{
  "summary": {
    "skill_count": 66,
    "agent_count": 33,
    "total_description_chars": 4787,
    "estimated_description_tokens": 1196
  },
  "skills": [
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      "stem": "add-tests",
      "name": "gsd:add-tests",
      "desc": "Generate tests for a completed phase based on UAT criteria and implementation",
      "desc_chars": 77,
      "calls_skills": [
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      ],
      "calls_agents": [],
      "called_by": []
    },
    {
      "stem": "ai-integration-phase",
      "name": "gsd:ai-integration-phase",
      "desc": "Generate an AI-SPEC.md design contract for phases that involve building AI systems.",
      "desc_chars": 83,
      "calls_skills": [
        "phase"
      ],
      "calls_agents": [
        "gsd-ai-researcher",
        "gsd-domain-researcher",
        "gsd-eval-planner",
        "gsd-framework-selector"
      ],
      "called_by": []
    },
    {
      "stem": "audit-fix",
      "name": "gsd:audit-fix",
      "desc": "Autonomous audit-to-fix pipeline \u2014 find issues, classify, fix, test, commit",
      "desc_chars": 75,
      "calls_skills": [
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      "calls_agents": [],
      "called_by": []
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    {
      "stem": "audit-milestone",
      "name": "gsd:audit-milestone",
      "desc": "Audit milestone completion against original intent before archiving",
      "desc_chars": 67,
      "calls_skills": [
        "execute-phase"
      ],
      "calls_agents": [],
      "called_by": []
    },
    {
      "stem": "audit-uat",
      "name": "gsd:audit-uat",
      "desc": "Cross-phase audit of all outstanding UAT and verification items",
      "desc_chars": 63,
      "calls_skills": [],
      "calls_agents": [],
      "called_by": [
        "audit-fix"
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    },
    {
      "stem": "autonomous",
      "name": "gsd:autonomous",
      "desc": "Run all remaining phases autonomously \u2014 discuss\u2192plan\u2192execute per phase",
      "desc_chars": 70,
      "calls_skills": [
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        "phase",
        "progress"
      ],
      "calls_agents": [],
      "called_by": []
    },
    {
      "stem": "capture",
      "name": "gsd:capture",
      "desc": "Capture ideas, tasks, notes, and seeds to their destination",
      "desc_chars": 59,
      "calls_skills": [],
      "calls_agents": [],
      "called_by": [
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    },
    {
      "stem": "cleanup",
      "name": "gsd:cleanup",
      "desc": "Archive accumulated phase directories from completed milestones",
      "desc_chars": 63,
      "calls_skills": [
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      "calls_agents": [],
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    },
    {
      "stem": "code-review",
      "name": "gsd:code-review",
      "desc": "Review source files changed during a phase for bugs, security issues, and code quality problems",
      "desc_chars": 95,
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        "gsd-code-reviewer"
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      "called_by": [
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    {
      "stem": "complete-milestone",
      "name": "gsd:complete-milestone",
      "desc": "Archive completed milestone and prepare for next version",
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        "update"
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    {
      "stem": "config",
      "name": "gsd:config",
      "desc": "Configure GSD settings \u2014 workflow toggles, advanced knobs, integrations, and model profile",
      "desc_chars": 90,
      "calls_skills": [
        "code-review",
        "review",
        "settings"
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    {
      "stem": "debug",
      "name": "gsd:debug",
      "desc": "Systematic debugging with persistent state across context resets",
      "desc_chars": 64,
      "calls_skills": [],
      "calls_agents": [
        "gsd-debug-session-manager",
        "gsd-debugger"
      ],
      "called_by": []
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    {
      "stem": "discuss-phase",
      "name": "gsd:discuss-phase",
      "desc": "Gather phase context through adaptive questioning before planning.",
