CoreStory Admin API

openapi: 3.2.0
info:
  title: Crowdbotics API Documentation Admin API
  description: '# CoreStory API Overview


    The CoreStory API provides programmatic access to structured insights derived from software source code.'
  version: 1.26.2
servers:
- url: /
  description: Current server
security:
- BearerAuth: []
tags:
- name: Admin
paths:
  /api/admin/config:
    get:
      tags:
      - Admin
      summary: Get admin configuration
      description: View current application configuration settings. Requires CoreStory internal access.
      operationId: get_admin_config_api_admin_config_get
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                additionalProperties: true
                type: object
                title: Response Get Admin Config Api Admin Config Get
        default:
          description: Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ErrorSchema'
  /api/admin/metrics:
    get:
      tags:
      - Admin
      summary: Get admin metrics
      description: Retrieve application-wide admin metrics including usage statistics. Requires CoreStory internal access.
      operationId: get_app_admin_metrics_api_admin_metrics_get
      parameters:
      - name: date_range
        in: query
        required: false
        schema:
          anyOf:
          - enum:
            - all
            - 30d
            - 3m
            - 6m
            type: string
          - type: 'null'
          description: 'Date range for activity-based metrics: all, 30d, 3m, 6m. Defaults to all when None.'
          title: Date Range
        description: 'Date range for activity-based metrics: all, 30d, 3m, 6m. Defaults to all when None.'
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/AdminMetricsResponse'
        default:
          description: Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ErrorSchema'
  /api/admin/organizations:
    get:
      tags:
      - Admin
      summary: List all organizations
      description: List all organizations with summary info. Restricted to superusers.
      operationId: list_all_organizations_api_admin_organizations_get
      parameters:
      - name: limit
        in: query
        required: false
        schema:
          type: integer
          maximum: 1000
          minimum: 1
          description: Maximum number of results
          default: 20
          title: Limit
        description: Maximum number of results
      - name: offset
        in: query
        required: false
        schema:
          type: integer
          minimum: 0
          description: Number of results to skip
          default: 0
          title: Offset
        description: Number of results to skip
      - name: search
        in: query
        required: false
        schema:
          anyOf:
          - type: string
          - type: 'null'
          description: Filter organizations by name (case-insensitive)
          title: Search
        description: Filter organizations by name (case-insensitive)
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/AdminOrganizationListResponse'
        default:
          description: Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ErrorSchema'
  /api/admin/users:
    get:
      tags:
      - Admin
      summary: List platform users
      description: List all Clerk users with role metadata (is_superuser, is_internal). Supports pagination and optional free-text search by name or email. Restricted to superusers.
      operationId: list_platform_users_api_admin_users_get
      parameters:
      - name: limit
        in: query
        required: false
        schema:
          type: integer
          maximum: 100
          minimum: 1
          description: Page size (max 100 to respect Clerk rate limits)
          default: 20
          title: Limit
        description: Page size (max 100 to respect Clerk rate limits)
      - name: offset
        in: query
        required: false
        schema:
          type: integer
          minimum: 0
          description: Number of results to skip
          default: 0
          title: Offset
        description: Number of results to skip
      - name: search
        in: query
        required: false
        schema:
          anyOf:
          - type: string
          - type: 'null'
          description: Free-text search across name, email, username
          title: Search
        description: Free-text search across name, email, username
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/AdminUserListResponse'
        default:
          description: Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ErrorSchema'
  /api/admin/users/{user_id}/metadata:
    patch:
      tags:
      - Admin
      summary: Update user role metadata
      description: Partially update a user's Clerk public metadata (is_superuser, is_internal). Only provided fields are updated; others are preserved. Restricted to superusers.
      operationId: update_user_metadata_api_admin_users__user_id__metadata_patch
      parameters:
      - name: user_id
        in: path
        required: true
        schema:
          type: string
          title: User Id
      requestBody:
        required: true
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/AdminUserMetadataUpdate'
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/AdminUserSummary'
        default:
          description: Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ErrorSchema'
  /api/admin/pipeline-metrics:
    get:
      tags:
      - Admin
      summary: Get pipeline run metrics by repo URL
      description: Returns timing metrics for all projects matching the given repo URL. Useful for tracking pipeline performance trends over time.
      operationId: get_pipeline_metrics
      parameters:
      - name: repo_url
        in: query
        required: true
        schema:
          type: string
          minLength: 1
          pattern: \S
          description: Repo URL fragment to filter projects on (e.g. 'aws-mainframe-modernization-carddemo.git').
          title: Repo Url
        description: Repo URL fragment to filter projects on (e.g. 'aws-mainframe-modernization-carddemo.git').
