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tool_adapters/alertmgr.yaml

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+name: alertmgr
+description: Alert and incident management system for monitoring, escalation, and on-call coordination
+binary: alertmgr
+auth:
+  type: env_var
+  key: ALERTMGR_API_KEY
+commands:
+  - name: alert list
+    description: List alerts with optional filtering by severity and status
+    args:
+      - name: severity
+        type: enum
+        required: false
+        description: Filter by alert severity
+        values: ["critical", "warning", "info"]
+      - name: status
+        type: enum
+        required: false
+        description: Filter by alert status
+        values: ["active", "acknowledged", "resolved"]
+      - name: service
+        type: string
+        required: false
+        description: Filter by originating service
+      - name: limit
+        type: int
+        required: false
+        description: Maximum number of alerts to return
+    output_format: json
+    side_effects: false
+    example: "alertmgr alert list --severity critical --status active"
+
+  - name: alert acknowledge
+    description: Acknowledge an active alert
+    args:
+      - name: id
+        type: string
+        required: true
+        description: Alert ID
+      - name: comment
+        type: string
+        required: true
+        description: Acknowledgment comment
+    output_format: json
+    side_effects: true
+    example: "alertmgr alert acknowledge --id alt-001 --comment 'Investigating now'"
+
+  - name: alert resolve
+    description: Resolve an acknowledged or active alert
+    args:
+      - name: id
+        type: string
+        required: true
+        description: Alert ID
+      - name: resolution
+        type: string
+        required: true
+        description: Resolution description
+    output_format: json
+    side_effects: true
+    example: "alertmgr alert resolve --id alt-001 --resolution 'Scaled up instances, load normalized'"
+
+  - name: rule create
+    description: Create an alerting rule based on metric conditions
+    args:
+      - name: name
+        type: string
+        required: true
+        description: Rule name (unique identifier)
+      - name: condition
+        type: string
+        required: true
+        description: "Alert condition expression (e.g. 'cpu_usage > 90 for 5m')"
+      - name: severity
+        type: enum
+        required: true
+        description: Alert severity when rule triggers
+        values: ["critical", "warning", "info"]
+      - name: notify
+        type: string
+        required: true
+        description: Notification channel (e.g. slack channel, email, pagerduty)
+      - name: description
+        type: string
+        required: false
+        description: Human-readable rule description
+    output_format: json
+    side_effects: true
+    example: "alertmgr rule create --name high-cpu --condition 'cpu_usage > 90 for 5m' --severity critical --notify '#ops-alerts'"
+
+  - name: escalation create
+    description: Create an escalation policy with ordered notification levels
+    args:
+      - name: name
+        type: string
+        required: true
+        description: Escalation policy name
+      - name: levels
+        type: json
+        required: true
+        description: "Ordered escalation levels as JSON array [{\"delay_minutes\": int, \"notify\": str}]"
+    output_format: json
+    side_effects: true
+    example: "alertmgr escalation create --name backend-escalation --levels '[{\"delay_minutes\": 0, \"notify\": \"on-call\"}, {\"delay_minutes\": 15, \"notify\": \"team-lead\"}, {\"delay_minutes\": 30, \"notify\": \"vp-eng\"}]'"
+
+  - name: oncall show
+    description: Show the current on-call schedule and active responder
+    args:
+      - name: team
+        type: string
+        required: false
+        description: Team name (defaults to all teams)
+    output_format: json
+    side_effects: false
+    example: "alertmgr oncall show --team backend"
+
+  - name: incident create
+    description: Create a new incident from one or more related alerts
+    args:
+      - name: title
+        type: string
+        required: true
+        description: Incident title
+      - name: severity
+        type: enum
+        required: true
+        description: Incident severity
+        values: ["critical", "warning", "info"]
+      - name: alerts
+        type: string
+        required: false
+        description: Comma-separated alert IDs to associate with this incident
+      - name: commander
+        type: string
+        required: false
+        description: Incident commander username
+    output_format: json
+    side_effects: true
+    example: "alertmgr incident create --title 'Database outage' --severity critical --alerts alt-001,alt-002 --commander alice"

