decompose

SkillDocs & knowledge

Decompose a specification document into an orchestration execution plan.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the decompose skill

About this capability

Autonomous multi-change orchestration for Claude Code — spec in, merged features out. Sentinel supervisor, parallel worktrees, developer memory, and more.

What this skill tells your AI

The instructions your AI receives, as published by tatargabor/set-core in .claude/skills/set/decompose/SKILL.md and read by ahel’s review.

Decompose a specification document into an orchestration execution plan.

Input: Spec file path (provided as argument or via environment SPEC_PATH), optional phase hint via PHASE_HINT.

You are a planning agent. Your job is to analyze a spec document, explore the codebase, and produce an orchestration-plan.json that the orchestrator can dispatch.

Steps

  1. Read the spec

    • If SPEC_PATH is a directory (multi-file spec):
      • Read the master file first (matching v*-*.md or README.md at root level)
      • Use the Agent tool (Explore) to analyze domains in parallel — one agent per subdirectory
      • Each agent should return: domain summary, key requirements, cross-references to other domains
      • Combine results into a unified view before decomposing
    • If SPEC_PATH is a single file:
      • If under 200 lines, read it directly
      • If over 200 lines, use the Agent tool (Explore) to analyze sections — do NOT load the entire spec into context
    • Identify completed items (checkboxes, "done" markers) and focus on incomplete work
  2. Read project context (if files exist, skip gracefully if not)

    • set/plugins/project-type.yaml — verification rules, conventions, project type
    • set/knowledge/project-knowledge.yaml — cross-cutting files, feature registry
    • set/requirements/*.yaml — active requirements (status: captured or planned)
    • set/orchestration/config.yaml or .claude/orchestration.yaml — directives

    2b. Read design-manifest.yaml (v0 pipeline) — if docs/design-manifest.yaml exists

    • Load every route's path + scope_keywords into planning context
    • The manifest is the AUTHORITATIVE route inventory: every route MUST be accounted for in the plan
    • If no docs/design-manifest.yaml exists, skip this step + INFO log; the plan proceeds design-unaware (legacy mode)
  3. Explore the codebase

    • Use the Agent tool (Explore) to scan for existing implementations matching spec topics
    • Understand what's already built vs what needs to be built
    • Identify shared files that multiple changes would touch (merge hazard)
    • Run multiple Explore agents in parallel for different spec sections
  4. Read the project's memory index

    cat ~/.claude/projects/<project-slug>/memory/MEMORY.md
    

    One line per memory. Open the topic files that look relevant to this spec — past decomposition learnings, known pitfalls. There is no semantic search; the index is the search, and only its first 200 lines (25 KB) load automatically.

  5. Check existing work

    openspec list --json
    

    List existing specs and active changes to avoid duplication.

  6. Bind design-manifest routes to changes (v0 pipeline) — skip if docs/design-manifest.yaml was absent in step 2b

    • Every manifest route MUST end up in EITHER exactly one change's design_routes: ["/…"] OR the plan-level deferred_design_routes: [{route, reason}] list
    • A change without UI has design_routes: [] (explicit empty list)
    • When spec mentions UI for a page with no matching manifest route, emit a design_gap ambiguity with options: (a) regenerate v0 to include the page, (b) remove from spec, (c) accept that fidelity gate will skip for that page
    • Emit a design_route_map debug section in the plan's reasoning field showing each route → change binding
  7. Generate the plan

    Write orchestration-plan.json to the project root with this schema:

    {
      "phase_detected": "Description of the phase/section being implemented",
      "reasoning": "Why this decomposition — what's the strategy",
      "changes": [
        {
          "name": "kebab-case-name",
          "scope": "Detailed description of what to implement + test requirements",
          "complexity": "S|M|L",
          "change_type": "<one of the valid change types — see below>",
          "model": "opus|sonnet",
          "has_manual_tasks": false,
          "depends_on": ["other-change-name"],
          "roadmap_item": "The spec section this implements",
          "design_routes": ["/", "/kavek"],
          "spec_files": ["path/relative/to/spec-dir.md"],
          "requirements": ["REQ-DOMAIN-001"],
          "also_affects_reqs": ["REQ-CROSS-001"]
        }
      ],
      "deferred_requirements": [
        {
          "id": "REQ-DOMAIN-002",
          "reason": "Depends on auth system, planned for next phase"
        }
      ],
      "deferred_design_routes": [
        {
          "route": "/admin/settings",
          "reason": "Phase 2 scope, skipped for this run"
        }
      ],
      "source_items": [
        {
          "id": "SI-1",
          "text": "Description of the spec item",
          "change": "assigned-change-name-or-null"
        }
      ]
    }
    
    **Note:** `spec_files`, `requirements`, and `also_affects_reqs` are only required when working with a multi-file spec that has been digested (`set/orchestration/digest/` exists). For single-file specs, omit these fields.
    