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/PipelineMetricsResponse'
        default:
          description: Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ErrorSchema'
components:
  schemas:
    PipelineRunMetrics:
      properties:
        project_id:
          type: integer
          title: Project Id
        project_name:
          type: string
          title: Project Name
        created_at:
          type: string
          format: date-time
          title: Created At
        dispatch_delay_seconds:
          anyOf:
          - type: number
          - type: 'null'
          title: Dispatch Delay Seconds
          description: Time between project creation and ingestion start.
        ingestion_duration_seconds:
          anyOf:
          - type: number
          - type: 'null'
          title: Ingestion Duration Seconds
          description: Full ingestion duration in seconds.
        prd_generation_seconds:
          anyOf:
          - type: number
          - type: 'null'
          title: Prd Generation Seconds
          description: PRD generation time in seconds.
        tech_spec_generation_seconds:
          anyOf:
          - type: number
          - type: 'null'
          title: Tech Spec Generation Seconds
          description: Tech spec generation time in seconds.
        total_pipeline_seconds:
          anyOf:
          - type: number
          - type: 'null'
          title: Total Pipeline Seconds
          description: Sum of dispatch delay + ingestion + PRD + tech spec durations.
        ingestion_llm_model:
          anyOf:
          - type: string
          - type: 'null'
          title: Ingestion Llm Model
          description: LLM model used during ingestion.
        ingestion_llm_provider:
          anyOf:
          - type: string
          - type: 'null'
          title: Ingestion Llm Provider
          description: LLM provider used during ingestion.
        ingestion_embedding_model:
          anyOf:
          - type: string
          - type: 'null'
          title: Ingestion Embedding Model
          description: Embedding model used during ingestion.
        prd_llm_model:
          anyOf:
          - type: string
          - type: 'null'
          title: Prd Llm Model
          description: LLM model used for PRD generation.
        prd_llm_provider:
          anyOf:
          - type: string
          - type: 'null'
          title: Prd Llm Provider
          description: LLM provider used for PRD generation.
        prd_embedding_model:
          anyOf:
          - type: string
          - type: 'null'
          title: Prd Embedding Model
          description: Embedding model used for PRD generation.
        prd_use_dga_pipeline:
          anyOf:
          - type: boolean
          - type: 'null'
          title: Prd Use Dga Pipeline
          description: Whether DGA pipeline was used for PRD.
        tech_spec_llm_model:
          anyOf:
          - type: string
          - type: 'null'
          title: Tech Spec Llm Model
          description: LLM model used for tech spec generation.
        tech_spec_llm_provider:
          anyOf:
          - type: string
          - type: 'null'
          title: Tech Spec Llm Provider
          description: LLM provider used for tech spec generation.
        tech_spec_embedding_model:
          anyOf:
          - type: string
          - type: 'null'
          title: Tech Spec Embedding Model
          description: Embedding model used for tech spec generation.
        tech_spec_use_dga_pipeline:
          anyOf:
          - type: boolean
          - type: 'null'
          title: Tech Spec Use Dga Pipeline
          description: Whether DGA pipeline was used for tech spec.
        user_stories_count:
          anyOf:
          - type: integer
          - type: 'null'
          title: User Stories Count
          description: Number of user stories generated during PRD.
      type: object
      required:
      - project_id
      - project_name
      - created_at
      title: PipelineRunMetrics
      description: Timing metrics for a single pipeline run.