tool_adapters/datapipe.yaml

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+name: datapipe
+description: Data pipeline orchestrator for connecting sources, applying transformations, and routing to sinks on configurable schedules
+binary: datapipe
+auth:
+  type: env_var
+  key: DATAPIPE_API_KEY
+commands:
+  - name: source list
+    description: List all configured data sources
+    args:
+      - name: type
+        type: enum
+        required: false
+        description: Filter by source type
+        values: ["postgres", "mysql", "s3", "api", "kafka", "mongodb"]
+    output_format: json
+    side_effects: false
+    example: "datapipe source list --type postgres"
+
+  - name: source connect
+    description: Register a new data source connection
+    args:
+      - name: name
+        type: string
+        required: true
+        description: Source name (unique identifier)
+      - name: type
+        type: enum
+        required: true
+        description: Source type
+        values: ["postgres", "mysql", "s3", "api", "kafka", "mongodb"]
+      - name: config
+        type: json
+        required: true
+        description: "Connection configuration as JSON (e.g. {\"host\": \"db.example.com\", \"port\": 5432, \"database\": \"analytics\"})"
+    output_format: json
+    side_effects: true
+    example: "datapipe source connect --name prod-db --type postgres --config '{\"host\": \"db.example.com\", \"port\": 5432, \"database\": \"analytics\"}'"
+
+  - name: transform create
+    description: Create a named transformation step with SQL logic
+    args:
+      - name: name
+        type: string
+        required: true
+        description: Transform name (unique identifier)
+      - name: sql
+        type: string
+        required: true
+        description: SQL transformation query
+      - name: source
+        type: string
+        required: true
+        description: Source name to read data from
+      - name: description
+        type: string
+        required: false
+        description: Human-readable description of the transformation
+    output_format: json
+    side_effects: true
+    example: "datapipe transform create --name daily-revenue --sql 'SELECT date, SUM(amount) as revenue FROM orders GROUP BY date' --source prod-db"
+
+  - name: transform run
+    description: Execute a transformation step
+    args:
+      - name: name
+        type: string
+        required: true
+        description: Transform name to execute
+      - name: dry-run
+        type: bool
+        required: false
+        description: Preview the output without writing results
+      - name: limit
+        type: int
+        required: false
+        description: Limit output rows (useful for preview)
+    output_format: json
+    side_effects: true
+    example: "datapipe transform run --name daily-revenue --dry-run --limit 10"
+
+  - name: sink create
+    description: Create a data sink destination
+    args:
+      - name: name
+        type: string
+        required: true
+        description: Sink name (unique identifier)
+      - name: type
+        type: enum
+        required: true
+        description: Sink type
+        values: ["s3", "bigquery", "warehouse", "postgres", "elasticsearch"]
+      - name: config
+        type: json
+        required: true
+        description: "Sink configuration as JSON (e.g. {\"bucket\": \"analytics-output\", \"prefix\": \"daily/\"})"
+    output_format: json
+    side_effects: true
+    example: "datapipe sink create --name analytics-lake --type s3 --config '{\"bucket\": \"analytics-output\", \"prefix\": \"daily/\"}'"
+
+  - name: pipeline create
+    description: Create a complete data pipeline connecting source, transforms, and sink with a schedule
+    args:
+      - name: name
+        type: string
+        required: true
+        description: Pipeline name (unique identifier)
+      - name: source
+        type: string
+        required: true
+        description: Source name
+      - name: transforms
+        type: string
+        required: true
+        description: Comma-separated list of transform names in execution order
+      - name: sink
+        type: string
+        required: true
+        description: Sink name
+      - name: schedule
+        type: string
+        required: true
+        description: Cron expression for scheduled execution
+    output_format: json
+    side_effects: true
+    example: "datapipe pipeline create --name daily-etl --source prod-db --transforms daily-revenue,add-dimensions --sink analytics-lake --schedule '0 2 * * *'"
+
+  - name: pipeline status
+    description: Check the status and execution history of a pipeline
+    args:
+      - name: name
+        type: string
+        required: true
+        description: Pipeline name
+    output_format: json
+    side_effects: false
+    example: "datapipe pipeline status --name daily-etl"

tool_adapters/flowctl.yaml

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+name: flowctl
+description: Workflow engine and approval gate manager for orchestrating multi-step processes with human-in-the-loop approvals
+binary: flowctl
+auth:
+  type: env_var
+  key: FLOWCTL_API_KEY
+commands:
+  - name: workflow list
+    description: List workflows with optional filtering by status
+    args:
+      - name: status
+        type: enum
+        required: false
+        description: Filter by workflow status
+        values: ["active", "paused", "completed", "failed"]
+      - name: owner
+        type: string
+        required: false
+        description: Filter by workflow owner
+      - name: limit
+        type: int
+        required: false
+        description: Maximum number of workflows to return
+    output_format: json
+    side_effects: false
+    example: "flowctl workflow list --status active --owner alice"
+
+  - name: workflow create
+    description: Create a new workflow definition with named steps
+    args:
+      - name: name
+        type: string
+        required: true
+        description: Workflow name (unique identifier)
+      - name: steps
+        type: json
+        required: true
+        description: "Ordered list of step definitions as JSON array [{\"name\": str, \"action\": str, \"config\": dict}]"
+      - name: description
+        type: string
+        required: false
+        description: Human-readable description
+      - name: owner
+        type: string
+        required: false
+        description: Workflow owner (defaults to current user)
+    output_format: json
+    side_effects: true
+    example: "flowctl workflow create --name deploy-prod --steps '[{\"name\": \"build\", \"action\": \"run_pipeline\"}, {\"name\": \"approve\", \"action\": \"gate\"}]'"
+
+  - name: workflow get
+    description: Get detailed workflow definition by ID
+    args:
+      - name: id
+        type: string
+        required: true
+        description: Workflow ID
+    output_format: json
+    side_effects: false
+    example: "flowctl workflow get --id wf-001"
+
+  - name: gate create
+    description: Create an approval gate attached to a workflow
+    args:
+      - name: workflow-id
+        type: string
+        required: true
+        description: Parent workflow ID
+      - name: approvers
+        type: string
+        required: true
+        description: Comma-separated list of required approver usernames
+      - name: timeout
+        type: int
+        required: false
+        description: Gate timeout in hours (0 = no timeout)
+      - name: min-approvals
+        type: int
+        required: false
+        description: Minimum number of approvals required (defaults to all approvers)
+    output_format: json
+    side_effects: true
+    example: "flowctl gate create --workflow-id wf-001 --approvers alice,bob --timeout 24 --min-approvals 1"
+
+  - name: gate approve
+    description: Approve a pending gate
+    args:
+      - name: id
+        type: string
+        required: true
+        description: Gate ID
+      - name: comment
+        type: string
+        required: false
+        description: Approval comment
+    output_format: json
+    side_effects: true
+    example: "flowctl gate approve --id gate-001 --comment 'Looks good, ship it'"
+
+  - name: gate reject
+    description: Reject a pending gate with a reason
+    args:
+      - name: id
+        type: string
+        required: true
+        description: Gate ID
+      - name: reason
+        type: string
+        required: true
+        description: Rejection reason
+    output_format: json
+    side_effects: true
+    example: "flowctl gate reject --id gate-001 --reason 'Missing test coverage'"
+
+  - name: run trigger
+    description: Trigger a workflow execution
+    args:
+      - name: workflow-id
+        type: string
+        required: true
+        description: Workflow ID to execute
+      - name: params
+        type: json
+        required: false
+        description: Runtime parameters as JSON object
+    output_format: json
+    side_effects: true
+    example: "flowctl run trigger --workflow-id wf-001 --params '{\"version\": \"2.1.0\"}'"
+
+  - name: run status
+    description: Check the status of a workflow run including step progress
+    args:
+      - name: id
+        type: string
+        required: true
+        description: Run execution ID
+    output_format: json
+    side_effects: false
+    example: "flowctl run status --id run-001"