      "desc_chars": 66,
      "calls_skills": [
        "config",
        "phase"
      ],
      "calls_agents": [],
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        "spec-phase"
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    },
    {
      "stem": "docs-update",
      "name": "gsd:docs-update",
      "desc": "Generate or update project documentation verified against the codebase",
      "desc_chars": 70,
      "calls_skills": [
        "update"
      ],
      "calls_agents": [
        "gsd-doc-verifier",
        "gsd-doc-writer"
      ],
      "called_by": []
    },
    {
      "stem": "eval-review",
      "name": "gsd:eval-review",
      "desc": "Audit an executed AI phase's evaluation coverage and produce an EVAL-REVIEW.md remediation plan.",
      "desc_chars": 96,
      "calls_skills": [
        "phase"
      ],
      "calls_agents": [],
      "called_by": []
    },
    {
      "stem": "execute-phase",
      "name": "gsd:execute-phase",
      "desc": "Execute all plans in a phase with wave-based parallelization",
      "desc_chars": 60,
      "calls_skills": [
        "phase",
        "verify-work"
      ],
      "calls_agents": [],
      "called_by": [
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        "spec-phase"
      ]
    },
    {
      "stem": "explore",
      "name": "gsd:explore",
      "desc": "Socratic ideation and idea routing \u2014 think through ideas before committing to plans",
      "desc_chars": 83,
      "calls_skills": [],
      "calls_agents": [],
      "called_by": []
    },
    {
      "stem": "extract-learnings",
      "name": "gsd:extract-learnings",
      "desc": "Extract decisions, lessons, patterns, and surprises from completed phase artifacts",
      "desc_chars": 82,
      "calls_skills": [
        "phase"
      ],
      "calls_agents": [],
      "called_by": []
    },
    {
      "stem": "fast",
      "name": "gsd:fast",
      "desc": "Execute a trivial task inline \u2014 no subagents, no planning overhead",
      "desc_chars": 66,
      "calls_skills": [
        "config"
      ],
      "calls_agents": [],
      "called_by": [
        "graphify"
      ]
    },
    {
      "stem": "forensics",
      "name": "gsd:forensics",
      "desc": "Post-mortem investigation for failed GSD workflows \u2014 diagnoses what went wrong.",
      "desc_chars": 79,
      "calls_skills": [
        "phase",
        "progress",
        "update"
      ],
      "calls_agents": [],
      "called_by": []
    },
    {
      "stem": "graphify",
      "name": "gsd:graphify",
      "desc": "Build, query, and inspect the project knowledge graph in .planning/graphs/",
      "desc_chars": 74,
      "calls_skills": [
        "config",
        "fast",
        "phase",
        "update"
      ],
      "calls_agents": [],
      "called_by": []
    },
    {
      "stem": "health",
      "name": "gsd:health",
      "desc": "Diagnose planning directory health and optionally repair issues",
      "desc_chars": 63,
      "calls_skills": [],
      "calls_agents": [],
      "called_by": []
    },
    {
      "stem": "help",
      "name": "gsd:help",
      "desc": "Show available GSD commands and usage guide",
      "desc_chars": 43,
      "calls_skills": [],
      "calls_agents": [],
      "called_by": []
    },
    {
      "stem": "import",
      "name": "gsd:import",
      "desc": "Ingest external plans with conflict detection against project decisions before writing anything.",
      "desc_chars": 96,
      "calls_skills": [],
      "calls_agents": [
        "gsd-plan-checker"
      ],
      "called_by": [
        "code-review",
        "ultraplan-phase"
      ]
    },
    {
      "stem": "inbox",
      "name": "gsd:inbox",
      "desc": "Triage and review open GitHub issues and PRs against project templates and contribution guidelines.",
      "desc_chars": 99,
      "calls_skills": [
        "review"
      ],
      "calls_agents": [],
      "called_by": [
        "ns-manage"
      ]
    },
    {
      "stem": "ingest-docs",
      "name": "gsd:ingest-docs",
      "desc": "Bootstrap or merge a .planning/ setup from existing ADRs, PRDs, SPECs, and docs in a repo.",
      "desc_chars": 90,
      "calls_skills": [],
      "calls_agents": [
        "gsd-roadmapper"
      ],
      "called_by": []
    },
    {
      "stem": "manager",
      "name": "gsd:manager",
      "desc": "Interactive command center for managing multiple phases from one terminal",
      "desc_chars": 73,