    TokenTotals:
      properties:
        input_tokens:
          type: integer
          title: Input Tokens
        output_tokens:
          type: integer
          title: Output Tokens
        total_tokens:
          type: integer
          title: Total Tokens
      type: object
      required:
      - input_tokens
      - output_tokens
      - total_tokens
      title: TokenTotals
    AdminOrganizationOwner:
      properties:
        name:
          type: string
          title: Name
          description: Owner full name
        email:
          type: string
          title: Email
          description: Owner email
      type: object
      required:
      - name
      - email
      title: AdminOrganizationOwner
      description: Owner summary resolved from the org:owner membership.
    AdminMetricsPrimaryLanguages:
      properties:
        counts:
          items:
            additionalProperties: true
            type: object
          type: array
          title: Counts
      type: object
      required:
      - counts
      title: AdminMetricsPrimaryLanguages
    ErrorSchema:
      properties:
        error:
          $ref: '#/components/schemas/ErrorBody'
      type: object
      required:
      - error
      title: ErrorSchema
    AdminMetricsConversations:
      properties:
        total_conversations:
          type: integer
          title: Total Conversations
        conversations_per_project:
          $ref: '#/components/schemas/MinMaxAvg'
        messages_per_conversation:
          $ref: '#/components/schemas/MinMaxAvg'
      type: object
      required:
      - total_conversations
      - conversations_per_project
      - messages_per_conversation
      title: AdminMetricsConversations
    AdminUserSummary:
      properties:
        id:
          type: string
          title: Id
          description: Clerk user ID
        first_name:
          anyOf:
          - type: string
          - type: 'null'
          title: First Name
          description: User first name
        last_name:
          anyOf:
          - type: string
          - type: 'null'
          title: Last Name
          description: User last name
        email:
          anyOf:
          - type: string
          - type: 'null'
          title: Email
          description: Primary email address
        created_at:
          anyOf:
          - type: string
            format: date-time
          - type: 'null'
          title: Created At
          description: Account creation date
        is_superuser:
          type: boolean
          title: Is Superuser
          description: Superuser flag from Clerk public metadata
          default: false
        is_internal:
          type: boolean
          title: Is Internal
          description: Internal employee flag from Clerk public metadata
          default: false
      type: object
      required:
      - id
      title: AdminUserSummary
      description: Summary of a Clerk user for the admin listing endpoint.
    AdminUserMetadataUpdate:
      properties:
        is_superuser:
          anyOf:
          - type: boolean
          - type: 'null'
          title: Is Superuser
          description: Grant or revoke superuser privileges
        is_internal:
          anyOf:
          - type: boolean
          - type: 'null'
          title: Is Internal
          description: Mark or unmark as CoreStory internal employee
      type: object
      title: AdminUserMetadataUpdate
      description: Partial update payload for user role metadata.
    AdminMetricsCodeIngestion:
      properties:
        loc_stats:
          $ref: '#/components/schemas/MinMaxAvg'
        files_ingested_stats:
          $ref: '#/components/schemas/MinMaxAvg'
        source_type_counts:
          items:
            additionalProperties: true
            type: object
          type: array
          title: Source Type Counts
        unsupported_file_counts_stats:
          $ref: '#/components/schemas/MinMaxAvg'
      type: object
      required:
      - loc_stats
      - files_ingested_stats
      - source_type_counts
      - unsupported_file_counts_stats
      title: AdminMetricsCodeIngestion
    AdminMetricsUsersOrgs:
      properties:
        users_per_org:
          items:
            additionalProperties: true
            type: object
          type: array
          title: Users Per Org
        single_user_org_count:
          type: integer
          title: Single User Org Count
        projects_per_org_stats:
          $ref: '#/components/schemas/MinMaxAvg'
        top_orgs_by_project_count:
          items:
            $ref: '#/components/schemas/TopCountRow'
          type: array
          title: Top Orgs By Project Count
        top_users_by_projects_created:
          items:
            $ref: '#/components/schemas/TopCountRow'
          type: array
          title: Top Users By Projects Created
      type: object
      required:
      - users_per_org