tool_adapters/gh.yaml

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+name: github-cli
+description: GitHub CLI for managing repositories, issues, pull requests, and API access
+binary: gh
+auth:
+  type: env_var
+  key: GITHUB_TOKEN
+commands:
+  - name: issue list
+    description: List issues in a repository with optional filtering by state, label, and assignee
+    args:
+      - name: repo
+        type: string
+        required: true
+        description: Repository in owner/repo format
+      - name: state
+        type: enum
+        required: false
+        description: Filter by issue state
+        values: ["open", "closed", "all"]
+      - name: label
+        type: string
+        required: false
+        description: Filter by label name
+      - name: assignee
+        type: string
+        required: false
+        description: Filter by assignee username
+      - name: limit
+        type: int
+        required: false
+        description: Maximum number of issues to return
+    output_format: json
+    side_effects: false
+    example: "gh issue list --repo owner/repo --state open --label bug"
+
+  - name: issue create
+    description: Create a new issue in a repository
+    args:
+      - name: repo
+        type: string
+        required: true
+        description: Repository in owner/repo format
+      - name: title
+        type: string
+        required: true
+        description: Issue title
+      - name: body
+        type: string
+        required: false
+        description: Issue body text
+      - name: label
+        type: string
+        required: false
+        description: Label to apply (can be repeated)
+      - name: assignee
+        type: string
+        required: false
+        description: Username to assign
+    output_format: json
+    side_effects: true
+    example: "gh issue create --repo owner/repo --title 'Bug report' --body 'Details here' --label bug"
+
+  - name: issue edit
+    description: Edit an existing issue by number
+    args:
+      - name: number
+        type: int
+        required: true
+        description: Issue number (positional)
+      - name: repo
+        type: string
+        required: true
+        description: Repository in owner/repo format
+      - name: title
+        type: string
+        required: false
+        description: New issue title
+      - name: add-assignee
+        type: string
+        required: false
+        description: Username to add as assignee
+      - name: add-label
+        type: string
+        required: false
+        description: Label to add (can be repeated)
+    output_format: json
+    side_effects: true
+    example: "gh issue edit 42 --repo owner/repo --add-assignee alice --add-label critical"
+
+  - name: issue view
+    description: View a single issue by number
+    args:
+      - name: number
+        type: int
+        required: true
+        description: Issue number (positional)
+      - name: repo
+        type: string
+        required: true
+        description: Repository in owner/repo format
+    output_format: json
+    side_effects: false
+    example: "gh issue view 42 --repo owner/repo"
+
+  - name: pr list
+    description: List pull requests in a repository
+    args:
+      - name: repo
+        type: string
+        required: true
+        description: Repository in owner/repo format
+      - name: state
+        type: enum
+        required: false
+        description: Filter by PR state
+        values: ["open", "closed", "merged", "all"]
+      - name: author
+        type: string
+        required: false
+        description: Filter by PR author
+    output_format: json
+    side_effects: false
+    example: "gh pr list --repo owner/repo --state open"
+
+  - name: pr create
+    description: Create a new pull request
+    args:
+      - name: repo
+        type: string
+        required: true
+        description: Repository in owner/repo format
+      - name: title
+        type: string
+        required: true
+        description: Pull request title
+      - name: body
+        type: string
+        required: false
+        description: Pull request description
+      - name: base
+        type: string
+        required: false
+        description: Base branch name
+      - name: head
+        type: string
+        required: true
+        description: Head branch name
+    output_format: json
+    side_effects: true
+    example: "gh pr create --repo owner/repo --title 'Feature X' --head feature-x --base main"
+
+  - name: api
+    description: Make a raw GitHub API request to any endpoint
+    args:
+      - name: endpoint
+        type: string
+        required: true
+        description: API endpoint path (e.g. repos/owner/repo/commits)
+      - name: method
+        type: enum
+        required: false
+        description: HTTP method
+        values: ["GET", "POST", "PUT", "PATCH", "DELETE"]
+      - name: field
+        type: string
+        required: false
+        description: JSON field to send in request body (key=value)
+    output_format: json
+    side_effects: false
+    example: "gh api repos/owner/repo/commits"
+
+  - name: issue close
+    description: Close an issue by number
+    args:
+      - name: number
+        type: int
+        required: true
+        description: Issue number (positional)
+      - name: repo
+        type: string
+        required: true
+        description: Repository in owner/repo format
+      - name: reason
+        type: enum
+        required: false
+        description: Reason for closing
+        values: ["completed", "not_planned"]
+    output_format: json
+    side_effects: true
+    example: "gh issue close 42 --repo owner/repo --reason completed"

