured against the tool's own release cadence (quiet longer than 90 days and three typical gaps scores 0), plus the number of active maintainers and whether contributors are growing, where known. Higher is lower risk.
Innovation & surface — new capabilities in the feature ledger this year, API and MCP operations added, and the share of commits that are features: the mean of whichever we hold.
Community health (open-source tools only) — each is a direction, not a size: contributors this year against last, the bus factor now against a year ago, and issues closed per issue opened, where steady scores 50, doubled 100 and halved 0; plus the median time to a maintainer's first reply (an hour scores about 100, a month or more 0). A commercial card has no repository and carries none of the four.
Documented delivery (commercial tools) — when a vendor's documented new capabilities have slowed against its own baseline, that counts against the overall standing as heavily as two low dimensions. Steady delivery, or too little history to judge, leaves the standing alone; it is never a sixth score.
Open-source tools are scored on repository signals; commercial tools on their published changelog. Ranks compare tools within one category and one profile and need at least five measured peers; the overall standing needs three ranked dimensions. Best-in-breed or consolidator is a shape, not a quality, and is never scored.
Release-note detail over time
See how much detail Shuffle puts in its release notes, quarter by quarter, and compare it with tracked tools in the same category. This history uses up to ten retained, reviewed notes per tool; sparse or blank older quarters may reflect that limit.
Issue, contributor and maintainer activity in Shuffle/Shuffle, 2023-10 – 2026-09,
as of 2026-09-25. Twelve-month figures first; the trend lines run
the whole window.
Contributors13−2 vs prior 12 months
Maintainers5+3 joined · −2 left, last 12 months
Bus factor2committers behind half the commits
Community-filed94%of issues opened, last 12 months
Median time to close21 daysfirst maintainer reply 26 hours
Open backlog484of 1,258 issues ever filed
Issues opened / month1 · 0communitymaintainers
Open backlog484
Contributors / month6
Commits / month80
Stars2,443
Issue themes, last 12 months
bugs 6%
features 3%
other 91%
Counts from the project's public repository and git history; no individuals
are identified. Maintainers are the committers covering 80% of the last year's
commits. how we measure this
Libraries its release ships
What its latest release locks, checked against known advisories.
No high or critical advisory in the lockfiles we checked.
We check the lockfiles its release builds images from: 1 Python. Go modules, other lockfiles and vendored code aren't checked.
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