    **Source items (single-file mode only):** When there is NO digest directory, generate a `source_items` array listing every identifiable spec item (feature, requirement, task, checkbox) with an assigned change name or `null` if intentionally excluded. Omit `source_items` entirely in digest mode (digest uses `requirements.json` instead).
    
    **Requirement accounting (digest mode only):** When a digest exists, every requirement in `set/orchestration/digest/requirements.json` MUST be accounted for. Either:
    - Assign it to a change via `requirements[]` or `also_affects_reqs[]`, OR
    - List it in `deferred_requirements[]` with a reason explaining why it is deferred (e.g., dependency on another phase, out of scope for this sprint, intentionally excluded)
    
    Silent omission of requirements — assigning neither to a change nor to `deferred_requirements` — is a planning error. `validate_plan()` will report unaccounted requirements as errors and block dispatch.
    

Decomposition Rules

The valid change_type values — read them, do not recall them. The list is defined in exactly one place, the gate profile dictionary, because a change type is its gate profile. Print it:

python3 -c "from set_orch.gate_profiles import change_type_enum; print(change_type_enum())"

This file used to spell the six names out inline, and that copy is why the instruction exists: the same string had five hand-written copies across the framework, so a type added to the dictionary reached none of them — including this file, which is deployed into your project and therefore drifts on its own timetable. If the command above fails, stop and say so rather than guessing a value: an invented change_type is not rejected, it silently runs the strictest gate chain and the operator sees gates nobody configured.

Some types carry an entry condition and are refused when it is unmet — the refusal names what is missing, so read the error rather than substituting another type.

Sizing:

  • S: <10 tasks, M: 10-25 tasks, L: 25+ tasks (prefer splitting L into multiple changes)

Dependency ordering:

  • Infrastructure/test setup → first
  • Schema/migrations → before data-layer or API
  • Foundational (auth, shared types) → before features
  • cleanup-before → before feature changes in same area
  • cleanup-after → last

Shared resource awareness:

  • If 2+ changes touch the same files, chain via depends_on
  • Cross-cutting files (from project-knowledge.yaml) are merge hazards — serialize changes touching them

Model selection:

  • opus for all code-writing changes
  • sonnet ONLY for doc-only changes (zero code modifications)

Manual tasks:

  • Set has_manual_tasks: true for changes needing external intervention (API keys, DNS, OAuth setup)

Design manifest binding (v0 pipeline):

  • When docs/design-manifest.yaml exists, every UI change MUST list the routes it implements in design_routes: ["/…"]
  • Plan-wide every manifest route must land in exactly one change OR deferred_design_routes
  • Changes without UI use design_routes: []
  • When the spec mentions a page with no manifest route, flag design_gap in the plan's reasoning with options (regenerate v0, remove from spec, accept gate skip)

Project type integration:

  • If set/plugins/project-type.yaml exists, use its verification rules to inform change_type and dependency ordering
  • Project-type-specific patterns (e.g., "DB migration must be sequential") MUST be reflected

Context Size Management

  • Do NOT read entire large specs into your context — use Agent tool to analyze sections
  • Sub-agents should return summaries (key points, requirements), not full file contents
  • Project knowledge and requirements files are small — read directly
  • Keep your working context focused on the decomposition task

Output

After writing orchestration-plan.json, verify it:

  • No circular dependencies
  • All depends_on reference valid change names within the plan
  • Complexity values are S, M, or L
  • change_type is one of the valid values
  • Every change has a non-empty scope and roadmap_item
  • (Digest mode) Every digest requirement is assigned to a change or listed in deferred_requirements — none silently omitted

Signals

GitHub stars
35
Forks
6
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
decompose-tatargabor
Source
github.com/tatargabor/set-core