tool_adapters/google.yaml

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+name: google-workspace-cli
+description: Google Workspace CLI for Calendar, Gmail, and Drive operations
+binary: google
+auth:
+  type: oauth
+  key: GOOGLE_OAUTH_CREDENTIALS
+commands:
+  - name: calendar event list
+    description: List calendar events with optional date range filtering
+    args:
+      - name: calendar
+        type: string
+        required: false
+        description: Calendar ID (defaults to primary)
+      - name: start
+        type: datetime
+        required: false
+        description: Start datetime filter (ISO 8601)
+      - name: end
+        type: datetime
+        required: false
+        description: End datetime filter (ISO 8601)
+      - name: limit
+        type: int
+        required: false
+        description: Maximum number of events to return
+    output_format: json
+    side_effects: false
+    example: "google calendar event list --start 2026-03-01T00:00:00Z --end 2026-03-31T23:59:59Z"
+
+  - name: calendar event create
+    description: Create a new calendar event
+    args:
+      - name: title
+        type: string
+        required: true
+        description: Event title/summary
+      - name: start
+        type: datetime
+        required: true
+        description: Event start datetime (ISO 8601)
+      - name: end
+        type: datetime
+        required: true
+        description: Event end datetime (ISO 8601)
+      - name: description
+        type: string
+        required: false
+        description: Event description
+      - name: attendees
+        type: string
+        required: false
+        description: Comma-separated email addresses of attendees
+      - name: location
+        type: string
+        required: false
+        description: Event location
+      - name: calendar
+        type: string
+        required: false
+        description: Calendar ID (defaults to primary)
+    output_format: json
+    side_effects: true
+    example: "google calendar event create --title 'Team Standup' --start 2026-03-15T09:00:00Z --end 2026-03-15T09:30:00Z --attendees alice@co.com,bob@co.com"
+
+  - name: calendar event delete
+    description: Delete a calendar event by ID
+    args:
+      - name: id
+        type: string
+        required: true
+        description: Event ID
+      - name: calendar
+        type: string
+        required: false
+        description: Calendar ID (defaults to primary)
+    output_format: json
+    side_effects: true
+    example: "google calendar event delete --id evt-001"
+
+  - name: gmail send
+    description: Send an email via Gmail
+    args:
+      - name: to
+        type: string
+        required: true
+        description: Recipient email address
+      - name: subject
+        type: string
+        required: true
+        description: Email subject line
+      - name: body
+        type: string
+        required: true
+        description: Email body text
+      - name: cc
+        type: string
+        required: false
+        description: CC recipients (comma-separated)
+    output_format: json
+    side_effects: true
+    example: "google gmail send --to alice@co.com --subject 'Meeting Follow-up' --body 'Notes attached'"
+
+  - name: gmail search
+    description: Search Gmail messages by query
+    args:
+      - name: query
+        type: string
+        required: true
+        description: Gmail search query (supports Gmail search syntax)
+      - name: limit
+        type: int
+        required: false
+        description: Maximum number of results
+      - name: label
+        type: string
+        required: false
+        description: Filter by label
+    output_format: json
+    side_effects: false
+    example: "google gmail search --query 'from:alice subject:meeting' --limit 10"
+
+  - name: gmail list
+    description: List recent emails in the inbox
+    args:
+      - name: limit
+        type: int
+        required: false
+        description: Maximum number of emails to return
+      - name: label
+        type: string
+        required: false
+        description: Filter by label
+      - name: unread
+        type: bool
+        required: false
+        description: Only show unread messages
+    output_format: json
+    side_effects: false
+    example: "google gmail list --limit 20 --unread"
+
+  - name: drive list
+    description: List files in Google Drive
+    args:
+      - name: folder
+        type: string
+        required: false
+        description: Folder ID to list contents of
+      - name: type
+        type: enum
+        required: false
+        description: Filter by file type
+        values: ["document", "spreadsheet", "presentation", "folder", "pdf", "image"]
+      - name: limit
+        type: int
+        required: false
+        description: Maximum number of files to return
+    output_format: json
+    side_effects: false
+    example: "google drive list --folder root --type document"
+
+  - name: drive search
+    description: Search for files in Google Drive
+    args:
+      - name: query
+        type: string
+        required: true
+        description: Search query string
+      - name: type
+        type: enum
+        required: false
+        description: Filter by file type
+        values: ["document", "spreadsheet", "presentation", "folder", "pdf", "image"]
+      - name: limit
+        type: int
+        required: false
+        description: Maximum number of results
+    output_format: json
+    side_effects: false
+    example: "google drive search --query 'quarterly report' --type spreadsheet"