      - single_user_org_count
      - projects_per_org_stats
      - top_orgs_by_project_count
      - top_users_by_projects_created
      title: AdminMetricsUsersOrgs
    AdminMetricsResponse:
      properties:
        kpis:
          $ref: '#/components/schemas/AdminMetricsKPIs'
        tokens:
          $ref: '#/components/schemas/AdminMetricsTokens'
        users_orgs:
          $ref: '#/components/schemas/AdminMetricsUsersOrgs'
        project_performance:
          $ref: '#/components/schemas/AdminMetricsProjectPerformance'
        code_ingestion:
          $ref: '#/components/schemas/AdminMetricsCodeIngestion'
        data_audit_totals:
          $ref: '#/components/schemas/AdminMetricsDataAuditTotals'
        conversations:
          $ref: '#/components/schemas/AdminMetricsConversations'
        jobs:
          $ref: '#/components/schemas/AdminMetricsJobs'
        user_stories_buckets:
          items:
            $ref: '#/components/schemas/UserStoriesBucket'
          type: array
          title: User Stories Buckets
        prd_version_buckets:
          items:
            $ref: '#/components/schemas/PrdVersionBucket'
          type: array
          title: Prd Version Buckets
        projects_per_org_buckets:
          items:
            $ref: '#/components/schemas/ProjectsPerOrgBucket'
          type: array
          title: Projects Per Org Buckets
        primary_languages:
          $ref: '#/components/schemas/AdminMetricsPrimaryLanguages'
        credit_usage:
          $ref: '#/components/schemas/AdminMetricsCreditUsage'
      type: object
      required:
      - kpis
      - tokens
      - users_orgs
      - project_performance
      - code_ingestion
      - data_audit_totals
      - conversations
      - jobs
      - user_stories_buckets
      - prd_version_buckets
      - projects_per_org_buckets
      - primary_languages
      - credit_usage
      title: AdminMetricsResponse
    BalanceRow:
      properties:
        id:
          type: string
          title: Id
        name:
          anyOf:
          - type: string
          - type: 'null'
          title: Name
        amount:
          type: number
          title: Amount
        pct:
          type: number
          title: Pct
      type: object
      required:
      - id
      - name
      - amount
      - pct
      title: BalanceRow
      description: Organization balance with remaining credits and percentage remaining.
    TopAmountRow:
      properties:
        id:
          type: string
          title: Id
        name:
          anyOf:
          - type: string
          - type: 'null'
          title: Name
        amount:
          type: number
          title: Amount
      type: object
      required:
      - id
      - name
      - amount
      title: TopAmountRow
      description: Like TopCountRow but with a decimal amount instead of an integer count.
    AdminMetricsProjectPerformance:
      properties:
        ingestion_seconds:
          $ref: '#/components/schemas/MinMaxAvg'
          default:
            min: 0.0
            max: 0.0
            avg: 0.0
        prd_seconds:
          $ref: '#/components/schemas/MinMaxAvg'
          default:
            min: 0.0
            max: 0.0
            avg: 0.0
        tech_spec_seconds:
          $ref: '#/components/schemas/MinMaxAvg'
          default:
            min: 0.0
            max: 0.0
            avg: 0.0
      type: object
      title: AdminMetricsProjectPerformance
    PrdVersionBucket:
      properties:
        bucket:
          type: string
          title: Bucket
        prd_count:
          type: integer
          title: Prd Count
      type: object
      required:
      - bucket
      - prd_count
      title: PrdVersionBucket
      description: Bucket for PRD version count histogram.
    AdminMetricsCreditUsage:
      properties:
        total_credits_used:
          type: number
          title: Total Credits Used
        top_orgs_by_credits_used:
          items:
            $ref: '#/components/schemas/TopAmountRow'
          type: array
          title: Top Orgs By Credits Used
        top_orgs_lowest_remaining_balance:
          items:
            $ref: '#/components/schemas/BalanceRow'
          type: array
          title: Top Orgs Lowest Remaining Balance
        top_orgs_highest_remaining_balance:
          items:
            $ref: '#/components/schemas/BalanceRow'
          type: array
          title: Top Orgs Highest Remaining Balance
        usage_by_action_type:
          items:
            $ref: '#/components/schemas/CreditUsageByAction'
          type: array
          title: Usage By Action Type
      type: object
      required:
      - total_credits_used
      - top_orgs_by_credits_used
      - top_orgs_lowest_remaining_balance
      - top_orgs_highest_remaining_balance
      - usage_by_action_type
      title: AdminMetricsCreditUsage
      description: Credit (CIU) usage section for admin metrics.
