GSD Workflow Routing

SkillDev tools

Use when the user asks "what should I work on", mentions GSD phases, ROADMAP, or .planning/ artifacts. Routes to the correct GSD command for the current project state.

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 GSD Workflow Routing skill

What this skill tells your AI

The instructions your AI receives, as published by tibsfox/gsd-skill-creator in project-claude/skills/gsd-workflow/SKILL.md and read by ahel’s review.

Route user intent to GSD commands. Explicit /gsd: commands bypass routing -- read .claude/commands/gsd/[command].md directly.

5-Stage Classification Pipeline

When the user provides natural language related to project workflow, route through the GSD Orchestrator's classification pipeline:

  1. Exact match -- direct command mapping (fastest)
  2. Lifecycle filtering -- narrow candidates by current project phase
  3. Bayesian classification -- probabilistic intent matching
  4. Semantic fallback -- embedding-based similarity for ambiguous requests
  5. Confidence resolution -- threshold check; ask user if uncertain

When to use the orchestrator: The user says something like "review the requirements," "what's the project status," "let's verify phase 3," or any natural language that maps to a GSD lifecycle action but doesn't use explicit slash commands.

When to bypass it: The user types an explicit GSD slash command. Execute directly.

When confidence is low: Ask the user to clarify rather than guessing. A wrong routing is worse than a clarifying question.

Quick Command Routing

The top-10 most common routes:

User SaysRoute To
"what should I work on"/gsd:progress
"continue where I left off"/gsd:progress
"build phase X"/gsd:execute-phase X
"plan the next phase"/gsd:plan-phase N
"discuss how phase X should work"/gsd:discuss-phase N
"something's broken"/gsd:debug
"quick fix / small task"/gsd:quick
"verify phase X"/gsd:verify-work X
"add a phase"/gsd:phase
"start new project"/gsd:new-project

For full routing tables including skill-creator actions, see references/command-routing.md.

Guidance Heuristics

When to Suggest GSD

Always suggest GSD when:

  • User asks to build, create, or implement something substantial
  • User seems unsure where to start
  • Work would benefit from planning before coding
  • Context is fresh (session just started)

Suggest with explanation:

This looks like a good candidate for `/gsd:plan-phase N` -- it'll break this
down into atomic tasks with verification criteria. Want me to run that,
or would you prefer to dive in directly?

When to Suggest skill-creator

Suggest skill-creator when:

  • You notice the same sequence of steps has occurred 3+ times
  • The user corrects the same kind of output repeatedly
  • A workflow is complex enough to benefit from codification
  • The user asks "why do I keep having to tell you this?"

Suggest naturally:

I've noticed we run the same lint -> test -> fix cycle after every code change.
Want me to capture this as a skill so it happens automatically?

When to Allow Override

Respect user override when:

  • They explicitly say "just do it" or "skip the ceremony"
  • The task is genuinely trivial (< 5 minutes)
  • They're exploring/experimenting, not building
  • They have domain expertise and know what they want

Acknowledge gracefully:

Got it -- working on this directly. If it grows in scope, we can always
capture it in a plan retroactively with `/gsd:quick`.

When to Push Back

Gently push back when:

  • User is about to make changes without understanding current state
  • Work would conflict with existing plans
  • The request is ambiguous and needs questioning

Push back helpfully:

Before I make changes, let me check `/gsd:progress` -- there might be
existing plans that touch this area. One moment...

Phase Behavior

Instruction Markers

MarkerMeaningClaude Action
## > Next UpNext command to runRead the instruction and execute it
/clear first ->Context window full, needs resetTell user to run /clear, then continue
Ready to buildPlanning complete, execution readyProceed to /gsd:plan-phase or /gsd:execute-phase
ROADMAP CREATEDRoadmap agent finishedReview output, proceed to next phase
PLAN CREATEDPlanning agent finishedProceed to execution

Workflow Patterns

Standard Cycle:

/gsd:plan-phase N -> /clear -> /gsd:execute-phase N -> /gsd:verify-work N

Fresh Session Recovery:

/gsd:progress  (or)  /gsd:resume-work

Mid-Work Context Reset:

/gsd:pause-work -> /clear -> /gsd:resume-work

Debugging Flow:

/gsd:debug "description" -> investigate -> /clear -> /gsd:debug (resume)

For phase transition details and response patterns, see references/phase-behavior.md.

YOLO Mode

Detection: Read .planning/config.json. If "mode": "yolo", autonomous operation is active.

6-Step Autonomous Protocol:

  1. Read GSD command output carefully -- it contains your next instruction
  2. Execute the suggested command -- don't wait for user confirmation
  3. Handle /clear requirements -- inform user when context reset is needed
  4. Continue the workflow -- GSD is a pipeline, keep it moving
  5. Load relevant skills -- even in YOLO mode, check for applicable skills before phases
  6. Record observations -- YOLO sessions generate high-value pattern data

For example recognition and edge cases, see references/yolo-mode.md.

Running GSD Commands

To run a GSD command, read the command file from .claude/commands/gsd/[command].md and follow its process. The command file contains:

  • <objective> -- What the command achieves
  • <process> -- Step-by-step instructions to follow
  • <success_criteria> -- How to know it's complete

Critical: Don't just acknowledge GSD output -- act on it.

Skill Loading Before GSD Phases

Before executing any GSD phase, load relevant generated skills:

  1. Check .claude/commands/ for project-level skills
  2. Check ~/.claude/commands/ for user-level skills
  3. Project-level skills take precedence over user-level on conflict
  4. Load only skills relevant to the current phase and task
  5. Respect the token budget: 2-5% of context window maximum

Critical: When forking subagent contexts for GSD phases (execute-phase, verify-work), include relevant skills in the subagent's context. Clean context means free of stale conversation history -- not free of learned knowledge.

Anti-Patterns

  • Don't stop after GSD output without reading "Next Up" instructions
  • Don't wait for user input when YOLO mode is enabled and next step is clear
  • Don't start coding without checking if a plan exists
  • Don't make changes that span multiple phases in one session
  • Don't skip commits -- GSD's atomic commits enable rollback
  • Don't ignore STATE.md warnings or blockers
  • Don't create plans manually -- use /gsd:plan-phase
  • Don't be rigid -- GSD serves the user, not the other way around

Signals

GitHub stars
69
Forks
9
Last commit
Jul 2026
Advanced
Catalog kind
skill
Gateway key
gsd-workflow
Source
github.com/tibsfox/gsd-skill-creator