Team Collaboration With Role Based Access Control

via “agent collaboration and sharing with role-based access control (rbac)”

AutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters.

Unique: Implements role-based access control (viewer/editor/owner) at the API level, with version history tracking who made changes. Shared agents are discoverable in the user's workspace, and access can be revoked without deleting the agent.

vs others: More granular than cloud-hosted agents (OpenAI Assistants) because role-based access is explicit; more transparent than code-based frameworks because access control is enforced at the API level and visible in the UI.

via “multi-tenant-team-collaboration-and-access-control”

MLOps API for experiment tracking and model management.

Unique: Role-based access control (admin, member, viewer) enables fine-grained sharing of experiments and models within teams. Audit logs (Enterprise tier) provide compliance-grade tracking of data access and modifications. Integration with SSO (Enterprise tier) enables centralized identity management.

vs others: More integrated team features than MLflow (which focuses on individual projects) and simpler than building custom access control systems; audit logs are unique among free/Pro tiers of competing tools.

via “team-workspace-management-with-role-based-access-control”

Metadata store for ML experiments at scale.

Unique: Integrates RBAC with experiment-level operations (e.g., 'can promote models to production') rather than just workspace-level access, enabling fine-grained governance of model deployment decisions

vs others: Provides more granular permission control than Weights & Biases' team-level access and includes built-in audit logging unlike MLflow's minimal access control

via “team collaboration and permissions management”

LLM testing platform with structured evaluations and regression tracking.

Unique: Implements role-based access control with immutable audit logs and SSO integration, enabling enterprise teams to manage permissions and maintain compliance without external identity management systems

vs others: More comprehensive than basic user accounts because it provides granular permissions and audit trails, but less flexible than external IAM systems for complex organizational structures

via “team-collaboration-with-role-based-access-control”

Unified LLM DevOps with API gateway, routing, and observability.

Unique: Implements RBAC with audit logging and team-scoped resources, rather than all-or-nothing access, enabling organizations to grant granular permissions without sharing credentials

vs others: More secure than shared credentials because RBAC enables fine-grained access control and audit trails provide accountability for changes to production configurations

via “team-collaboration-with-shared-projects-and-permissions”

ML experiment tracking — logging, sweeps, model registry, dataset versioning, LLM tracing.

Unique: Integrates team management directly into the W&B platform without requiring external identity providers — team members can be invited via email and assigned roles within W&B, with optional SSO integration for enterprise.

vs others: More accessible than MLflow for small teams because team management is built-in without requiring separate LDAP/Active Directory setup, though less feature-rich for large enterprises.

via “workspace and organization management with role-based access control”

Build, deploy, and orchestrate AI agents. Sim is the central intelligence layer for your AI workforce.

Unique: Implements multi-tenant workspaces with role-based access control, organization-level settings (branding, SSO, billing), and email-based user invitations with expiring links — enabling team collaboration with fine-grained permission management

vs others: More flexible than single-user systems because it supports team collaboration; more secure than flat permission models because roles enforce least-privilege access

via “role-based access control (rbac) with multi-user collaboration”

AI visual development with design-to-code and CMS.

Unique: Provides predefined roles (Admin, Developer, Designer, Editor) with role-specific permissions for code generation, visual editing, and publishing. Enables non-developers (designers, product managers) to collaborate without full code access.

vs others: More granular than simple owner/viewer permissions because it supports multiple specialized roles; less flexible than custom RBAC systems but simpler to set up and manage.

via “multi-user workflow collaboration with project-based access control”

Workflow automation with AI — 400+ integrations, agent nodes, LLM chains, visual builder.

Unique: Implements project-based organization with role-based access control, enabling workflows to be grouped logically with shared credentials and permissions. Audit logs track all user actions for compliance.

vs others: More granular than Zapier's team sharing because project-based organization enables department-level separation, and audit logs provide compliance visibility.

via “role-based-access-control-and-team-collaboration”

Open-source LLMOps platform for prompt management, LLM evaluation, and observability. Build, evaluate, and monitor production-grade LLM applications. [#opensource](https://github.com/agenta-ai/agenta)

via “team collaboration and role-based access control”

[Documentation](https://docs.airplane.dev/?utm_source=awesome-ai-agents)

Unique: Provides built-in RBAC and audit logging for workflow collaboration, with role-based permissions and change tracking, versus generic project management tools that lack workflow-specific access control

vs others: More secure than shared scripts or spreadsheets because access is controlled and audited, versus ad-hoc sharing that lacks visibility and accountability

via “team-collaboration-and-access-control”

AI app builder

Unique: unknown — insufficient data on RBAC implementation, permission granularity, real-time collaboration support, or SSO/LDAP integration

vs others: unknown — insufficient data on permission model complexity, audit log detail, or how it compares to enterprise platforms like Retool or Zapier's team features

via “workflow sharing and collaboration with role-based access control”

Personal automations made easy

Unique: Integrates role-based access control directly into the workflow editor rather than requiring separate identity/access management, simplifying team onboarding

vs others: More granular than simple share/don't-share because role-based permissions allow view-only access, but less flexible than Git-based version control for managing workflow versions

via “team collaboration with role-based access control”

Platform for creating AI workflows and apps

via “organization and team management with role-based access control”

, [Dexter Storey](https://github.com/dexterstorey), [Ted Spare](https://github.com/tedspare)

Unique: Implements hierarchical organization structures with teams as the primary unit of collaboration, where permissions are scoped to teams rather than globally, allowing fine-grained control over who can access what data within an organization.

vs others: More flexible than flat permission models because it supports multiple teams with different members and permissions, and more secure than UI-level permission hiding because enforcement happens at the API level.

via “role-based access control and team collaboration features”

Unique: Provides role-based access control with audit logging to track configuration changes and enforce team permissions, enabling multi-user collaboration while maintaining accountability

vs others: More integrated than building custom access control systems, but less granular than enterprise identity management solutions (Okta, Auth0) for fine-grained permission control

via “team collaboration and role-based access control”

Unique: unknown — no architectural details on RBAC implementation (standard JWT/OAuth patterns vs proprietary), audit logging infrastructure, or real-time collaboration support

vs others: Likely comparable to Zapier's basic team features but unclear if it matches Make's collaboration capabilities or enterprise platforms' advanced RBAC and audit features

via “team collaboration and project sharing”

via “team collaboration and workflow sharing with role-based access control”

Unique: Provides role-based access control for workflows with activity tracking, enabling teams to collaborate on automation design while maintaining security and accountability. Shared workflows can use separate execution contexts per user to prevent credential sharing.

vs others: More accessible than code-based collaboration (Git, etc.) for non-technical users, but lacks version control and conflict resolution capabilities of dedicated collaboration platforms.

via “team collaboration with role-based access control”

Unique: Role-based access control with audit logging and cross-departmental knowledge base sharing, enabling enterprise teams to collaborate on AI agents with governance and compliance tracking. Most competitors (ChatGPT Teams, Claude) lack granular audit trails and cross-team knowledge coordination.

vs others: Provides audit trails and role-based governance for team AI workflows, whereas competitors like ChatGPT Teams offer basic sharing without detailed access controls or compliance-grade audit logging.