    AdminMetricsDataAuditTotals:
      properties:
        users:
          type: integer
          title: Users
        non_corestory_users:
          type: integer
          title: Non Corestory Users
        organizations:
          type: integer
          title: Organizations
        github_installations:
          type: integer
          title: Github Installations
        projects:
          type: integer
          title: Projects
        sotj_jobs:
          type: integer
          title: Sotj Jobs
        prds:
          type: integer
          title: Prds
        prd_versions:
          type: integer
          title: Prd Versions
        prd_multi_version_pct:
          type: number
          title: Prd Multi Version Pct
        conversations:
          type: integer
          title: Conversations
        custom_prompts:
          type: integer
          title: Custom Prompts
      type: object
      required:
      - users
      - non_corestory_users
      - organizations
      - github_installations
      - projects
      - sotj_jobs
      - prds
      - prd_versions
      - prd_multi_version_pct
      - conversations
      - custom_prompts
      title: AdminMetricsDataAuditTotals
    AdminUserListResponse:
      properties:
        items:
          items:
            $ref: '#/components/schemas/AdminUserSummary'
          type: array
          title: Items
          description: List of user summaries
        total:
          type: integer
          title: Total
          description: Total number of users
        limit:
          type: integer
          title: Limit
          description: Page size
        offset:
          type: integer
          title: Offset
          description: Current offset
      type: object
      required:
      - items
      - total
      - limit
      - offset
      title: AdminUserListResponse
      description: Paginated response for admin user listing.
    PipelineMetricsResponse:
      properties:
        repo_url:
          type: string
          title: Repo Url
          description: The repo URL fragment used to filter projects.
        total_runs:
          type: integer
          title: Total Runs
        runs:
          items:
            $ref: '#/components/schemas/PipelineRunMetrics'
          type: array
          title: Runs
          description: Pipeline runs ordered by created_at ascending.
      type: object
      required:
      - repo_url
      - total_runs
      - runs
      title: PipelineMetricsResponse
      description: Response for the pipeline metrics endpoint.
    MinMaxAvg:
      properties:
        min:
          anyOf:
          - type: number
          - type: 'null'
          title: Min
          default: 0
        max:
          anyOf:
          - type: number
          - type: 'null'
          title: Max
          default: 0
        avg:
          anyOf:
          - type: number
          - type: 'null'
          title: Avg
          default: 0
      type: object
      title: MinMaxAvg
    AdminOrganizationSummary:
      properties:
        organization_id:
          type: string
          title: Organization Id
          description: Internal organization UUID
        organization_name:
          type: string
          title: Organization Name
          description: Organization name
        plan_tier:
          type: string
          title: Plan Tier
          description: 'Plan tier: free / pro / enterprise'
          default: free
        subscription_status:
          type: string
          title: Subscription Status
          description: 'Subscription status: active / suspended / canceled / none'
          default: none
        owner:
          anyOf:
          - $ref: '#/components/schemas/AdminOrganizationOwner'
          - type: 'null'
          description: Organization owner, null if no org:owner exists
        members_count:
          type: integer
          title: Members Count
          description: Number of members
          default: 0
        projects_count:
          type: integer
          title: Projects Count
          description: Number of projects
          default: 0
        created_at:
          type: string
          format: date-time
          title: Created At
          description: Organization creation date
      type: object
      required:
      - organization_id
      - organization_name
      - created_at
      title: AdminOrganizationSummary
      description: Summary of an organization for the admin listing endpoint.