tool_adapters/jira.yaml

@@ -0,0 +1,134 @@
+name: jira-cli
+description: Jira CLI for managing issues, projects, and search in Atlassian Jira
+binary: jira
+auth:
+  type: token
+  key: JIRA_API_TOKEN
+commands:
+  - name: issue list
+    description: List issues in a project with optional filtering
+    args:
+      - name: project
+        type: string
+        required: true
+        description: Project key (e.g. PROJ)
+      - name: status
+        type: enum
+        required: false
+        description: Filter by issue status
+        values: ["To Do", "In Progress", "In Review", "Done"]
+      - name: assignee
+        type: string
+        required: false
+        description: Filter by assignee username
+      - name: type
+        type: enum
+        required: false
+        description: Filter by issue type
+        values: ["Bug", "Story", "Task", "Epic", "Sub-task"]
+      - name: limit
+        type: int
+        required: false
+        description: Maximum number of issues to return
+    output_format: json
+    side_effects: false
+    example: "jira issue list --project PROJ --status 'In Progress' --assignee alice"
+
+  - name: issue create
+    description: Create a new issue in a project
+    args:
+      - name: project
+        type: string
+        required: true
+        description: Project key
+      - name: title
+        type: string
+        required: true
+        description: Issue summary/title
+      - name: type
+        type: enum
+        required: true
+        description: Issue type
+        values: ["Bug", "Story", "Task", "Epic", "Sub-task"]
+      - name: description
+        type: string
+        required: false
+        description: Issue description
+      - name: assignee
+        type: string
+        required: false
+        description: Username to assign
+      - name: priority
+        type: enum
+        required: false
+        description: Issue priority
+        values: ["Highest", "High", "Medium", "Low", "Lowest"]
+      - name: labels
+        type: string
+        required: false
+        description: Comma-separated labels
+    output_format: json
+    side_effects: true
+    example: "jira issue create --project PROJ --title 'Fix login' --type Bug --priority High"
+
+  - name: issue update
+    description: Update fields on an existing issue
+    args:
+      - name: key
+        type: string
+        required: true
+        description: Issue key (e.g. PROJ-42)
+      - name: status
+        type: enum
+        required: false
+        description: Transition to new status
+        values: ["To Do", "In Progress", "In Review", "Done"]
+      - name: assignee
+        type: string
+        required: false
+        description: New assignee username
+      - name: priority
+        type: enum
+        required: false
+        description: New priority
+        values: ["Highest", "High", "Medium", "Low", "Lowest"]
+      - name: title
+        type: string
+        required: false
+        description: New summary/title
+    output_format: json
+    side_effects: true
+    example: "jira issue update --key PROJ-42 --status 'In Progress' --assignee bob"
+
+  - name: issue view
+    description: View a single issue by key
+    args:
+      - name: key
+        type: string
+        required: true
+        description: Issue key (e.g. PROJ-42)
+    output_format: json
+    side_effects: false
+    example: "jira issue view --key PROJ-42"
+
+  - name: project list
+    description: List all projects accessible to the current user
+    args: []
+    output_format: json
+    side_effects: false
+    example: "jira project list"
+
+  - name: search
+    description: Search issues using JQL query
+    args:
+      - name: jql
+        type: string
+        required: true
+        description: JQL query string
+      - name: limit
+        type: int
+        required: false
+        description: Maximum number of results
+    output_format: json
+    side_effects: false
+    example: "jira search --jql 'project = PROJ AND status = \"In Progress\"' --limit 50"

tool_adapters/kforge.yaml

@@ -0,0 +1,132 @@
+name: kforge
+description: Artifact registry and build pipeline manager for managing container images, packages, and deployment pipelines
+binary: kforge
+auth:
+  type: env_var
+  key: KFORGE_API_TOKEN
+commands:
+  - name: artifact list
+    description: List artifacts in a namespace with optional filtering by type and date
+    args:
+      - name: namespace
+        type: string
+        required: true
+        description: Artifact namespace (e.g. team-backend)
+      - name: type
+        type: enum
+        required: false
+        description: Filter by artifact type
+        values: ["docker", "npm", "pypi", "binary"]
+      - name: since
+        type: datetime
+        required: false
+        description: Only show artifacts published after this date (ISO 8601)
+      - name: limit
+        type: int
+        required: false
+        description: Maximum number of artifacts to return
+    output_format: json
+    side_effects: false
+    example: "kforge artifact list --namespace team-backend --type docker --since 2026-03-01T00:00:00Z"
+
+  - name: artifact inspect
+    description: Get detailed metadata for a specific artifact including layers, size, and build info
+    args:
+      - name: id
+        type: string
+        required: true
+        description: Artifact ID (e.g. art-a1b2c3)
+    output_format: json
+    side_effects: false
+    example: "kforge artifact inspect --id art-a1b2c3"
+
+  - name: pipeline trigger
+    description: Trigger a deployment pipeline for an artifact to a target environment
+    args:
+      - name: artifact
+        type: string
+        required: true
+        description: Artifact ID to deploy
+      - name: target
+        type: enum
+        required: true
+        description: Target deployment environment
+        values: ["staging", "production"]
+      - name: params
+        type: json
+        required: false
+        description: Pipeline parameters as JSON object
+      - name: dry-run
+        type: bool
+        required: false
+        description: Simulate the pipeline without executing
+    output_format: json
+    side_effects: true
+    example: "kforge pipeline trigger --artifact art-a1b2c3 --target staging --params '{\"replicas\": 3}'"
+
+  - name: pipeline status
+    description: Check the status of a running or completed pipeline execution
+    args:
+      - name: id
+        type: string
+        required: true
+        description: Pipeline execution ID (e.g. pipe-x1y2z3)
+    output_format: json
+    side_effects: false
+    example: "kforge pipeline status --id pipe-x1y2z3"
+
+  - name: registry create
+    description: Create a new artifact namespace/registry
+    args:
+      - name: namespace
+        type: string
+        required: true
+        description: Namespace name (must be unique, lowercase with hyphens)
+      - name: description
+        type: string
+        required: true
+        description: Human-readable description of the registry
+      - name: visibility
+        type: enum
+        required: false
+        description: Registry visibility
+        values: ["private", "internal", "public"]
+    output_format: json
+    side_effects: true
+    example: "kforge registry create --namespace ml-models --description 'ML model artifacts' --visibility internal"
+
+  - name: artifact promote
+    description: Promote an artifact from one environment to another
+    args:
+      - name: id
+        type: string
+        required: true
+        description: Artifact ID to promote
+      - name: from
+        type: enum
+        required: true
+        description: Source environment
+        values: ["staging", "production"]
+      - name: to
+        type: enum
+        required: true
+        description: Destination environment
+        values: ["staging", "production"]
+    output_format: json
+    side_effects: true
+    example: "kforge artifact promote --id art-a1b2c3 --from staging --to production"
+
+  - name: artifact delete
+    description: Delete an artifact by ID (cannot delete promoted artifacts)
+    args:
+      - name: id
+        type: string
+        required: true
+        description: Artifact ID
+      - name: force
+        type: bool
+        required: false
+        description: Force deletion even if artifact has active deployments
+    output_format: json
+    side_effects: true
+    example: "kforge artifact delete --id art-a1b2c3"