      "calls_skills": [
        "phase"
      ],
      "calls_agents": [],
      "called_by": []
    },
    {
      "stem": "map-codebase",
      "name": "gsd:map-codebase",
      "desc": "Analyze codebase with parallel mapper agents to produce .planning/codebase/ documents",
      "desc_chars": 85,
      "calls_skills": [
        "config"
      ],
      "calls_agents": [
        "gsd-codebase-mapper"
      ],
      "called_by": []
    },
    {
      "stem": "milestone-summary",
      "name": "gsd:milestone-summary",
      "desc": "Generate a comprehensive project summary from milestone artifacts for team onboarding and review",
      "desc_chars": 96,
      "calls_skills": [
        "review"
      ],
      "calls_agents": [],
      "called_by": []
    },
    {
      "stem": "mvp-phase",
      "name": "gsd:mvp-phase",
      "desc": "Plan a phase as a vertical MVP slice \u2014 user story, SPIDR splitting, then plan-phase",
      "desc_chars": 83,
      "calls_skills": [
        "new-project",
        "phase",
        "plan-phase"
      ],
      "calls_agents": [],
      "called_by": []
    },
    {
      "stem": "new-milestone",
      "name": "gsd:new-milestone",
      "desc": "Start a new milestone cycle \u2014 update PROJECT.md and route to requirements",
      "desc_chars": 73,
      "calls_skills": [
        "new-project",
        "phase"
      ],
      "calls_agents": [],
      "called_by": []
    },
    {
      "stem": "new-project",
      "name": "gsd:new-project",
      "desc": "Initialize a new project with deep context gathering and PROJECT.md",
      "desc_chars": 67,
      "calls_skills": [
        "config",
        "phase"
      ],
      "calls_agents": [],
      "called_by": [
        "mvp-phase",
        "new-milestone"
      ]
    },
    {
      "stem": "ns-context",
      "name": "gsd-context",
      "desc": "codebase intelligence | map graphify docs learnings",
      "desc_chars": 51,
      "calls_skills": [
        "phase"
      ],
      "calls_agents": [],
      "called_by": []
    },
    {
      "stem": "ns-ideate",
      "name": "gsd-ideate",
      "desc": "exploration capture | explore sketch spike spec capture",
      "desc_chars": 55,
      "calls_skills": [
        "capture",
        "phase",
        "spike"
      ],
      "calls_agents": [],
      "called_by": []
    },
    {
      "stem": "ns-manage",
      "name": "gsd-manage",
      "desc": "config workspace | workstreams thread update ship inbox",
      "desc_chars": 55,
      "calls_skills": [
        "inbox",
        "settings",
        "thread",
        "workstreams"
      ],
      "calls_agents": [],
      "called_by": []
    },
    {
      "stem": "ns-project",
      "name": "gsd-project",
      "desc": "project lifecycle | milestones audits summary",
      "desc_chars": 45,
      "calls_skills": [],
      "calls_agents": [],
      "called_by": []
    },
    {
      "stem": "ns-review",
      "name": "gsd-quality",
      "desc": "quality gates | code review debug audit security eval ui",
      "desc_chars": 56,
      "calls_skills": [
        "phase",
        "review"
      ],
      "calls_agents": [],
      "called_by": []
    },
    {
      "stem": "ns-workflow",
      "name": "gsd-workflow",
      "desc": "workflow | discuss plan execute verify phase progress",
      "desc_chars": 53,
      "calls_skills": [
        "phase",
        "review"
      ],
      "calls_agents": [],
      "called_by": []
    },
    {
      "stem": "pause-work",
      "name": "gsd:pause-work",
      "desc": "Create context handoff when pausing work mid-phase",
      "desc_chars": 50,
      "calls_skills": [
        "phase",
        "progress"
      ],
      "calls_agents": [],
      "called_by": []
    },
    {
      "stem": "phase",
      "name": "gsd:phase",
      "desc": "CRUD for phases in ROADMAP.md \u2014 add, insert, remove, or edit phases",
      "desc_chars": 67,
      "calls_skills": [],
      "calls_agents": [],
      "called_by": [
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        "code-review",
        "complete-milestone",
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        "execute-phase",
        "extract-learnings",
        "forensics",
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        "new-milestone",
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        "ns-ideate",
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        "ns-workflow",
        "pause-work",
        "plan-phase",
