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Complete folder anatomy for all 649 cybersecurity skills + update LICENSE to Mahipal
- Add scripts/agent.py and references/api-reference.md to all remaining skills - Update all 648 LICENSE files: copyright now reads 'Mahipal' - Add implementing-security-monitoring-with-datadog (new skill with full anatomy) - All 649 skills now have: SKILL.md, LICENSE, scripts/agent.py, references/api-reference.md
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# API Reference: Role Mining for RBAC Optimization
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## Input Format (CSV)
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```csv
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user,entitlement,system
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john.doe,read_files,FileServer
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john.doe,write_files,FileServer
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jane.smith,read_files,FileServer
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```
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## Role Mining Algorithms
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### Bottom-Up Mining
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Finds exact permission sets shared by >= N users.
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- Input: user-permission matrix
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- Output: candidate roles with exact permission sets
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- Parameter: `min_users` (default: 2)
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### Top-Down Mining (Jaccard Clustering)
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Groups users by permission similarity.
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```
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Jaccard(A, B) = |A ∩ B| / |A ∪ B|
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```
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- Threshold >= 0.8: strict similarity
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- Threshold >= 0.6: moderate clustering
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## Optimization Metrics
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| Metric | Description |
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|--------|-------------|
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| Total Assignments | Sum of all user-permission pairs |
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| Candidate Roles | Discovered role count |
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| Role Coverage | Users assigned to candidate roles |
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| Avg Permissions/User | Assignment density |
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| Outlier Count | Users with unique permissions |
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## SailPoint IdentityNow Role Mining API
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```
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POST https://{tenant}.api.identitynow.com/beta/role-mining-sessions
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Authorization: Bearer TOKEN
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{
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"scope": {"included": {"identityIds": [...]}},
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"minEntitlementPopularity": 2,
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"pruneThreshold": 50
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}
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```
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## SailPoint Role Mining Status
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```
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GET /beta/role-mining-sessions/{sessionId}
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GET /beta/role-mining-sessions/{sessionId}/potential-roles
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```
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## CyberArk Identity Role Optimization
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```
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GET /Roles/GetRoleMembers?name={role}
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POST /Roles/OptimizeRoles
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{"minUsers": 3, "maxRoles": 50}
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```
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## NIST RBAC Model Levels
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| Level | Description |
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|-------|-------------|
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| Core RBAC | Users, roles, permissions, sessions |
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| Hierarchical | Role inheritance |
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| Constrained | Separation of duty (SoD) |
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| Symmetric | Permission-role review |
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