tool_adapters/linear.yaml

@@ -0,0 +1,129 @@
+name: linear-cli
+description: Linear CLI for managing issues, projects, and teams in Linear project management
+binary: linear
+auth:
+  type: env_var
+  key: LINEAR_API_KEY
+commands:
+  - name: issue list
+    description: List issues with optional filtering by project, assignee, or status
+    args:
+      - name: project
+        type: string
+        required: false
+        description: Filter by project name
+      - name: assignee
+        type: string
+        required: false
+        description: Filter by assignee username
+      - name: status
+        type: enum
+        required: false
+        description: Filter by issue status
+        values: ["Todo", "In Progress", "Done", "Cancelled"]
+    output_format: json
+    side_effects: false
+    example: "linear issue list --project Backend --status 'In Progress'"
+
+  - name: issue get
+    description: Get a single issue by ID
+    args:
+      - name: id
+        type: string
+        required: true
+        description: Issue identifier (e.g. ISS-42)
+    output_format: json
+    side_effects: false
+    example: "linear issue get --id ISS-42"
+
+  - name: issue create
+    description: Create a new issue
+    args:
+      - name: title
+        type: string
+        required: true
+        description: Issue title
+      - name: description
+        type: string
+        required: false
+        description: Issue description
+      - name: assignee
+        type: string
+        required: false
+        description: Username to assign
+      - name: project
+        type: string
+        required: false
+        description: Project to associate with
+      - name: priority
+        type: int
+        required: false
+        description: Priority level (0=none, 1=urgent, 2=high, 3=medium, 4=low)
+      - name: label
+        type: string
+        required: false
+        description: Label to apply (can be repeated)
+    output_format: json
+    side_effects: true
+    example: "linear issue create --title 'Fix login bug' --assignee alice --priority 1 --label bug"
+
+  - name: issue update
+    description: Update fields on an existing issue
+    args:
+      - name: id
+        type: string
+        required: true
+        description: Issue identifier
+      - name: assignee
+        type: string
+        required: false
+        description: New assignee username
+      - name: status
+        type: enum
+        required: false
+        description: New status
+        values: ["Todo", "In Progress", "Done", "Cancelled"]
+      - name: priority
+        type: int
+        required: false
+        description: New priority level
+      - name: title
+        type: string
+        required: false
+        description: New title
+    output_format: json
+    side_effects: true
+    example: "linear issue update --id ISS-42 --status 'In Progress' --assignee bob"
+
+  - name: issue comment
+    description: Add a comment to an issue
+    args:
+      - name: id
+        type: string
+        required: true
+        description: Issue identifier
+      - name: body
+        type: string
+        required: true
+        description: Comment text
+      - name: author
+        type: string
+        required: false
+        description: Comment author (defaults to current user)
+    output_format: json
+    side_effects: true
+    example: "linear issue comment --id ISS-42 --body 'Working on this now'"
+
+  - name: project list
+    description: List all projects
+    args: []
+    output_format: json
+    side_effects: false
+    example: "linear project list"
+
+  - name: team list
+    description: List all teams with members
+    args: []
+    output_format: json
+    side_effects: false
+    example: "linear team list"

tool_adapters/meshctl.yaml

@@ -0,0 +1,140 @@
+name: meshctl
+description: Service mesh configuration manager for routing, traffic policies, and observability across microservices
+binary: meshctl
+auth:
+  type: env_var
+  key: MESHCTL_TOKEN
+commands:
+  - name: service list
+    description: List all registered services with health status
+    args:
+      - name: namespace
+        type: string
+        required: false
+        description: Filter by namespace
+      - name: status
+        type: enum
+        required: false
+        description: Filter by health status
+        values: ["healthy", "degraded", "unhealthy"]
+    output_format: json
+    side_effects: false
+    example: "meshctl service list --namespace production --status healthy"
+
+  - name: service route
+    description: Create or update a routing rule between two services
+    args:
+      - name: from
+        type: string
+        required: true
+        description: Source service name
+      - name: to
+        type: string
+        required: true
+        description: Destination service name
+      - name: weight
+        type: int
+        required: true
+        description: Traffic weight percentage (0-100)
+      - name: match-headers
+        type: json
+        required: false
+        description: Header matching rules as JSON object
+    output_format: json
+    side_effects: true
+    example: "meshctl service route --from api-gateway --to user-service --weight 80"
+
+  - name: policy create
+    description: Create a traffic policy (rate limit, circuit breaker, or retry)
+    args:
+      - name: name
+        type: string
+        required: true
+        description: Policy name (unique identifier)
+      - name: type
+        type: enum
+        required: true
+        description: Policy type
+        values: ["rate_limit", "circuit_breaker", "retry"]
+      - name: config
+        type: json
+        required: true
+        description: "Policy configuration as JSON (e.g. {\"max_requests\": 100, \"window_seconds\": 60})"
+    output_format: json
+    side_effects: true
+    example: "meshctl policy create --name api-rate-limit --type rate_limit --config '{\"max_requests\": 1000, \"window_seconds\": 60}'"
+
+  - name: policy apply
+    description: Apply an existing policy to a service
+    args:
+      - name: name
+        type: string
+        required: true
+        description: Policy name to apply
+      - name: service
+        type: string
+        required: true
+        description: Target service name
+    output_format: json
+    side_effects: true
+    example: "meshctl policy apply --name api-rate-limit --service user-service"
+
+  - name: traffic split
+    description: Configure traffic splitting across service versions for canary or blue-green deployments
+    args:
+      - name: service
+        type: string
+        required: true
+        description: Service name to split traffic for
+      - name: versions
+        type: json
+        required: true
+        description: "Version-to-weight mapping as JSON (e.g. {\"v1\": 90, \"v2\": 10})"
+    output_format: json
+    side_effects: true
+    example: "meshctl traffic split --service user-service --versions '{\"v1\": 90, \"v2\": 10}'"
+
+  - name: observe metrics
+    description: Get real-time traffic metrics for a service
+    args:
+      - name: service
+        type: string
+        required: true
+        description: Service name to observe
+      - name: window
+        type: enum
+        required: false
+        description: Time window for metrics aggregation
+        values: ["5m", "15m", "1h", "6h", "24h"]
+      - name: metric
+        type: enum
+        required: false
+        description: Specific metric to query
+        values: ["latency", "throughput", "error_rate", "saturation"]
+    output_format: json
+    side_effects: false
+    example: "meshctl observe metrics --service user-service --window 15m --metric latency"
+
+  - name: service register
+    description: Register a new service in the mesh
+    args:
+      - name: name
+        type: string
+        required: true
+        description: Service name
+      - name: namespace
+        type: string
+        required: true
+        description: Namespace to register in
+      - name: port
+        type: int
+        required: true
+        description: Service port number
+      - name: protocol
+        type: enum
+        required: false
+        description: Communication protocol
+        values: ["http", "grpc", "tcp"]
+    output_format: json
+    side_effects: true
+    example: "meshctl service register --name payment-svc --namespace production --port 8080 --protocol grpc"