        "plan-review-convergence",
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        "quick",
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        "review-backlog",
        "secure-phase",
        "spec-phase",
        "stats",
        "thread",
        "ui-phase",
        "ui-review",
        "ultraplan-phase",
        "undo",
        "validate-phase",
        "verify-work",
        "workstreams"
      ]
    },
    {
      "stem": "plan-phase",
      "name": "gsd:plan-phase",
      "desc": "Create detailed phase plan (PLAN.md) with verification loop",
      "desc_chars": 59,
      "calls_skills": [
        "discuss-phase",
        "phase",
        "review",
        "update"
      ],
      "calls_agents": [
        "gsd-phase-researcher",
        "gsd-plan-checker",
        "gsd-planner"
      ],
      "called_by": [
        "mvp-phase",
        "spec-phase"
      ]
    },
    {
      "stem": "plan-review-convergence",
      "name": "gsd:plan-review-convergence",
      "desc": "Cross-AI plan convergence loop \u2014 replan with review feedback until no HIGH concerns remain.",
      "desc_chars": 91,
      "calls_skills": [
        "phase",
        "review"
      ],
      "calls_agents": [
        "gsd-plan-checker",
        "gsd-planner"
      ],
      "called_by": []
    },
    {
      "stem": "pr-branch",
      "name": "gsd:pr-branch",
      "desc": "Create a clean PR branch by filtering out .planning/ commits \u2014 ready for code review",
      "desc_chars": 84,
      "calls_skills": [
        "review"
      ],
      "calls_agents": [],
      "called_by": []
    },
    {
      "stem": "profile-user",
      "name": "gsd:profile-user",
      "desc": "Generate developer behavioral profile and create Claude-discoverable artifacts",
      "desc_chars": 78,
      "calls_skills": [],
      "calls_agents": [],
      "called_by": []
    },
    {
      "stem": "progress",
      "name": "gsd:progress",
      "desc": "Check progress, advance workflow, or dispatch freeform intent \u2014 the unified GSD situational command",
      "desc_chars": 99,
      "calls_skills": [
        "phase"
      ],
      "calls_agents": [],
      "called_by": [
        "autonomous",
        "forensics",
        "pause-work",
        "stats",
        "workstreams"
      ]
    },
    {
      "stem": "quick",
      "name": "gsd:quick",
      "desc": "Execute a quick task with GSD guarantees (atomic commits, state tracking) but skip optional agents",
      "desc_chars": 98,
      "calls_skills": [
        "phase"
      ],
      "calls_agents": [
        "gsd-executor",
        "gsd-planner"
      ],
      "called_by": [
        "code-review",
        "settings"
      ]
    },
    {
      "stem": "resume-work",
      "name": "gsd:resume-work",
      "desc": "Resume work from previous session with full context restoration",
      "desc_chars": 63,
      "calls_skills": [],
      "calls_agents": [],
      "called_by": []
    },
    {
      "stem": "review-backlog",
      "name": "gsd:review-backlog",
      "desc": "Review and promote backlog items to active milestone",
      "desc_chars": 52,
      "calls_skills": [
        "phase",
        "review"
      ],
      "calls_agents": [],
      "called_by": []
    },
    {
      "stem": "review",
      "name": "gsd:review",
      "desc": "Request cross-AI peer review of phase plans from external AI CLIs",
      "desc_chars": 65,
      "calls_skills": [
        "config",
        "phase"
      ],
      "calls_agents": [],
      "called_by": [
        "code-review",
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        "inbox",
        "milestone-summary",
        "ns-review",
        "ns-workflow",
        "plan-phase",
        "plan-review-convergence",
        "pr-branch",
        "review-backlog",
        "ship"
      ]
    },
    {
      "stem": "secure-phase",
      "name": "gsd:secure-phase",
      "desc": "Retroactively verify threat mitigations for a completed phase",
      "desc_chars": 61,
      "calls_skills": [
        "phase"
      ],
      "calls_agents": [],
      "called_by": []
    },
    {
      "stem": "settings",
      "name": "gsd:settings",
      "desc": "Configure GSD workflow toggles and model profile",
      "desc_chars": 48,
      "calls_skills": [
        "quick"
      ],
      "calls_agents": [],
      "called_by": [
        "config",
        "ns-manage"
      ]
    },
    {
      "stem": "ship",
      "name": "gsd:ship",