    TopCountRow:
      properties:
        id:
          type: string
          title: Id
        name:
          anyOf:
          - type: string
          - type: 'null'
          title: Name
        count:
          type: integer
          title: Count
      type: object
      required:
      - id
      - name
      - count
      title: TopCountRow
    AdminMetricsKPIs:
      properties:
        total_users:
          type: integer
          title: Total Users
        total_organizations:
          type: integer
          title: Total Organizations
        total_projects:
          type: integer
          title: Total Projects
        active_projects_30d:
          type: integer
          title: Active Projects 30D
        total_loc_ingested:
          type: integer
          title: Total Loc Ingested
        total_files_ingested:
          type: integer
          title: Total Files Ingested
      type: object
      required:
      - total_users
      - total_organizations
      - total_projects
      - active_projects_30d
      - total_loc_ingested
      - total_files_ingested
      title: AdminMetricsKPIs
    AdminMetricsTokens:
      properties:
        all_time:
          $ref: '#/components/schemas/TokenTotals'
        last_30d:
          $ref: '#/components/schemas/TokenTotals'
        per_project:
          $ref: '#/components/schemas/MinMaxAvg'
      type: object
      required:
      - all_time
      - last_30d
      - per_project
      title: AdminMetricsTokens
    ErrorBody:
      properties:
        message:
          type: string
          title: Message
        type:
          type: string
          title: Type
        details:
          additionalProperties: true
          type: object
          title: Details
          description: Optional extra context for the error.
      type: object
      required:
      - message
      - type
      title: ErrorBody
    AdminMetricsJobs:
      properties:
        total_jobs:
          type: integer
          title: Total Jobs
        not_started:
          type: integer
          title: Not Started
        running:
          type: integer
          title: Running
        failed_jobs_by_type:
          items:
            additionalProperties: true
            type: object
          type: array
          title: Failed Jobs By Type
      type: object
      required:
      - total_jobs
      - not_started
      - running
      - failed_jobs_by_type
      title: AdminMetricsJobs
    AdminOrganizationListResponse:
      properties:
        items:
          items:
            $ref: '#/components/schemas/AdminOrganizationSummary'
          type: array
          title: Items
          description: List of organization summaries
        total:
          type: integer
          title: Total
          description: Total number of organizations
        limit:
          type: integer
          title: Limit
          description: Page size
        offset:
          type: integer
          title: Offset
          description: Current offset
      type: object
      required:
      - items
      - total
      - limit
      - offset
      title: AdminOrganizationListResponse
      description: Paginated response for admin organization listing.
    ProjectsPerOrgBucket:
      properties:
        bucket:
          type: string
          title: Bucket
        org_count:
          type: integer
          title: Org Count
      type: object
      required:
      - bucket
      - org_count
      title: ProjectsPerOrgBucket
      description: Bucket for projects per organization histogram.
    UserStoriesBucket:
      properties:
        bucket:
          type: string
          title: Bucket
        count:
          type: integer
          title: Count
      type: object
      required:
      - bucket
      - count
      title: UserStoriesBucket
      description: Bucket for user stories per project histogram.
    CreditUsageByAction:
      properties:
        action_type:
          type: string
          title: Action Type
        total_amount:
          type: number
          title: Total Amount
        percentage:
          type: number
          title: Percentage
      type: object
      required:
      - action_type
      - total_amount
      - percentage
      title: CreditUsageByAction
      description: Breakdown of credit usage by action type (for pie chart).
  securitySchemes:
    BearerAuth:
      type: http
      scheme: bearer
      bearerFormat: JWT
      description: Enter the Bearer token from Clerk authentication
x-tagGroups:
- name: Ingest Your Codebase
  tags:
  - vector_store
  - projects
  - pre_ingestion
  - reingestion
- name: Generate Code Intelligence
  tags:
  - documents
  - document_generation
  - document_formatters
  - prd
  - prd_version
  - tech_spec
  - quality_metrics
  - sample_projects
- name: Query Your Codebase
  tags:
  - conversations
  - workflows
  - discovery
  - context
  - artifacts
- name: Manage and Inspect Intelligence
  tags:
  - api_debugging
  - events
  - version
  - files
  - cache
  - token_tracking
- name: Authenticate and Manage Access
  tags:
  - clerk_authentication
  - github_webhooks
  - github_integration
  - organizations
  - api_key_management
  - mcp_token_management
  - user
- name: (Advanced) Prompt Tuning
  tags:
  - prompts
- name: MCP Protocol
  tags:
  - mcp_protocol
- name: Administration
  tags:
  - admin