tool_adapters/microsoft.yaml

@@ -0,0 +1,162 @@
+name: microsoft-365-cli
+description: Microsoft 365 CLI for Outlook mail, Calendar, OneDrive, and Teams operations
+binary: m365
+auth:
+  type: oauth
+  key: MS365_OAUTH_CREDENTIALS
+commands:
+  - name: mail send
+    description: Send an email via Outlook
+    args:
+      - name: to
+        type: string
+        required: true
+        description: Recipient email address
+      - name: subject
+        type: string
+        required: true
+        description: Email subject line
+      - name: body
+        type: string
+        required: true
+        description: Email body text
+      - name: cc
+        type: string
+        required: false
+        description: CC recipients (comma-separated)
+      - name: importance
+        type: enum
+        required: false
+        description: Email importance level
+        values: ["low", "normal", "high"]
+    output_format: json
+    side_effects: true
+    example: "m365 mail send --to alice@contoso.com --subject 'Update' --body 'Project status' --importance high"
+
+  - name: mail list
+    description: List recent emails in the mailbox
+    args:
+      - name: folder
+        type: enum
+        required: false
+        description: Mail folder to list
+        values: ["inbox", "sent", "drafts", "archive"]
+      - name: limit
+        type: int
+        required: false
+        description: Maximum number of emails to return
+      - name: unread
+        type: bool
+        required: false
+        description: Only show unread messages
+    output_format: json
+    side_effects: false
+    example: "m365 mail list --folder inbox --limit 20 --unread"
+
+  - name: calendar event create
+    description: Create a new calendar event in Outlook
+    args:
+      - name: subject
+        type: string
+        required: true
+        description: Event subject/title
+      - name: start
+        type: datetime
+        required: true
+        description: Event start datetime (ISO 8601)
+      - name: end
+        type: datetime
+        required: true
+        description: Event end datetime (ISO 8601)
+      - name: body
+        type: string
+        required: false
+        description: Event description
+      - name: attendees
+        type: string
+        required: false
+        description: Comma-separated email addresses of attendees
+      - name: location
+        type: string
+        required: false
+        description: Event location
+      - name: is-online
+        type: bool
+        required: false
+        description: Whether this is an online meeting
+    output_format: json
+    side_effects: true
+    example: "m365 calendar event create --subject 'Sprint Planning' --start 2026-03-15T14:00:00Z --end 2026-03-15T15:00:00Z --attendees team@contoso.com --is-online"
+
+  - name: calendar event list
+    description: List calendar events with optional date range
+    args:
+      - name: start
+        type: datetime
+        required: false
+        description: Start datetime filter (ISO 8601)
+      - name: end
+        type: datetime
+        required: false
+        description: End datetime filter (ISO 8601)
+      - name: limit
+        type: int
+        required: false
+        description: Maximum number of events to return
+    output_format: json
+    side_effects: false
+    example: "m365 calendar event list --start 2026-03-01T00:00:00Z --end 2026-03-31T23:59:59Z"
+
+  - name: onedrive list
+    description: List files and folders in OneDrive
+    args:
+      - name: folder
+        type: string
+        required: false
+        description: Folder path to list (defaults to root)
+      - name: type
+        type: enum
+        required: false
+        description: Filter by item type
+        values: ["file", "folder"]
+      - name: limit
+        type: int
+        required: false
+        description: Maximum number of items to return
+    output_format: json
+    side_effects: false
+    example: "m365 onedrive list --folder /Documents --type file"
+
+  - name: onedrive search
+    description: Search for files in OneDrive
+    args:
+      - name: query
+        type: string
+        required: true
+        description: Search query string
+      - name: limit
+        type: int
+        required: false
+        description: Maximum number of results
+    output_format: json
+    side_effects: false
+    example: "m365 onedrive search --query 'quarterly report'"
+
+  - name: teams message send
+    description: Send a message to a Teams channel
+    args:
+      - name: team
+        type: string
+        required: true
+        description: Team name or ID
+      - name: channel
+        type: string
+        required: true
+        description: Channel name
+      - name: message
+        type: string
+        required: true
+        description: Message text content
+    output_format: json
+    side_effects: true
+    example: "m365 teams message send --team Engineering --channel general --message 'Deploy complete'"