      "desc": "Create PR, run review, and prepare for merge after verification passes",
      "desc_chars": 70,
      "calls_skills": [
        "review"
      ],
      "calls_agents": [],
      "called_by": []
    },
    {
      "stem": "sketch",
      "name": "gsd:sketch",
      "desc": "Sketch UI/design ideas with throwaway HTML mockups, or propose what to sketch next (frontier mode)",
      "desc_chars": 98,
      "calls_skills": [
        "spike"
      ],
      "calls_agents": [],
      "called_by": []
    },
    {
      "stem": "spec-phase",
      "name": "gsd:spec-phase",
      "desc": "Clarify WHAT a phase delivers with ambiguity scoring; produces a SPEC.md before discuss-phase.",
      "desc_chars": 94,
      "calls_skills": [
        "discuss-phase",
        "execute-phase",
        "phase",
        "plan-phase"
      ],
      "calls_agents": [],
      "called_by": []
    },
    {
      "stem": "spike",
      "name": "gsd:spike",
      "desc": "Spike an idea through experiential exploration, or propose what to spike next (frontier mode)",
      "desc_chars": 93,
      "calls_skills": [],
      "calls_agents": [],
      "called_by": [
        "ns-ideate",
        "sketch"
      ]
    },
    {
      "stem": "stats",
      "name": "gsd:stats",
      "desc": "Display project statistics \u2014 phases, plans, requirements, git metrics, and timeline",
      "desc_chars": 83,
      "calls_skills": [
        "phase",
        "progress"
      ],
      "calls_agents": [],
      "called_by": [
        "complete-milestone"
      ]
    },
    {
      "stem": "thread",
      "name": "gsd:thread",
      "desc": "Manage persistent context threads for cross-session work",
      "desc_chars": 56,
      "calls_skills": [
        "phase"
      ],
      "calls_agents": [],
      "called_by": [
        "ns-manage"
      ]
    },
    {
      "stem": "ui-phase",
      "name": "gsd:ui-phase",
      "desc": "Generate UI design contract (UI-SPEC.md) for frontend phases",
      "desc_chars": 60,
      "calls_skills": [
        "phase"
      ],
      "calls_agents": [
        "gsd-ui-checker",
        "gsd-ui-researcher"
      ],
      "called_by": []
    },
    {
      "stem": "ui-review",
      "name": "gsd:ui-review",
      "desc": "Retroactive 6-pillar visual audit of implemented frontend code",
      "desc_chars": 62,
      "calls_skills": [
        "phase"
      ],
      "calls_agents": [],
      "called_by": []
    },
    {
      "stem": "ultraplan-phase",
      "name": "gsd:ultraplan-phase",
      "desc": "[BETA] Offload plan phase to Claude Code's ultraplan cloud; review in browser and import back.",
      "desc_chars": 94,
      "calls_skills": [
        "import",
        "phase"
      ],
      "calls_agents": [],
      "called_by": []
    },
    {
      "stem": "undo",
      "name": "gsd:undo",
      "desc": "Safe git revert. Roll back phase or plan commits using the phase manifest with dependency checks.",
      "desc_chars": 97,
      "calls_skills": [
        "phase"
      ],
      "calls_agents": [],
      "called_by": []
    },
    {
      "stem": "update",
      "name": "gsd:update",
      "desc": "Update GSD to latest version with changelog display",
      "desc_chars": 51,
      "calls_skills": [],
      "calls_agents": [],
      "called_by": [
        "complete-milestone",
        "docs-update",
        "forensics",
        "graphify",
        "plan-phase"
      ]
    },
    {
      "stem": "validate-phase",
      "name": "gsd:validate-phase",
      "desc": "Retroactively audit and fill Nyquist validation gaps for a completed phase",
      "desc_chars": 74,
      "calls_skills": [
        "phase"
      ],
      "calls_agents": [],
      "called_by": []
    },
    {
      "stem": "verify-work",
      "name": "gsd:verify-work",
      "desc": "Validate built features through conversational UAT",
      "desc_chars": 50,
      "calls_skills": [
        "phase"
      ],
      "calls_agents": [],
      "called_by": [
        "execute-phase"
      ]
    },
    {
      "stem": "workspace",
      "name": "gsd:workspace",
      "desc": "Manage GSD workspaces \u2014 create, list, or remove isolated workspace environments",
      "desc_chars": 79,
      "calls_skills": [],
      "calls_agents": [],
      "called_by": []
    },
    {
      "stem": "workstreams",
      "name": "gsd:workstreams",
      "desc": "Manage parallel workstreams \u2014 list, create, switch, status, progress, complete, and resume",
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