tool_adapters/notion.yaml

@@ -0,0 +1,141 @@
+name: notion-cli
+description: Notion CLI for managing pages, databases, blocks, and search
+binary: notion
+auth:
+  type: env_var
+  key: NOTION_API_KEY
+commands:
+  - name: page list
+    description: List pages with optional filtering by parent page or database
+    args:
+      - name: parent
+        type: string
+        required: false
+        description: Parent page or database ID to filter by
+      - name: limit
+        type: int
+        required: false
+        description: Maximum number of pages to return
+    output_format: json
+    side_effects: false
+    example: "notion page list --parent db-001 --limit 20"
+
+  - name: page create
+    description: Create a new page under a parent page or database
+    args:
+      - name: title
+        type: string
+        required: true
+        description: Page title
+      - name: parent
+        type: string
+        required: true
+        description: Parent page or database ID
+      - name: content
+        type: string
+        required: false
+        description: Initial page content as plain text
+      - name: icon
+        type: string
+        required: false
+        description: Page icon emoji
+    output_format: json
+    side_effects: true
+    example: "notion page create --title 'Meeting Notes' --parent db-001 --content 'Discussion items'"
+
+  - name: page update
+    description: Update an existing page title or content
+    args:
+      - name: id
+        type: string
+        required: true
+        description: Page ID
+      - name: title
+        type: string
+        required: false
+        description: New page title
+      - name: content
+        type: string
+        required: false
+        description: New page content
+      - name: archived
+        type: bool
+        required: false
+        description: Archive or unarchive the page
+    output_format: json
+    side_effects: true
+    example: "notion page update --id page-001 --title 'Updated Title'"
+
+  - name: db query
+    description: Query a database with optional filter and sort
+    args:
+      - name: id
+        type: string
+        required: true
+        description: Database ID
+      - name: filter
+        type: json
+        required: false
+        description: Filter object as JSON
+      - name: sort
+        type: string
+        required: false
+        description: Property name to sort by
+      - name: limit
+        type: int
+        required: false
+        description: Maximum number of results
+    output_format: json
+    side_effects: false
+    example: "notion db query --id db-001 --filter '{\"status\": \"active\"}'"
+
+  - name: block append
+    description: Append content blocks to a page
+    args:
+      - name: page-id
+        type: string
+        required: true
+        description: Page ID to append blocks to
+      - name: content
+        type: string
+        required: true
+        description: Text content to append as a paragraph block
+      - name: type
+        type: enum
+        required: false
+        description: Block type
+        values: ["paragraph", "heading_1", "heading_2", "heading_3", "bulleted_list", "numbered_list", "code"]
+    output_format: json
+    side_effects: true
+    example: "notion block append --page-id page-001 --content 'New paragraph' --type paragraph"
+
+  - name: search
+    description: Search across all pages and databases by text query
+    args:
+      - name: query
+        type: string
+        required: true
+        description: Search query string
+      - name: type
+        type: enum
+        required: false
+        description: Filter results by object type
+        values: ["page", "database"]
+      - name: limit
+        type: int
+        required: false
+        description: Maximum number of results
+    output_format: json
+    side_effects: false
+    example: "notion search --query 'meeting notes' --type page"
+
+  - name: page get
+    description: Get a single page by ID with its content
+    args:
+      - name: id
+        type: string
+        required: true
+        description: Page ID
+    output_format: json
+    side_effects: false
+    example: "notion page get --id page-001"

tool_adapters/slack.yaml

@@ -0,0 +1,87 @@
+name: slack-cli
+description: Slack CLI for managing channels, messages, direct messages, and users
+binary: slack
+auth:
+  type: env_var
+  key: SLACK_TOKEN
+commands:
+  - name: channel list
+    description: List all channels in the workspace with IDs and topics
+    args: []
+    output_format: json
+    side_effects: false
+    example: "slack channel list"
+
+  - name: channel info
+    description: Get detailed information about a specific channel
+    args:
+      - name: channel
+        type: string
+        required: true
+        description: Channel name
+    output_format: json
+    side_effects: false
+    example: "slack channel info --channel engineering"
+
+  - name: channel message
+    description: List messages in a channel with optional limit
+    args:
+      - name: channel
+        type: string
+        required: true
+        description: Channel name
+      - name: limit
+        type: int
+        required: false
+        description: Maximum number of messages to return
+    output_format: json
+    side_effects: false
+    example: "slack channel message --channel general --limit 10"
+
+  - name: message send
+    description: Post a message to a channel
+    args:
+      - name: channel
+        type: string
+        required: true
+        description: Channel name
+      - name: text
+        type: string
+        required: true
+        description: Message text content
+    output_format: json
+    side_effects: true
+    example: "slack message send --channel general --text 'Hello team!'"
+
+  - name: dm send
+    description: Send a direct message to a user
+    args:
+      - name: user
+        type: string
+        required: true
+        description: Username of the recipient
+      - name: text
+        type: string
+        required: true
+        description: Message text content
+    output_format: json
+    side_effects: true
+    example: "slack dm send --user alice --text 'Can you review my PR?'"
+
+  - name: search message
+    description: Search messages across all channels by keyword
+    args:
+      - name: query
+        type: string
+        required: true
+        description: Search query string
+    output_format: json
+    side_effects: false
+    example: "slack search message --query deployment"
+
+  - name: user list
+    description: List all users in the workspace
+    args: []
+    output_format: json
+    side_effects: false
+    example: "slack user list"